From 04d74e7c7fea37017e3f2d929a6e11f1eb252195 Mon Sep 17 00:00:00 2001 From: aphansal123 Date: Wed, 12 Aug 2026 14:18:58 -0400 Subject: [PATCH] Remove MCP registry-approved catalog entries Co-authored-by: Copilot App <223556219+Copilot@users.noreply.github.com> Copilot-Session: fa023d48-b3d9-4c42-b9cd-61c5643b21b8 --- ai-catalog.json | 15766 ++++++++-------- catalog/amplitude/mcp-server-guide.json | 12 - catalog/antfu/nuxt-mcp.json | 12 - catalog/azure-ai-foundry/mcp-foundry.json | 12 - catalog/azure/aks-mcp.json | 12 - catalog/box/mcp-server-box-remote.json | 12 - catalog/chroma-core/chroma-mcp.json | 12 - catalog/co.axiom/mcp.json | 13 - catalog/codacy/codacy-mcp-server.json | 12 - catalog/cognitionai/deepwiki.json | 12 - catalog/com.apify/apify-mcp-server.json | 13 - .../com.atlassian/atlassian-mcp-server.json | 13 - catalog/com.figma.mcp/mcp.json | 13 - catalog/com.getguru/mcp-server.json | 13 - catalog/com.glean/mcp.json | 13 - catalog/com.microsoft/azure.json | 13 - catalog/com.microsoft/microsoft-fabric.json | 13 - catalog/com.microsoft/nuget.json | 13 - .../sentinel-data-exploration.json | 13 - catalog/com.monday/monday.com.json | 13 - catalog/com.postman/postman-mcp-server.json | 13 - .../mcp-server-qualityclouds.json | 13 - catalog/com.shipstatic/mcp.json | 13 - catalog/com.smartbear/smartbear-mcp.json | 13 - .../dependency-management-mcp-server.json | 13 - catalog/com.stackhawk/stackhawk.json | 13 - catalog/com.stackoverflow.mcp/mcp.json | 13 - catalog/com.stripe/mcp.json | 13 - catalog/com.supabase/mcp.json | 13 - catalog/com.vercel/vercel-mcp.json | 13 - catalog/com.webflow/mcp.json | 13 - catalog/com.wix/mcp.json | 13 - catalog/coplaydev/unity-mcp.json | 12 - catalog/dev.svelte/mcp.json | 13 - catalog/doist/todoist-ai.json | 12 - catalog/elastic/mcp-server-elasticsearch.json | 12 - catalog/firecrawl/firecrawl-mcp-server.json | 12 - .../justcall-mcp-server.json | 13 - catalog/huggingface/hf-mcp-server.json | 12 - catalog/intercom/intercom-mcp-server.json | 12 - catalog/io.github.AnimaApp/anima.json | 13 - .../chrome-devtools-mcp.json | 13 - catalog/io.github.CrowdStrike/falcon-mcp.json | 13 - .../io.github.PagerDuty/pagerduty-mcp.json | 13 - catalog/io.github.SAP/fiori-mcp-server.json | 13 - .../scrapegraph-mcp.json | 13 - .../sonarqube-mcp-server.json | 13 - catalog/io.github.UI5/mcp-server.json | 13 - .../webcomponents-mcp-server.json | 13 - catalog/io.github.Wopee-io/wopee-mcp.json | 13 - catalog/io.github.arm/arm-mcp.json | 13 - .../io.github.brightdata/brightdata-mcp.json | 13 - catalog/io.github.bytebase/dbhub.json | 13 - catalog/io.github.cap-js/mcp-server.json | 13 - .../io.github.contextstreamio/mcp-server.json | 13 - .../Dynatrace-mcp.json | 13 - .../dynatrace-managed-mcp.json | 13 - catalog/io.github.f/prompts.chat-mcp.json | 13 - catalog/io.github.getsentry/sentry-mcp.json | 13 - .../io.github.github/github-mcp-server.json | 13 - catalog/io.github.goreleaser/mcp.json | 13 - .../terraform-mcp-server.json | 13 - .../io.github.holomodular/servicebricks.json | 13 - catalog/io.github.jfrog/jfrog-mcp-server.json | 13 - .../io.github.mapbox/mcp-devkit-server.json | 13 - catalog/io.github.mapbox/mcp-server.json | 13 - .../io.github.microsoft/EnterpriseMCP.json | 13 - .../io.github.microsoft/awesome-copilot.json | 13 - catalog/io.github.miroapp/mcp-server.json | 13 - .../mongodb-mcp-server.json | 13 - catalog/io.github.netdata/mcp-server.json | 13 - catalog/io.github.oakallow/oakallow.json | 13 - catalog/io.github.pgEdge/postgres-mcp.json | 13 - catalog/io.github.pubnub/mcp-server.json | 13 - catalog/io.github.rigour-labs/rigour.json | 13 - catalog/io.github.serpapi/serpapi-mcp.json | 13 - catalog/io.github.sourcegraph/mcp.json | 13 - catalog/io.github.tavily-ai/tavily-mcp.json | 13 - catalog/io.github.upstash/context7.json | 13 - catalog/io.github.venomseven/nslookup.json | 13 - .../io.github.vercel/next-devtools-mcp.json | 13 - .../desktop-commander.json | 13 - .../io.github.zscaler/zscaler-mcp-server.json | 13 - catalog/io.port/Port.json | 13 - catalog/io.shipbook/mcp.json | 13 - catalog/io.snyk/mcp.json | 13 - catalog/launchdarkly/mcp-server.json | 12 - catalog/makenotion/notion-mcp-server.json | 12 - catalog/microsoft/azure-devops-mcp.json | 12 - catalog/microsoft/clarity-mcp-server.json | 12 - catalog/microsoft/devbox-mcp-server.json | 12 - catalog/microsoft/fabric-rti-mcp.json | 12 - catalog/microsoft/markitdown.json | 12 - catalog/microsoft/playwright-mcp.json | 12 - catalog/microsoftdocs/mcp.json | 12 - catalog/neondatabase/mcp-server-neon.json | 12 - catalog/octopusdeploy/mcp-server.json | 12 - catalog/oraios/serena.json | 12 - catalog/pydantic/logfire-mcp.json | 12 - catalog/sunriseapps/imagesorcery-mcp.json | 12 - catalog/zapier/zapier-mcp.json | 12 - 101 files changed, 8323 insertions(+), 8714 deletions(-) delete mode 100644 catalog/amplitude/mcp-server-guide.json delete mode 100644 catalog/antfu/nuxt-mcp.json delete mode 100644 catalog/azure-ai-foundry/mcp-foundry.json delete mode 100644 catalog/azure/aks-mcp.json delete mode 100644 catalog/box/mcp-server-box-remote.json delete mode 100644 catalog/chroma-core/chroma-mcp.json delete mode 100644 catalog/co.axiom/mcp.json delete mode 100644 catalog/codacy/codacy-mcp-server.json delete mode 100644 catalog/cognitionai/deepwiki.json delete mode 100644 catalog/com.apify/apify-mcp-server.json delete mode 100644 catalog/com.atlassian/atlassian-mcp-server.json delete mode 100644 catalog/com.figma.mcp/mcp.json delete mode 100644 catalog/com.getguru/mcp-server.json delete mode 100644 catalog/com.glean/mcp.json delete mode 100644 catalog/com.microsoft/azure.json delete mode 100644 catalog/com.microsoft/microsoft-fabric.json delete mode 100644 catalog/com.microsoft/nuget.json delete mode 100644 catalog/com.microsoft/sentinel-data-exploration.json delete mode 100644 catalog/com.monday/monday.com.json delete mode 100644 catalog/com.postman/postman-mcp-server.json delete mode 100644 catalog/com.qualityclouds/mcp-server-qualityclouds.json delete mode 100644 catalog/com.shipstatic/mcp.json delete mode 100644 catalog/com.smartbear/smartbear-mcp.json delete mode 100644 catalog/com.sonatype/dependency-management-mcp-server.json delete mode 100644 catalog/com.stackhawk/stackhawk.json delete mode 100644 catalog/com.stackoverflow.mcp/mcp.json delete mode 100644 catalog/com.stripe/mcp.json delete mode 100644 catalog/com.supabase/mcp.json delete mode 100644 catalog/com.vercel/vercel-mcp.json delete mode 100644 catalog/com.webflow/mcp.json delete mode 100644 catalog/com.wix/mcp.json delete mode 100644 catalog/coplaydev/unity-mcp.json delete mode 100644 catalog/dev.svelte/mcp.json delete mode 100644 catalog/doist/todoist-ai.json delete mode 100644 catalog/elastic/mcp-server-elasticsearch.json delete mode 100644 catalog/firecrawl/firecrawl-mcp-server.json delete mode 100644 catalog/host.justcall.mcp/justcall-mcp-server.json delete mode 100644 catalog/huggingface/hf-mcp-server.json delete mode 100644 catalog/intercom/intercom-mcp-server.json delete mode 100644 catalog/io.github.AnimaApp/anima.json delete mode 100644 catalog/io.github.ChromeDevTools/chrome-devtools-mcp.json delete mode 100644 catalog/io.github.CrowdStrike/falcon-mcp.json delete mode 100644 catalog/io.github.PagerDuty/pagerduty-mcp.json delete mode 100644 catalog/io.github.SAP/fiori-mcp-server.json delete mode 100644 catalog/io.github.ScrapeGraphAI/scrapegraph-mcp.json delete mode 100644 catalog/io.github.SonarSource/sonarqube-mcp-server.json delete mode 100644 catalog/io.github.UI5/mcp-server.json delete mode 100644 catalog/io.github.UI5/webcomponents-mcp-server.json delete mode 100644 catalog/io.github.Wopee-io/wopee-mcp.json delete mode 100644 catalog/io.github.arm/arm-mcp.json delete mode 100644 catalog/io.github.brightdata/brightdata-mcp.json delete mode 100644 catalog/io.github.bytebase/dbhub.json delete mode 100644 catalog/io.github.cap-js/mcp-server.json delete mode 100644 catalog/io.github.contextstreamio/mcp-server.json delete mode 100644 catalog/io.github.dynatrace-oss/Dynatrace-mcp.json delete mode 100644 catalog/io.github.dynatrace-oss/dynatrace-managed-mcp.json delete mode 100644 catalog/io.github.f/prompts.chat-mcp.json delete mode 100644 catalog/io.github.getsentry/sentry-mcp.json delete mode 100644 catalog/io.github.github/github-mcp-server.json delete mode 100644 catalog/io.github.goreleaser/mcp.json delete mode 100644 catalog/io.github.hashicorp/terraform-mcp-server.json delete mode 100644 catalog/io.github.holomodular/servicebricks.json delete mode 100644 catalog/io.github.jfrog/jfrog-mcp-server.json delete mode 100644 catalog/io.github.mapbox/mcp-devkit-server.json delete mode 100644 catalog/io.github.mapbox/mcp-server.json delete mode 100644 catalog/io.github.microsoft/EnterpriseMCP.json delete mode 100644 catalog/io.github.microsoft/awesome-copilot.json delete mode 100644 catalog/io.github.miroapp/mcp-server.json delete mode 100644 catalog/io.github.mongodb-js/mongodb-mcp-server.json delete mode 100644 catalog/io.github.netdata/mcp-server.json delete mode 100644 catalog/io.github.oakallow/oakallow.json delete mode 100644 catalog/io.github.pgEdge/postgres-mcp.json delete mode 100644 catalog/io.github.pubnub/mcp-server.json delete mode 100644 catalog/io.github.rigour-labs/rigour.json delete mode 100644 catalog/io.github.serpapi/serpapi-mcp.json delete mode 100644 catalog/io.github.sourcegraph/mcp.json delete mode 100644 catalog/io.github.tavily-ai/tavily-mcp.json delete mode 100644 catalog/io.github.upstash/context7.json delete mode 100644 catalog/io.github.venomseven/nslookup.json delete mode 100644 catalog/io.github.vercel/next-devtools-mcp.json delete mode 100644 catalog/io.github.wonderwhy-er/desktop-commander.json delete mode 100644 catalog/io.github.zscaler/zscaler-mcp-server.json delete mode 100644 catalog/io.port/Port.json delete mode 100644 catalog/io.shipbook/mcp.json delete mode 100644 catalog/io.snyk/mcp.json delete mode 100644 catalog/launchdarkly/mcp-server.json delete mode 100644 catalog/makenotion/notion-mcp-server.json delete mode 100644 catalog/microsoft/azure-devops-mcp.json delete mode 100644 catalog/microsoft/clarity-mcp-server.json delete mode 100644 catalog/microsoft/devbox-mcp-server.json delete mode 100644 catalog/microsoft/fabric-rti-mcp.json delete mode 100644 catalog/microsoft/markitdown.json delete mode 100644 catalog/microsoft/playwright-mcp.json delete mode 100644 catalog/microsoftdocs/mcp.json delete mode 100644 catalog/neondatabase/mcp-server-neon.json delete mode 100644 catalog/octopusdeploy/mcp-server.json delete mode 100644 catalog/oraios/serena.json delete mode 100644 catalog/pydantic/logfire-mcp.json delete mode 100644 catalog/sunriseapps/imagesorcery-mcp.json delete mode 100644 catalog/zapier/zapier-mcp.json diff --git a/ai-catalog.json b/ai-catalog.json index 9640d7b..dbb6b78 100644 --- a/ai-catalog.json +++ b/ai-catalog.json @@ -4,19 +4,6 @@ "displayName": "GitHub Agent Finder Catalog" }, "entries": [ - { - "identifier": "urn:air:registry.modelcontextprotocol.io:amplitude:mcp-server-guide", - "displayName": "Amplitude", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/amplitude%2Fmcp-server-guide/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "amplitude/mcp-server-guide", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:angular:skills:angular-developer", "displayName": "Angular Developer", @@ -41,19 +28,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:antfu:nuxt-mcp", - "displayName": "Nuxt", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/antfu%2Fnuxt-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "antfu/nuxt-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:anthropics:claude-plugins-public:agent-sdk-dev", "displayName": "Agent Sdk Dev", @@ -2202,32 +2176,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:azure-ai-foundry:mcp-foundry", - "displayName": "Azure AI Foundry", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/azure-ai-foundry%2Fmcp-foundry/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "azure-ai-foundry/mcp-foundry", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:azure:aks-mcp", - "displayName": "Azure Kubernetes Service", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/azure%2Faks-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "azure/aks-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:better-auth:skills:better-auth-best-practices", "displayName": "Better Auth Best Practices", @@ -2492,19 +2440,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:box:mcp-server-box-remote", - "displayName": "Box", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/box%2Fmcp-server-box-remote/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "box/mcp-server-box-remote", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:brave:brave-search-skills:answers", "displayName": "Answers", @@ -2649,19 +2584,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:chroma-core:chroma-mcp", - "displayName": "Chroma", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/chroma-core%2Fchroma-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "chroma-core/chroma-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:ChromeDevTools:chrome-devtools-mcp:a11y-debugging", "displayName": "A11Y Debugging", @@ -3322,33 +3244,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:co.axiom:mcp", - "displayName": "Axiom", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/co.axiom%2Fmcp/versions/latest", - "description": "List datasets, schemas, run APL queries, and use prompts for exploration, anomalies, and monitoring.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "co.axiom/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:codacy:codacy-mcp-server", - "displayName": "Codacy", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/codacy%2Fcodacy-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "codacy/codacy-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:coderabbitai:skills:autofix", "displayName": "Autofix", @@ -3373,19 +3268,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:cognitionai:deepwiki", - "displayName": "Deepwiki", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/cognitionai%2Fdeepwiki/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "cognitionai/deepwiki", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:coinbase:agentic-wallet-skills:agentic-wallet", "displayName": "Agentic Wallet", @@ -3398,314 +3280,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.apify:apify-mcp-server", - "displayName": "Apify", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.apify%2Fapify-mcp-server/versions/latest", - "description": "Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.apify/apify-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.atlassian:atlassian-mcp-server", - "displayName": "Atlassian", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.atlassian%2Fatlassian-mcp-server/versions/latest", - "description": "Atlassian Rovo MCP Server", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.atlassian/atlassian-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.figma.mcp:mcp", - "displayName": "Figma", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.figma.mcp%2Fmcp/versions/latest", - "description": "The Figma MCP server brings Figma design context directly into your AI workflow.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.figma.mcp/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.getguru:mcp-server", - "displayName": "Guru", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.getguru%2Fmcp-server/versions/latest", - "description": "Guru MCP Server - Connect AI tools to your Guru knowledge base", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.getguru/mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.glean:mcp", - "displayName": "Glean", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.glean%2Fmcp/versions/latest", - "description": "Remote MCP Server that securely connects Glean Enterprise Knowledge with your IDE, LLM, or agents.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.glean/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.microsoft:azure", - "displayName": "Azure", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.microsoft%2Fazure/versions/latest", - "description": "All Azure MCP tools to create a seamless connection between AI agents and Azure services.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.microsoft/azure", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.microsoft:microsoft-fabric", - "displayName": "Microsoft Fabric", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.microsoft%2Fmicrosoft-fabric/versions/latest", - "description": "MCP tools for interacting with Microsoft Fabric", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.microsoft/microsoft-fabric", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.microsoft:nuget", - "displayName": "NuGet", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.microsoft%2Fnuget/versions/latest", - "description": "A Model Context Protocol (MCP) server for NuGet.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.microsoft/nuget", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.microsoft:sentinel-data-exploration", - "displayName": "Microsoft Sentinel Data Exploration", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.microsoft%2Fsentinel-data-exploration/versions/latest", - "description": "Find relevant security data from Sentinel data lake for building effective agents. 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Free at mcp.shipstatic.com. Install for the full toolset.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.shipstatic/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.smartbear:smartbear-mcp", - "displayName": "SmartBear", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.smartbear%2Fsmartbear-mcp/versions/latest", - "description": "MCP server for AI access to SmartBear tools, including BugSnag, Reflect, Swagger, PactFlow, QTM4J.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.smartbear/smartbear-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.sonatype:dependency-management-mcp-server", - 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"serverName": "com.stackhawk/stackhawk", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.stackoverflow.mcp:mcp", - "displayName": "Stack Overflow", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.stackoverflow.mcp%2Fmcp/versions/latest", - "description": "Access Stack Overflow's trusted and verified technical questions and answers.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.stackoverflow.mcp/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.stripe:mcp", - "displayName": "Stripe", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.stripe%2Fmcp/versions/latest", - "description": "MCP server integrating with Stripe - tools for customers, products, payments, and more.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.stripe/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.supabase:mcp", - "displayName": "Supabase", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.supabase%2Fmcp/versions/latest", - "description": "MCP server for interacting with the Supabase platform", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.supabase/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.vercel:vercel-mcp", - "displayName": "Vercel", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.vercel%2Fvercel-mcp/versions/latest", - "description": "An MCP server for Vercel", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.vercel/vercel-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.webflow:mcp", - "displayName": "Webflow", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.webflow%2Fmcp/versions/latest", - "description": "AI-powered design and management for Webflow Sites", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.webflow/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:com.wix:mcp", - "displayName": "Wix", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.wix%2Fmcp/versions/latest", - "description": "A Model Context Protocol server for Wix AI tools", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.wix/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:composiohq:skills:composio", "displayName": "Composio", @@ -3730,19 +3304,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:coplaydev:unity-mcp", - "displayName": "Unity", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/coplaydev%2Funity-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "coplaydev/unity-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:cursor:plugins:agent-compatibility", "displayName": "Agent Compatibility", @@ -4403,33 +3964,6 @@ }, "type": "application/vnd.github.copilot-plugin" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:dev.svelte:mcp", - "displayName": "Svelte", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/dev.svelte%2Fmcp/versions/latest", - "description": "The official Svelte MCP server providing docs and autofixing tools for Svelte development", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "dev.svelte/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:doist:todoist-ai", - "displayName": "Todoist AI", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/doist%2Ftodoist-ai/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "doist/todoist-ai", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:dotnet:skills:analyzing-dotnet-performance", "displayName": "Analyzing Dotnet Performance", @@ -5498,19 +5032,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:elastic:mcp-server-elasticsearch", - "displayName": "Elasticsearch", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/elastic%2Fmcp-server-elasticsearch/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "elastic/mcp-server-elasticsearch", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:elevenlabs:skills:agents", "displayName": "Agents", @@ -6099,19 +5620,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:firecrawl:firecrawl-mcp-server", - "displayName": "Firecrawl", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/firecrawl%2Ffirecrawl-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "firecrawl/firecrawl-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:firecrawl:skills:firecrawl-research-index", "displayName": "Firecrawl Research Index", @@ -12880,20 +12388,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:host.justcall.mcp:justcall-mcp-server", - "displayName": "JustCall", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/host.justcall.mcp%2Fjustcall-mcp-server/versions/latest", - "description": "JustCall MCP Server enables LLMs and AI agents to make voice calls and send SMS via JustCall APIs.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "host.justcall.mcp/justcall-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:huggingface:skills:hf-cli", "displayName": "Hf Cli", @@ -12978,19 +12472,6 @@ }, "type": "application/ai-skill" }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:huggingface:hf-mcp-server", - "displayName": "Hugging Face", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/huggingface%2Fhf-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "huggingface/hf-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, { "identifier": "urn:air:github.com:huggingface:skills:hf-mcp", "displayName": "Hf Mcp", @@ -13220,12537 +12701,13808 @@ "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:intercom:intercom-mcp-server", - "displayName": "Intercom", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/intercom%2Fintercom-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "intercom/intercom-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.github.AnimaApp:anima", - "displayName": "Anima", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.AnimaApp%2Fanima/versions/latest", - "description": "Connect AI coding agents to Anima Playground, Figma, and your design system.", + "identifier": "urn:air:github.com:JetBrains:go-modern-guidelines:modern-go-guidelines", + "displayName": "Modern Go Guidelines", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/JetBrains/go-modern-guidelines/blob/main/claude/modern-go-guidelines", + "description": "Enhances Claude Code with modern Go guidelines up to go 1.26 version.", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.AnimaApp/anima", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "JetBrains/go-modern-guidelines", + "repoPath": "claude/modern-go-guidelines/.claude-plugin/plugin.json" }, - "type": "application/mcp-server+json" + "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.github.ChromeDevTools:chrome-devtools-mcp", - "displayName": "Chrome DevTools", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.ChromeDevTools%2Fchrome-devtools-mcp/versions/latest", - "description": "MCP server for Chrome DevTools", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:adaptyv", + "displayName": "Adaptyv", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/adaptyv/SKILL.md", + "description": "How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.ChromeDevTools/chrome-devtools-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/adaptyv/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.github.CrowdStrike:falcon-mcp", - "displayName": "CrowdStrike Falcon", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.CrowdStrike%2Ffalcon-mcp/versions/latest", - "description": "Connects AI agents with CrowdStrike Falcon for security analysis and automation.", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:aeon", + "displayName": "Aeon", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/aeon/SKILL.md", + "description": "This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection...", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.CrowdStrike/falcon-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/aeon/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.github.PagerDuty:pagerduty-mcp", - "displayName": "PagerDuty", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.PagerDuty%2Fpagerduty-mcp/versions/latest", - "description": "PagerDuty's official MCP server which provides tools to interact with your PagerDuty account.", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:analytical-method-validation", + "displayName": "Analytical Method Validation", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/analytical-method-validation/SKILL.md", + "description": "Plan, execute, and document validation, verification, and transfer of analytical procedures under the governing framework - ICH Q2(R2) and Q14, USP...", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.PagerDuty/pagerduty-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/analytical-method-validation/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.github.SAP:fiori-mcp-server", - "displayName": "SAP Fiori", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.SAP%2Ffiori-mcp-server/versions/latest", - "description": "SAP Fiori - Model Context Protocol (MCP) server", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:anndata", + "displayName": "Anndata", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/anndata/SKILL.md", + "description": "Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem.", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.SAP/fiori-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/anndata/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.github.ScrapeGraphAI:scrapegraph-mcp", - "displayName": "ScrapeGraph", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.ScrapeGraphAI%2Fscrapegraph-mcp/versions/latest", - "description": "AI-powered web scraping and data extraction capabilities through ScrapeGraph API", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:arbor", + "displayName": "Arbor", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/arbor/SKILL.md", + "description": "Autonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using...", "metadata": { - 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"sourceSet": "mcp-registry-approved", - "serverName": "io.github.SonarSource/sonarqube-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/arboreto/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.github.UI5:mcp-server", - "displayName": "UI5", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.UI5%2Fmcp-server/versions/latest", - "description": "MCP server for SAPUI5/OpenUI5 development", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:astropy", + "displayName": "Astropy", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/astropy/SKILL.md", + "description": "Core Python library for astronomy and astrophysics workflows that need Astropy APIs, including units/quantities, coordinates, FITS I/O, tables, time...", "metadata": { - 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"sourceSet": "mcp-registry-approved", - "serverName": "io.github.brightdata/brightdata-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/bids/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.github.bytebase:dbhub", - "displayName": "DBHub", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.bytebase%2Fdbhub/versions/latest", - "description": "Minimal, token-efficient Database MCP Server for PostgreSQL, MySQL, SQL Server, SQLite, MariaDB", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:biopython", + "displayName": "Biopython", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/biopython/SKILL.md", + "description": "Comprehensive molecular biology toolkit. 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"sourceSet": "mcp-registry-approved", - "serverName": "io.port/Port", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/genomic-intelligence/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.shipbook:mcp", - "displayName": "Shipbook", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.shipbook%2Fmcp/versions/latest", - "description": "Debug production issues using Shipbook logs and Loglytics error insights.", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:geomaster", + "displayName": "Geomaster", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/geomaster/SKILL.md", + "description": "Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific...", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.shipbook/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/geomaster/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.snyk:mcp", - "displayName": "Snyk", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.snyk%2Fmcp/versions/latest", - "description": "Easily find and fix security issues in your applications leveraging Snyk platform capabilities.", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:geopandas", + "displayName": "Geopandas", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/geopandas/SKILL.md", + "description": "Guidance and local audit tools for Python workflows that directly use GeoPandas GeoSeries, GeoDataFrame, spatial operations, or vector-data I/O.", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.snyk/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/geopandas/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:JetBrains:go-modern-guidelines:modern-go-guidelines", - "displayName": "Modern Go Guidelines", - "mediaType": "application/vnd.github.copilot-plugin", - "url": "https://github.com/JetBrains/go-modern-guidelines/blob/main/claude/modern-go-guidelines", - "description": "Enhances Claude Code with modern Go guidelines up to go 1.26 version.", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:get-available-resources", + "displayName": "Get Available Resources", + "mediaType": "application/ai-skill", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/get-available-resources/SKILL.md", + "description": "Detect host inventory and effective CPU, memory, disk, scheduler, container, and accelerator limits when a user asks for resource-aware planning or...", "metadata": { - "sourceSet": "JetBrains/go-modern-guidelines", - "repoPath": "claude/modern-go-guidelines/.claude-plugin/plugin.json" + "sourceSet": "k-dense-ai/scientific-agent-skills", + "repoPath": "skills/get-available-resources/SKILL.md" }, - "type": "application/vnd.github.copilot-plugin" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:adaptyv", - "displayName": "Adaptyv", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:gget", + "displayName": "Gget", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/adaptyv/SKILL.md", - "description": "How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/gget/SKILL.md", + "description": "Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST/BLAT, viral sequence downloads, AlphaFold structures...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/adaptyv/SKILL.md" + "repoPath": "skills/gget/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:aeon", - "displayName": "Aeon", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:ginkgo-cloud-lab", + "displayName": "Ginkgo Cloud Lab", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/aeon/SKILL.md", - "description": "This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/ginkgo-cloud-lab/SKILL.md", + "description": "Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/aeon/SKILL.md" + "repoPath": "skills/ginkgo-cloud-lab/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:analytical-method-validation", - "displayName": "Analytical Method Validation", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:glycoengineering", + "displayName": "Glycoengineering", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/analytical-method-validation/SKILL.md", - "description": "Plan, execute, and document validation, verification, and transfer of analytical procedures under the governing framework - ICH Q2(R2) and Q14, USP...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/glycoengineering/SKILL.md", + "description": "Analyze and engineer protein glycosylation. Scan sequences for N-glycosylation sequons (N-X-S/T), predict O-glycosylation hotspots, and access curated..", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/analytical-method-validation/SKILL.md" + "repoPath": "skills/glycoengineering/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:anndata", - "displayName": "Anndata", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:gtars", + "displayName": "Gtars", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/anndata/SKILL.md", - "description": "Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/gtars/SKILL.md", + "description": "Use Gtars for local genomic interval models and set algebra, overlaps and counts, consensus and coverage, tokenization, fragment processing, and...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/anndata/SKILL.md" + "repoPath": "skills/gtars/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:arbor", - "displayName": "Arbor", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:histolab", + "displayName": "Histolab", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/arbor/SKILL.md", - "description": "Autonomously improve a real artifact (code, training recipe, agent harness, data pipeline, prompt) against an objective and an evaluator, using...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/histolab/SKILL.md", + "description": "Lightweight WSI tile extraction and preprocessing. Use for basic slide processing, tissue detection, tile extraction, and stain normalization for H&E...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/arbor/SKILL.md" + "repoPath": "skills/histolab/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:arboreto", - "displayName": "Arboreto", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:hugging-science", + "displayName": "Hugging Science", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/arboreto/SKILL.md", - "description": "Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3).", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/hugging-science/SKILL.md", + "description": "Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/arboreto/SKILL.md" + "repoPath": "skills/hugging-science/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:astropy", - "displayName": "Astropy", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:hypogenic", + "displayName": "Hypogenic", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/astropy/SKILL.md", - "description": "Core Python library for astronomy and astrophysics workflows that need Astropy APIs, including units/quantities, coordinates, FITS I/O, tables, time...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/hypogenic/SKILL.md", + "description": "Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text datasets.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/astropy/SKILL.md" + "repoPath": "skills/hypogenic/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:autoskill", - "displayName": "Autoskill", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:hypothesis-generation", + "displayName": "Hypothesis Generation", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/autoskill/SKILL.md", - "description": "Observe the user's screen via screenpipe, detect repeated research workflows, match them against existing scientific-agent-skills, and draft new skills.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/hypothesis-generation/SKILL.md", + "description": "Formulate evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/autoskill/SKILL.md" + "repoPath": "skills/hypothesis-generation/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:benchling-integration", - "displayName": "Benchling Integration", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:imaging-data-commons", + "displayName": "Imaging Data Commons", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/benchling-integration/SKILL.md", - "description": "Benchling Python SDK and REST API integration for registry entities, inventory, ELN entries, workflows, Benchling Apps, and Data Warehouse queries.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/imaging-data-commons/SKILL.md", + "description": "Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/benchling-integration/SKILL.md" + "repoPath": "skills/imaging-data-commons/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:bgpt-paper-search", - "displayName": "Bgpt Paper Search", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:infographics", + "displayName": "Infographics", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/bgpt-paper-search/SKILL.md", - "description": "Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/infographics/SKILL.md", + "description": "Create professional infographics using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3.6 Flash for quality review.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/bgpt-paper-search/SKILL.md" + "repoPath": "skills/infographics/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:bids", - "displayName": "Bids", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:iso-standards-readiness", + "displayName": "Iso Standards Readiness", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/bids/SKILL.md", - "description": "Use this skill when working with Brain Imaging Data Structure (BIDS) datasets: organizing neuroscience and biomedical data (MRI, EEG, MEG, iEEG, PET...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/iso-standards-readiness/SKILL.md", + "description": "Prepares and structurally reviews readiness evidence for ISO management-system and laboratory-competence standards - ISO 13485 medical device QMS, ISO..", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/bids/SKILL.md" + "repoPath": "skills/iso-standards-readiness/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:biopython", - "displayName": "Biopython", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:labarchive-integration", + "displayName": "Labarchive Integration", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/biopython/SKILL.md", - "description": "Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/labarchive-integration/SKILL.md", + "description": "Securely integrate with the official LabArchives ELN REST-like API and Inventory API v1.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/biopython/SKILL.md" + "repoPath": "skills/labarchive-integration/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:bioservices", - "displayName": "Bioservices", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:lamindb", + "displayName": "Lamindb", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/bioservices/SKILL.md", - "description": "Unified Python interface to 40+ bioinformatics services. Use when querying multiple databases (UniProt, KEGG, ChEMBL, Reactome) in a single workflow...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/lamindb/SKILL.md", + "description": "Use when working with LaminDB, the open-source lineage-native lakehouse for biological datasets and models.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/bioservices/SKILL.md" + "repoPath": "skills/lamindb/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:bulk-rnaseq", - "displayName": "Bulk Rnaseq", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:latchbio-integration", + "displayName": "Latchbio Integration", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/bulk-rnaseq/SKILL.md", - "description": "End-to-end bulk RNA-seq orchestrator — takes raw FASTQ reads through QC and trimming (FastQC, fastp/Trim Galore), alignment and quantification (STAR...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/latchbio-integration/SKILL.md", + "description": "Build, register, debug, and operate bioinformatics workflows on Latch using the Python SDK, CLI, Latch Data and Registry, Nextflow, Snakemake...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/bulk-rnaseq/SKILL.md" + "repoPath": "skills/latchbio-integration/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:cellxgene-census", - "displayName": "Cellxgene Census", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:latex-posters", + "displayName": "LaTeX Posters", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/cellxgene-census/SKILL.md", - "description": "Query the CZ CELLxGENE Census programmatically for versioned public single-cell and spatial transcriptomics data.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/latex-posters/SKILL.md", + "description": "Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/cellxgene-census/SKILL.md" + "repoPath": "skills/latex-posters/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:cirq", - "displayName": "Cirq", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:liteparse", + "displayName": "Liteparse", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/cirq/SKILL.md", - "description": "Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization..", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/liteparse/SKILL.md", + "description": "Local document and PDF parsing that returns spatial text with bounding boxes.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/cirq/SKILL.md" + "repoPath": "skills/liteparse/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:citation-management", - "displayName": "Citation Management", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:literature-review", + "displayName": "Literature Review", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/citation-management/SKILL.md", - "description": "Comprehensive citation management for academic research. Search OpenAlex, PubMed, and Google Scholar for papers, extract accurate metadata, validate...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/literature-review/SKILL.md", + "description": "Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/citation-management/SKILL.md" + "repoPath": "skills/literature-review/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:clinical-decision-support", - "displayName": "Clinical Decision Support", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:markdown-mermaid-writing", + "displayName": "Markdown Mermaid Writing", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/clinical-decision-support/SKILL.md", - "description": "Prepare and validate research-only clinical decision-support evaluation, evidence-profile, cohort, survival, biomarker/model, privacy, and governance...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/markdown-mermaid-writing/SKILL.md", + "description": "Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/clinical-decision-support/SKILL.md" + "repoPath": "skills/markdown-mermaid-writing/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:clinical-reports", - "displayName": "Clinical Reports", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:market-research-reports", + "displayName": "Market Research Reports", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/clinical-reports/SKILL.md", - "description": "Create safety-bounded draft structures and run local deterministic checks for clinical case, diagnostic, trial, safety, and aggregate research reports.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/market-research-reports/SKILL.md", + "description": "Build evidence-traceable market research reports and assumption-driven market sizing or forecast scenarios.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/clinical-reports/SKILL.md" + "repoPath": "skills/market-research-reports/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:cobrapy", - "displayName": "Cobrapy", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:markitdown", + "displayName": "Markitdown", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/cobrapy/SKILL.md", - "description": "Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/markitdown/SKILL.md", + "description": "Convert heterogeneous documents and selected URIs to Markdown with Microsoft MarkItDown for text analysis, search, and LLM/RAG ingestion.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/cobrapy/SKILL.md" + "repoPath": "skills/markitdown/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:consciousness-council", - "displayName": "Consciousness Council", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:matchms", + "displayName": "Matchms", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/consciousness-council/SKILL.md", - "description": "Run a multi-perspective Mind Council deliberation on any question, decision, or creative challenge.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/matchms/SKILL.md", + "description": "Process, clean, compare, and search tandem mass spectra with matchms. Use for MS/MS file I/O, metadata harmonization, peak filtering, spectral...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/consciousness-council/SKILL.md" + "repoPath": "skills/matchms/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:dask", - "displayName": "Dask", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:matlab", + "displayName": "Matlab", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/dask/SKILL.md", - "description": "Distributed computing for larger-than-RAM pandas/NumPy workflows.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/matlab/SKILL.md", + "description": "Build, review, migrate, and safely plan MATLAB or GNU Octave numerical workflows, including arrays, tabular/time data, tests, projects, graphics, MAT...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/dask/SKILL.md" + "repoPath": "skills/matlab/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:database-lookup", - "displayName": "Database Lookup", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:matplotlib", + "displayName": "Matplotlib", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/database-lookup/SKILL.md", - "description": "Query documented public database APIs with explicit endpoints, filters, pagination, and provenance.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/matplotlib/SKILL.md", + "description": "Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/database-lookup/SKILL.md" + "repoPath": "skills/matplotlib/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:datamol", - "displayName": "Datamol", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:medchem", + "displayName": "Medchem", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/datamol/SKILL.md", - "description": "Pythonic wrapper around RDKit with simplified interface and sensible defaults.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/medchem/SKILL.md", + "description": "Medicinal chemistry filters for compound triage. Apply drug-likeness rules (Lipinski, Veber, CNS), structural alert catalogs (PAINS, NIBR, ChEMBL)...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/datamol/SKILL.md" + "repoPath": "skills/medchem/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:deepchem", - "displayName": "Deepchem", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:modal", + "displayName": "Modal", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/deepchem/SKILL.md", - "description": "Molecular ML with diverse featurizers and pre-built datasets.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/modal/SKILL.md", + "description": "Modal is a serverless cloud platform for running Python on demand, including on-demand GPUs.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/deepchem/SKILL.md" + "repoPath": "skills/modal/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:deeptools", - "displayName": "Deeptools", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:molecular-dynamics", + "displayName": "Molecular Dynamics", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/deeptools/SKILL.md", - "description": "NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/molecular-dynamics/SKILL.md", + "description": "Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/deeptools/SKILL.md" + "repoPath": "skills/molecular-dynamics/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:depmap", - "displayName": "Depmap", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:molfeat", + "displayName": "Molfeat", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/depmap/SKILL.md", - "description": "Query the Cancer Dependency Map (DepMap) for cancer cell line gene dependency scores (CRISPR Chronos), drug sensitivity data, and gene effect profiles.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/molfeat/SKILL.md", + "description": "Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/depmap/SKILL.md" + "repoPath": "skills/molfeat/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:dhdna-profiler", - "displayName": "Dhdna Profiler", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:networkx", + "displayName": "Networkx", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/dhdna-profiler/SKILL.md", - "description": "Extract cognitive patterns and thinking fingerprints from any text.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/networkx/SKILL.md", + "description": "Create, analyze, and visualize complex networks and graphs in Python with NetworkX.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/dhdna-profiler/SKILL.md" + "repoPath": "skills/networkx/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:diffdock", - "displayName": "Diffdock", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:neurokit2", + "displayName": "Neurokit2", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/diffdock/SKILL.md", - "description": "DiffDock and DiffDock-L molecular docking. Use for protein-small-molecule pose prediction from PDB or sequence plus SMILES/SDF/MOL2, batch docking...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/neurokit2/SKILL.md", + "description": "Use NeuroKit2 to build or audit reproducible research workflows for physiological time-series preprocessing, event/interval analysis, multimodal...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/diffdock/SKILL.md" + "repoPath": "skills/neurokit2/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:dnanexus-integration", - "displayName": "Dnanexus Integration", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:neuropixels-analysis", + "displayName": "Neuropixels Analysis", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/dnanexus-integration/SKILL.md", - "description": "Build and operate reproducible genomics workloads on DNAnexus with the dx CLI, dxpy, apps/applets, native workflows, dxCompiler, and Nextflow.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/neuropixels-analysis/SKILL.md", + "description": "Analyze Neuropixels extracellular recordings end-to-end with SpikeInterface.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/dnanexus-integration/SKILL.md" + "repoPath": "skills/neuropixels-analysis/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:docx", - "displayName": "Docx", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:nextflow", + "displayName": "Nextflow", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/docx/SKILL.md", - "description": "Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files) or Word templates (.dotx files).", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/nextflow/SKILL.md", + "description": "Build, run, and debug Nextflow data pipelines and nf-core workflows end to end.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/docx/SKILL.md" + "repoPath": "skills/nextflow/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:esm", - "displayName": "Esm", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:omero-integration", + "displayName": "Omero Integration", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/esm/SKILL.md", - "description": "Use when working directly with the `esm` Python SDK, ESM3 or ESMC model IDs, Forge/Biohub inference clients, or ESMFold2 folding workflows.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/omero-integration/SKILL.md", + "description": "Securely inspect and automate microscopy data workflows against OMERO.server with omero-py, BlitzGateway, OMERO CLI, tables, annotations, ROIs...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/esm/SKILL.md" + "repoPath": "skills/omero-integration/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:etetoolkit", - "displayName": "Etetoolkit", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:onekgpd", + "displayName": "Onekgpd", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/etetoolkit/SKILL.md", - "description": "Analyze, manipulate, compare, annotate, and visualize phylogenetic or other hierarchical trees with ETE 4.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/onekgpd/SKILL.md", + "description": "Query the 1000 Genomes Project dataset (3,202 whole-genome-sequenced individuals, GRCh38) at the level of individual participants.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/etetoolkit/SKILL.md" + "repoPath": "skills/onekgpd/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:exa-search", - "displayName": "Exa Search", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:ontology-term-resolution", + "displayName": "Ontology Term Resolution", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/exa-search/SKILL.md", - "description": "Web toolkit powered by Exa, tuned for scientific and technical content.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/ontology-term-resolution/SKILL.md", + "description": "Resolve free-text scientific labels to ontology term IDs and validate existing CURIEs against the EBI Ontology Lookup Service (OLS4).", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/exa-search/SKILL.md" + "repoPath": "skills/ontology-term-resolution/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:experimental-design", - "displayName": "Experimental Design", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:open-notebook", + "displayName": "Open Notebook", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/experimental-design/SKILL.md", - "description": "Design experiments and studies BEFORE data is collected — choosing a design, randomizing, blocking, and laying out treatment combinations so results are", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/open-notebook/SKILL.md", + "description": "Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/experimental-design/SKILL.md" + "repoPath": "skills/open-notebook/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:exploratory-data-analysis", - "displayName": "Exploratory Data Analysis", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:openpiv", + "displayName": "Openpiv", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/exploratory-data-analysis/SKILL.md", - "description": "Perform bounded, local exploratory analysis of explicitly supported scientific files.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/openpiv/SKILL.md", + "description": "Particle Image Velocimetry (PIV) analysis with OpenPIV. Use when extracting velocity fields from PIV image pairs, analyzing fluid dynamics or flow...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/exploratory-data-analysis/SKILL.md" + "repoPath": "skills/openpiv/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:flowio", - "displayName": "Flowio", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:opentrons-integration", + "displayName": "Opentrons Integration", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/flowio/SKILL.md", - "description": "Read, inspect, and write Flow Cytometry Standard (FCS) 2.0, 3.0, and 3.1 files with FlowIO.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/opentrons-integration/SKILL.md", + "description": "Author, review, migrate, simulate, and troubleshoot official Opentrons Python Protocol API v2 protocols for Flex and OT-2 robots.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/flowio/SKILL.md" + "repoPath": "skills/opentrons-integration/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:fluidsim", - "displayName": "Fluidsim", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:optimize-for-gpu", + "displayName": "Optimize for GPU", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/fluidsim/SKILL.md", - "description": "Plan, configure, inspect, restart, and analyze bounded FluidSim computational-fluid-dynamics simulations with explicit numerical-validity and HPC safety", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/optimize-for-gpu/SKILL.md", + "description": "GPU-accelerate Python code using CuPy, Numba CUDA, Warp, cuDF, cuML, cuGraph, KvikIO, cuCIM, cuxfilter, cuVS, cuSpatial, and RAFT.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/fluidsim/SKILL.md" + "repoPath": "skills/optimize-for-gpu/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:generate-image", - "displayName": "Generate Image", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pacsomatic", + "displayName": "Pacsomatic", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/generate-image/SKILL.md", - "description": "Generate or edit images with AI models through the OpenRouter Image API (Gemini, Seedream, Recraft, GPT-Image, Riverflow).", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pacsomatic/SKILL.md", + "description": "Operator toolkit for nf-core/pacsomatic matched tumor-normal workflows from BAM inputs.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/generate-image/SKILL.md" + "repoPath": "skills/pacsomatic/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:geniml", - "displayName": "Geniml", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:paper-lookup", + "displayName": "Paper Lookup", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/geniml/SKILL.md", - "description": "Use Geniml for audited local genomic-interval workflows: validate BED and universe contracts, plan Region2Vec or scEmbed runs, inspect model/tokenizer..", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/paper-lookup/SKILL.md", + "description": "Search 11 academic literature APIs for papers, preprints, citations, and open-access full text, and return results with reproducible provenance.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/geniml/SKILL.md" + "repoPath": "skills/paper-lookup/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:genomic-coordinates", - "displayName": "Genomic Coordinates", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:paperclip", + "displayName": "Paperclip", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/genomic-coordinates/SKILL.md", - "description": "Convert genomic intervals between coordinate conventions, normalise and compare variant representations, and detect assembly or contig-naming mismatches", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/paperclip/SKILL.md", + "description": "Search and read full-text biomedical papers, FDA/PMDA/EMA regulatory documents, clinical trial registries, and UniProt/PDB/ChEMBL entries with the...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/genomic-coordinates/SKILL.md" + "repoPath": "skills/paperclip/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:genomic-intelligence", - "displayName": "Genomic Intelligence", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:paperzilla", + "displayName": "Paperzilla", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/genomic-intelligence/SKILL.md", - "description": "Predict regulatory features, gene structure, and expression directly from DNA sequence using Genomic Intelligence's hosted transformer DNA language...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/paperzilla/SKILL.md", + "description": "Chat with your agent about projects, recommendations, and canonical papers in Paperzilla.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/genomic-intelligence/SKILL.md" + "repoPath": "skills/paperzilla/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:geomaster", - "displayName": "Geomaster", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:parallel-web", + "displayName": "Parallel Web", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/geomaster/SKILL.md", - "description": "Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/parallel-web/SKILL.md", + "description": "Use Parallel CLI for web search, URL extraction, deep research, structured data enrichment, entity discovery, and recurring web monitoring.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/geomaster/SKILL.md" + "repoPath": "skills/parallel-web/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:geopandas", - "displayName": "Geopandas", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pathml", + "displayName": "Pathml", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/geopandas/SKILL.md", - "description": "Guidance and local audit tools for Python workflows that directly use GeoPandas GeoSeries, GeoDataFrame, spatial operations, or vector-data I/O.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pathml/SKILL.md", + "description": "Use PathML for local, research-only computational pathology workflows: load and tile slides, build preprocessing and QC pipelines, manage h5path data...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/geopandas/SKILL.md" + "repoPath": "skills/pathml/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:get-available-resources", - "displayName": "Get Available Resources", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pathogen-variant-surveillance", + "displayName": "Pathogen Variant Surveillance", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/get-available-resources/SKILL.md", - "description": "Detect host inventory and effective CPU, memory, disk, scheduler, container, and accelerator limits when a user asks for resource-aware planning or...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pathogen-variant-surveillance/SKILL.md", + "description": "Query live pathogen genomic surveillance data through the GenSpectrum LAPIS API to find which viral lineages are circulating now, how fast they are...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/get-available-resources/SKILL.md" + "repoPath": "skills/pathogen-variant-surveillance/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:gget", - "displayName": "Gget", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pathway-enrichment", + "displayName": "Pathway Enrichment", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/gget/SKILL.md", - "description": "Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST/BLAT, viral sequence downloads, AlphaFold structures...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pathway-enrichment/SKILL.md", + "description": "Run pathway and gene-set enrichment analysis on gene lists or ranked gene data, then interpret the results.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/gget/SKILL.md" + "repoPath": "skills/pathway-enrichment/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:ginkgo-cloud-lab", - "displayName": "Ginkgo Cloud Lab", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pdf", + "displayName": "PDF", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/ginkgo-cloud-lab/SKILL.md", - "description": "Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pdf/SKILL.md", + "description": "Use this skill whenever the user wants to do anything with PDF files.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/ginkgo-cloud-lab/SKILL.md" + "repoPath": "skills/pdf/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:glycoengineering", - "displayName": "Glycoengineering", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:peer-review", + "displayName": "Peer Review", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/glycoengineering/SKILL.md", - "description": "Analyze and engineer protein glycosylation. Scan sequences for N-glycosylation sequons (N-X-S/T), predict O-glycosylation hotspots, and access curated..", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/peer-review/SKILL.md", + "description": "Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/glycoengineering/SKILL.md" + "repoPath": "skills/peer-review/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:gtars", - "displayName": "Gtars", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pennylane", + "displayName": "Pennylane", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/gtars/SKILL.md", - "description": "Use Gtars for local genomic interval models and set algebra, overlaps and counts, consensus and coverage, tokenization, fragment processing, and...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pennylane/SKILL.md", + "description": "Hardware-agnostic quantum ML framework with automatic differentiation.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/gtars/SKILL.md" + "repoPath": "skills/pennylane/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:histolab", - "displayName": "Histolab", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:phylogenetics", + "displayName": "Phylogenetics", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/histolab/SKILL.md", - "description": "Lightweight WSI tile extraction and preprocessing. Use for basic slide processing, tissue detection, tile extraction, and stain normalization for H&E...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/phylogenetics/SKILL.md", + "description": "Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML).", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/histolab/SKILL.md" + "repoPath": "skills/phylogenetics/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:hugging-science", - "displayName": "Hugging Science", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pi-agent", + "displayName": "Pi Agent", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/hugging-science/SKILL.md", - "description": "Use when the user is doing AI/ML work in a scientific domain such as biology, chemistry, physics, astronomy, climate, genomics, materials, medicine...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pi-agent/SKILL.md", + "description": "Build with and use Pi, the minimal terminal coding harness. Use for installing Pi, configuring providers/models/settings/environment variables, creating", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/hugging-science/SKILL.md" + "repoPath": "skills/pi-agent/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:hypogenic", - "displayName": "Hypogenic", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pkpd-modeling", + "displayName": "Pkpd Modeling", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/hypogenic/SKILL.md", - "description": "Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text datasets.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pkpd-modeling/SKILL.md", + "description": "Pharmacokinetic and pharmacodynamic modelling and simulation - non-compartmental analysis, compartmental and population PK, PK/PD and exposure-response.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/hypogenic/SKILL.md" + "repoPath": "skills/pkpd-modeling/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:hypothesis-generation", - "displayName": "Hypothesis Generation", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:polars-bio", + "displayName": "Polars Bio", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/hypothesis-generation/SKILL.md", - "description": "Formulate evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational claims, discriminating predictions...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/polars-bio/SKILL.md", + "description": "High-performance genomic interval operations and bioinformatics file I/O on Polars DataFrames.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/hypothesis-generation/SKILL.md" + "repoPath": "skills/polars-bio/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:imaging-data-commons", - "displayName": "Imaging Data Commons", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:polars", + "displayName": "Polars", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/imaging-data-commons/SKILL.md", - "description": "Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/polars/SKILL.md", + "description": "High-performance DataFrame library for Python ETL, analytics, and pandas migration.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/imaging-data-commons/SKILL.md" + "repoPath": "skills/polars/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:infographics", - "displayName": "Infographics", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pptx-posters", + "displayName": "Pptx Posters", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/infographics/SKILL.md", - "description": "Create professional infographics using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3.6 Flash for quality review.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pptx-posters/SKILL.md", + "description": "Create and audit editable scientific posters in macro-free PowerPoint (.pptx) from author-approved local content and assets.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/infographics/SKILL.md" + "repoPath": "skills/pptx-posters/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:iso-standards-readiness", - "displayName": "Iso Standards Readiness", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pptx", + "displayName": "Pptx", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/iso-standards-readiness/SKILL.md", - "description": "Prepares and structurally reviews readiness evidence for ISO management-system and laboratory-competence standards - ISO 13485 medical device QMS, ISO..", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pptx/SKILL.md", + "description": "Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/iso-standards-readiness/SKILL.md" + "repoPath": "skills/pptx/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:labarchive-integration", - "displayName": "Labarchive Integration", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:primekg", + "displayName": "Primekg", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/labarchive-integration/SKILL.md", - "description": "Securely integrate with the official LabArchives ELN REST-like API and Inventory API v1.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/primekg/SKILL.md", + "description": "Query the Precision Medicine Knowledge Graph (PrimeKG) for multiscale biological data including genes, drugs, diseases, phenotypes, and more.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/labarchive-integration/SKILL.md" + "repoPath": "skills/primekg/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:lamindb", - "displayName": "Lamindb", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:protocolsio-integration", + "displayName": "Protocolsio Integration", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/lamindb/SKILL.md", - "description": "Use when working with LaminDB, the open-source lineage-native lakehouse for biological datasets and models.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/protocolsio-integration/SKILL.md", + "description": "Read, validate, and safely export protocols.io data with current official REST/MCP contracts, or create non-executing mutation plans.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/lamindb/SKILL.md" + "repoPath": "skills/protocolsio-integration/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:latchbio-integration", - "displayName": "Latchbio Integration", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pufferlib", + "displayName": "Pufferlib", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/latchbio-integration/SKILL.md", - "description": "Build, register, debug, and operate bioinformatics workflows on Latch using the Python SDK, CLI, Latch Data and Registry, Nextflow, Snakemake...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pufferlib/SKILL.md", + "description": "Version-aware guidance for PufferLib reinforcement-learning environments, vectorization, policies, PuffeRL training, evaluation, and safe checkpoint...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/latchbio-integration/SKILL.md" + "repoPath": "skills/pufferlib/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:latex-posters", - "displayName": "LaTeX Posters", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pydeseq2", + "displayName": "Pydeseq2", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/latex-posters/SKILL.md", - "description": "Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pydeseq2/SKILL.md", + "description": "Differential gene expression analysis for bulk RNA-seq with PyDESeq2, including formulaic designs, Wald tests, FDR correction, LFC shrinkage, and result", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/latex-posters/SKILL.md" + "repoPath": "skills/pydeseq2/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:liteparse", - "displayName": "Liteparse", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pydicom", + "displayName": "Pydicom", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/liteparse/SKILL.md", - "description": "Local document and PDF parsing that returns spatial text with bounding boxes.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pydicom/SKILL.md", + "description": "Use pydicom to read, inspect, write, transform, and safely preflight local DICOM datasets and pixel data.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/liteparse/SKILL.md" + "repoPath": "skills/pydicom/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:literature-review", - "displayName": "Literature Review", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pyhealth", + "displayName": "Pyhealth", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/literature-review/SKILL.md", - "description": "Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pyhealth/SKILL.md", + "description": "Build clinical/healthcare deep-learning pipelines with PyHealth — loading EHR/signal/imaging datasets (MIMIC-III/IV, eICU, OMOP, SleepEDF, ChestXray14..", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/literature-review/SKILL.md" + "repoPath": "skills/pyhealth/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:markdown-mermaid-writing", - "displayName": "Markdown Mermaid Writing", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pylabrobot", + "displayName": "Pylabrobot", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/markdown-mermaid-writing/SKILL.md", - "description": "Comprehensive markdown and Mermaid diagram writing skill. Use when creating any scientific document, report, analysis, or visualization.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pylabrobot/SKILL.md", + "description": "Develop and review PyLabRobot lab-automation resources, liquid-handling plans, offline simulations, and supported-device integrations.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/markdown-mermaid-writing/SKILL.md" + "repoPath": "skills/pylabrobot/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:market-research-reports", - "displayName": "Market Research Reports", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pymatgen", + "displayName": "Pymatgen", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/market-research-reports/SKILL.md", - "description": "Build evidence-traceable market research reports and assumption-driven market sizing or forecast scenarios.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pymatgen/SKILL.md", + "description": "Analyze, validate, convert, and transform materials structures and computed materials data with current pymatgen APIs, including local phase diagrams...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/market-research-reports/SKILL.md" + "repoPath": "skills/pymatgen/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:markitdown", - "displayName": "Markitdown", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pymc", + "displayName": "Pymc", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/markitdown/SKILL.md", - "description": "Convert heterogeneous documents and selected URIs to Markdown with Microsoft MarkItDown for text analysis, search, and LLM/RAG ingestion.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pymc/SKILL.md", + "description": "Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/markitdown/SKILL.md" + "repoPath": "skills/pymc/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:matchms", - "displayName": "Matchms", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pymoo", + "displayName": "Pymoo", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/matchms/SKILL.md", - "description": "Process, clean, compare, and search tandem mass spectra with matchms. Use for MS/MS file I/O, metadata harmonization, peak filtering, spectral...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pymoo/SKILL.md", + "description": "Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/matchms/SKILL.md" + "repoPath": "skills/pymoo/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:matlab", - "displayName": "Matlab", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pyopenms", + "displayName": "Pyopenms", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/matlab/SKILL.md", - "description": "Build, review, migrate, and safely plan MATLAB or GNU Octave numerical workflows, including arrays, tabular/time data, tests, projects, graphics, MAT...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pyopenms/SKILL.md", + "description": "Complete mass spectrometry analysis platform. Use for proteomics and metabolomics workflows—feature detection, peptide/protein identification...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/matlab/SKILL.md" + "repoPath": "skills/pyopenms/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:matplotlib", - "displayName": "Matplotlib", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pysam", + "displayName": "Pysam", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/matplotlib/SKILL.md", - "description": "Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pysam/SKILL.md", + "description": "Python/HTSlib workflows for genomic files. Use when reading, querying, filtering, or writing SAM/BAM/CRAM, VCF/BCF, FASTA/FASTQ, or tabix data with...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/matplotlib/SKILL.md" + "repoPath": "skills/pysam/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:medchem", - "displayName": "Medchem", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pytdc", + "displayName": "Pytdc", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/medchem/SKILL.md", - "description": "Medicinal chemistry filters for compound triage. Apply drug-likeness rules (Lipinski, Veber, CNS), structural alert catalogs (PAINS, NIBR, ChEMBL)...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pytdc/SKILL.md", + "description": "Use Therapeutics Data Commons through the PyTDC Python package for registry discovery, approved dataset access, task-aware splits, evaluator metrics...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/medchem/SKILL.md" + "repoPath": "skills/pytdc/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:modal", - "displayName": "Modal", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pytorch-lightning", + "displayName": "Pytorch Lightning", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/modal/SKILL.md", - "description": "Modal is a serverless cloud platform for running Python on demand, including on-demand GPUs.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pytorch-lightning/SKILL.md", + "description": "Deep learning framework (PyTorch Lightning / lightning package).", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/modal/SKILL.md" + "repoPath": "skills/pytorch-lightning/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:molecular-dynamics", - "displayName": "Molecular Dynamics", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pyzotero", + "displayName": "Pyzotero", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/molecular-dynamics/SKILL.md", - "description": "Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pyzotero/SKILL.md", + "description": "Interact with Zotero reference management libraries using the pyzotero Python client.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/molecular-dynamics/SKILL.md" + "repoPath": "skills/pyzotero/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:molfeat", - "displayName": "Molfeat", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:qiskit", + "displayName": "Qiskit", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/molfeat/SKILL.md", - "description": "Molecular featurization for ML (100+ featurizers). 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SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D..", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/neurokit2/SKILL.md" + "repoPath": "skills/rdkit/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:neuropixels-analysis", - "displayName": "Neuropixels Analysis", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:research-grants", + "displayName": "Research Grants", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/neuropixels-analysis/SKILL.md", - "description": "Analyze Neuropixels extracellular recordings end-to-end with SpikeInterface.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/research-grants/SKILL.md", + "description": "Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/neuropixels-analysis/SKILL.md" + "repoPath": "skills/research-grants/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:nextflow", - "displayName": "Nextflow", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:research-lookup", + "displayName": "Research Lookup", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/nextflow/SKILL.md", - "description": "Build, run, and debug Nextflow data pipelines and nf-core workflows end to end.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/research-lookup/SKILL.md", + "description": "Compile current scholarly evidence for a scientific manuscript or research brief.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/nextflow/SKILL.md" + "repoPath": "skills/research-lookup/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:omero-integration", - "displayName": "Omero Integration", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:rowan", + "displayName": "Rowan", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/omero-integration/SKILL.md", - "description": "Securely inspect and automate microscopy data workflows against OMERO.server with omero-py, BlitzGateway, OMERO CLI, tables, annotations, ROIs...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/rowan/SKILL.md", + "description": "Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/omero-integration/SKILL.md" + "repoPath": "skills/rowan/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:onekgpd", - "displayName": "Onekgpd", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scanpy", + "displayName": "Scanpy", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/onekgpd/SKILL.md", - "description": "Query the 1000 Genomes Project dataset (3,202 whole-genome-sequenced individuals, GRCh38) at the level of individual participants.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scanpy/SKILL.md", + "description": "Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/onekgpd/SKILL.md" + "repoPath": "skills/scanpy/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:ontology-term-resolution", - "displayName": "Ontology Term Resolution", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scholar-evaluation", + "displayName": "Scholar Evaluation", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/ontology-term-resolution/SKILL.md", - "description": "Resolve free-text scientific labels to ontology term IDs and validate existing CURIEs against the EBI Ontology Lookup Service (OLS4).", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scholar-evaluation/SKILL.md", + "description": "Provide qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics with optional...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/ontology-term-resolution/SKILL.md" + "repoPath": "skills/scholar-evaluation/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:open-notebook", - "displayName": "Open Notebook", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-brainstorming", + "displayName": "Scientific Brainstorming", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/open-notebook/SKILL.md", - "description": "Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-brainstorming/SKILL.md", + "description": "Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/open-notebook/SKILL.md" + "repoPath": "skills/scientific-brainstorming/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:openpiv", - "displayName": "Openpiv", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-critical-thinking", + "displayName": "Scientific Critical Thinking", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/openpiv/SKILL.md", - "description": "Particle Image Velocimetry (PIV) analysis with OpenPIV. Use when extracting velocity fields from PIV image pairs, analyzing fluid dynamics or flow...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-critical-thinking/SKILL.md", + "description": "Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence..", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/openpiv/SKILL.md" + "repoPath": "skills/scientific-critical-thinking/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:opentrons-integration", - "displayName": "Opentrons Integration", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-schematics", + "displayName": "Scientific Schematics", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/opentrons-integration/SKILL.md", - "description": "Author, review, migrate, simulate, and troubleshoot official Opentrons Python Protocol API v2 protocols for Flex and OT-2 robots.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-schematics/SKILL.md", + "description": "Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.6 Flash for quality review.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/opentrons-integration/SKILL.md" + "repoPath": "skills/scientific-schematics/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:optimize-for-gpu", - "displayName": "Optimize for GPU", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-slides", + "displayName": "Scientific Slides", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/optimize-for-gpu/SKILL.md", - "description": "GPU-accelerate Python code using CuPy, Numba CUDA, Warp, cuDF, cuML, cuGraph, KvikIO, cuCIM, cuxfilter, cuVS, cuSpatial, and RAFT.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-slides/SKILL.md", + "description": "Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/optimize-for-gpu/SKILL.md" + "repoPath": "skills/scientific-slides/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pacsomatic", - "displayName": "Pacsomatic", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-visualization", + "displayName": "Scientific Visualization", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pacsomatic/SKILL.md", - "description": "Operator toolkit for nf-core/pacsomatic matched tumor-normal workflows from BAM inputs.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-visualization/SKILL.md", + "description": "Create and audit truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pacsomatic/SKILL.md" + "repoPath": "skills/scientific-visualization/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:paper-lookup", - "displayName": "Paper Lookup", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-writing", + "displayName": "Scientific Writing", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/paper-lookup/SKILL.md", - "description": "Search 11 academic literature APIs for papers, preprints, citations, and open-access full text, and return results with reproducible provenance.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-writing/SKILL.md", + "description": "Draft, revise, and audit scientific manuscripts or reports with explicit evidence provenance, reporting-guideline coverage, authorship accountability...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/paper-lookup/SKILL.md" + "repoPath": "skills/scientific-writing/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:paperclip", - "displayName": "Paperclip", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scikit-bio", + "displayName": "Scikit Bio", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/paperclip/SKILL.md", - "description": "Search and read full-text biomedical papers, FDA/PMDA/EMA regulatory documents, clinical trial registries, and UniProt/PDB/ChEMBL entries with the...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scikit-bio/SKILL.md", + "description": "Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/paperclip/SKILL.md" + "repoPath": "skills/scikit-bio/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:paperzilla", - "displayName": "Paperzilla", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scikit-learn", + "displayName": "Scikit Learn", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/paperzilla/SKILL.md", - "description": "Chat with your agent about projects, recommendations, and canonical papers in Paperzilla.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scikit-learn/SKILL.md", + "description": "Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/paperzilla/SKILL.md" + "repoPath": "skills/scikit-learn/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:parallel-web", - "displayName": "Parallel Web", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scikit-survival", + "displayName": "Scikit Survival", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/parallel-web/SKILL.md", - "description": "Use Parallel CLI for web search, URL extraction, deep research, structured data enrichment, entity discovery, and recurring web monitoring.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scikit-survival/SKILL.md", + "description": "Build, evaluate, and audit right-censored or competing-risk survival workflows with scikit-survival, including leakage-safe preprocessing, model...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/parallel-web/SKILL.md" + "repoPath": "skills/scikit-survival/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pathml", - "displayName": "Pathml", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scvelo", + "displayName": "Scvelo", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pathml/SKILL.md", - "description": "Use PathML for local, research-only computational pathology workflows: load and tile slides, build preprocessing and QC pipelines, manage h5path data...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scvelo/SKILL.md", + "description": "RNA velocity analysis with scVelo. Estimate cell state transitions from unspliced/spliced mRNA dynamics, infer trajectory directions, compute latent...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pathml/SKILL.md" + "repoPath": "skills/scvelo/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pathogen-variant-surveillance", - "displayName": "Pathogen Variant Surveillance", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scvi-tools", + "displayName": "Scvi Tools", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pathogen-variant-surveillance/SKILL.md", - "description": "Query live pathogen genomic surveillance data through the GenSpectrum LAPIS API to find which viral lineages are circulating now, how fast they are...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scvi-tools/SKILL.md", + "description": "Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with..", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pathogen-variant-surveillance/SKILL.md" + "repoPath": "skills/scvi-tools/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pathway-enrichment", - "displayName": "Pathway Enrichment", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:seaborn", + "displayName": "Seaborn", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pathway-enrichment/SKILL.md", - "description": "Run pathway and gene-set enrichment analysis on gene lists or ranked gene data, then interpret the results.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/seaborn/SKILL.md", + "description": "Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pathway-enrichment/SKILL.md" + "repoPath": "skills/seaborn/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pdf", - "displayName": "PDF", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:shap", + "displayName": "Shap", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pdf/SKILL.md", - "description": "Use this skill whenever the user wants to do anything with PDF files.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/shap/SKILL.md", + "description": "Explain and audit machine-learning predictions with SHAP. Use for selecting SHAP explainers and maskers, computing and validating feature attributions..", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pdf/SKILL.md" + "repoPath": "skills/shap/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:peer-review", - "displayName": "Peer Review", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:simpy", + "displayName": "Simpy", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/peer-review/SKILL.md", - "description": "Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/simpy/SKILL.md", + "description": "Build, inspect, test, and analyze bounded process-based discrete-event simulations with SimPy, including events, resources, interrupts, monitoring...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/peer-review/SKILL.md" + "repoPath": "skills/simpy/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pennylane", - "displayName": "Pennylane", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:stable-baselines3", + "displayName": "Stable Baselines3", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pennylane/SKILL.md", - "description": "Hardware-agnostic quantum ML framework with automatic differentiation.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/stable-baselines3/SKILL.md", + "description": "Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pennylane/SKILL.md" + "repoPath": "skills/stable-baselines3/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:phylogenetics", - "displayName": "Phylogenetics", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:statistical-analysis", + "displayName": "Statistical Analysis", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/phylogenetics/SKILL.md", - "description": "Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML).", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/statistical-analysis/SKILL.md", + "description": "Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/phylogenetics/SKILL.md" + "repoPath": "skills/statistical-analysis/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pi-agent", - "displayName": "Pi Agent", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:statistical-power", + "displayName": "Statistical Power", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pi-agent/SKILL.md", - "description": "Build with and use Pi, the minimal terminal coding harness. Use for installing Pi, configuring providers/models/settings/environment variables, creating", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/statistical-power/SKILL.md", + "description": "Sample-size and statistical power calculations for planning studies.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pi-agent/SKILL.md" + "repoPath": "skills/statistical-power/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pkpd-modeling", - "displayName": "Pkpd Modeling", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:statsmodels", + "displayName": "Statsmodels", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pkpd-modeling/SKILL.md", - "description": "Pharmacokinetic and pharmacodynamic modelling and simulation - non-compartmental analysis, compartmental and population PK, PK/PD and exposure-response.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/statsmodels/SKILL.md", + "description": "Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pkpd-modeling/SKILL.md" + "repoPath": "skills/statsmodels/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:polars-bio", - "displayName": "Polars Bio", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:sympy", + "displayName": "Sympy", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/polars-bio/SKILL.md", - "description": "High-performance genomic interval operations and bioinformatics file I/O on Polars DataFrames.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/sympy/SKILL.md", + "description": "Use when you need exact symbolic math in Python — algebra, calculus, equation solving, symbolic linear algebra, or code generation via lambdify/LaTeX.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/polars-bio/SKILL.md" + "repoPath": "skills/sympy/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:polars", - "displayName": "Polars", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:tamarind", + "displayName": "Tamarind", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/polars/SKILL.md", - "description": "High-performance DataFrame library for Python ETL, analytics, and pandas migration.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/tamarind/SKILL.md", + "description": "Access a collection of open-source molecular design and structural biology tools on the Tamarind Bio platform, via its REST API or MCP server — no local", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/polars/SKILL.md" + "repoPath": "skills/tamarind/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pptx-posters", - "displayName": "Pptx Posters", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:tiledbvcf", + "displayName": "Tiledbvcf", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pptx-posters/SKILL.md", - "description": "Create and audit editable scientific posters in macro-free PowerPoint (.pptx) from author-approved local content and assets.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/tiledbvcf/SKILL.md", + "description": "Efficient storage and retrieval of genomic variant data using TileDB.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pptx-posters/SKILL.md" + "repoPath": "skills/tiledbvcf/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pptx", - "displayName": "Pptx", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:timesfm-forecasting", + "displayName": "Timesfm Forecasting", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pptx/SKILL.md", - "description": "Use this skill any time a .pptx or .potx file is involved in any way — as input, output, or both.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/timesfm-forecasting/SKILL.md", + "description": "Zero-shot time series forecasting with Google's TimesFM foundation model.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pptx/SKILL.md" + "repoPath": "skills/timesfm-forecasting/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:primekg", - "displayName": "Primekg", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:torch-geometric", + "displayName": "Torch Geometric", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/primekg/SKILL.md", - "description": "Query the Precision Medicine Knowledge Graph (PrimeKG) for multiscale biological data including genes, drugs, diseases, phenotypes, and more.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/torch-geometric/SKILL.md", + "description": "PyTorch Geometric (PyG) for graph neural networks — node/link/graph classification, message passing (GCN, GAT, GraphSAGE, GIN), heterogeneous graphs...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/primekg/SKILL.md" + "repoPath": "skills/torch-geometric/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:protocolsio-integration", - "displayName": "Protocolsio Integration", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:torchdrug", + "displayName": "Torchdrug", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/protocolsio-integration/SKILL.md", - "description": "Read, validate, and safely export protocols.io data with current official REST/MCP contracts, or create non-executing mutation plans.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/torchdrug/SKILL.md", + "description": "Build and troubleshoot TorchDrug 0.2.1 workflows for molecular graphs, property prediction, self-supervised pretraining, molecule generation...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/protocolsio-integration/SKILL.md" + "repoPath": "skills/torchdrug/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pufferlib", - "displayName": "Pufferlib", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:transformers", + "displayName": "Transformers", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pufferlib/SKILL.md", - "description": "Version-aware guidance for PufferLib reinforcement-learning environments, vectorization, policies, PuffeRL training, evaluation, and safe checkpoint...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/transformers/SKILL.md", + "description": "Hugging Face Transformers for loading Hub models, running pipeline inference, text generation, and Trainer fine-tuning on NLP, vision, audio, and...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pufferlib/SKILL.md" + "repoPath": "skills/transformers/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pydeseq2", - "displayName": "Pydeseq2", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:treatment-plans", + "displayName": "Treatment Plans", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pydeseq2/SKILL.md", - "description": "Differential gene expression analysis for bulk RNA-seq with PyDESeq2, including formulaic designs, Wald tests, FDR correction, LFC shrinkage, and result", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/treatment-plans/SKILL.md", + "description": "Format and structurally validate local treatment-plan documentation after clinical decisions have already been supplied and verified by authorized...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pydeseq2/SKILL.md" + "repoPath": "skills/treatment-plans/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pydicom", - "displayName": "Pydicom", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:umap-learn", + "displayName": "Umap Learn", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pydicom/SKILL.md", - "description": "Use pydicom to read, inspect, write, transform, and safely preflight local DICOM datasets and pixel data.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/umap-learn/SKILL.md", + "description": "Use UMAP-learn for nonlinear dimensionality reduction, 2D/3D embeddings, clustering preprocessing, supervised or semi-supervised UMAP, DensMAP...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pydicom/SKILL.md" + "repoPath": "skills/umap-learn/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pyhealth", - "displayName": "Pyhealth", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:uncertainty-and-units", + "displayName": "Uncertainty and Units", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pyhealth/SKILL.md", - "description": "Build clinical/healthcare deep-learning pipelines with PyHealth — loading EHR/signal/imaging datasets (MIMIC-III/IV, eICU, OMOP, SleepEDF, ChestXray14..", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/uncertainty-and-units/SKILL.md", + "description": "Track physical units and propagate measurement uncertainty in scientific calculations using pint and uncertainties.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pyhealth/SKILL.md" + "repoPath": "skills/uncertainty-and-units/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pylabrobot", - "displayName": "Pylabrobot", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:usfiscaldata", + "displayName": "Usfiscaldata", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pylabrobot/SKILL.md", - "description": "Develop and review PyLabRobot lab-automation resources, liquid-handling plans, offline simulations, and supported-device integrations.", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/usfiscaldata/SKILL.md", + "description": "Query the U.S. Treasury Fiscal Data REST API for federal financial data. No API key required.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pylabrobot/SKILL.md" + "repoPath": "skills/usfiscaldata/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pymatgen", - "displayName": "Pymatgen", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:vaex", + "displayName": "Vaex", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pymatgen/SKILL.md", - "description": "Analyze, validate, convert, and transform materials structures and computed materials data with current pymatgen APIs, including local phase diagrams...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/vaex/SKILL.md", + "description": "Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pymatgen/SKILL.md" + "repoPath": "skills/vaex/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pymc", - "displayName": "Pymc", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:venue-templates", + "displayName": "Venue Templates", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pymc/SKILL.md", - "description": "Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/venue-templates/SKILL.md", + "description": "Prepare journal manuscripts, conference papers, research posters, and grant documents using venue-specific formatting guidance and bundled LaTeX...", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pymc/SKILL.md" + "repoPath": "skills/venue-templates/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pymoo", - "displayName": "Pymoo", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:what-if-oracle", + "displayName": "What If Oracle", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pymoo/SKILL.md", - "description": "Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/what-if-oracle/SKILL.md", + "description": "Run structured What-If scenario analysis with 4–6 branch possibility exploration (best, likely, worst, wild card, contrarian, second-order).", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pymoo/SKILL.md" + "repoPath": "skills/what-if-oracle/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pyopenms", - "displayName": "Pyopenms", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:xlsx", + "displayName": "Xlsx", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pyopenms/SKILL.md", - "description": "Complete mass spectrometry analysis platform. Use for proteomics and metabolomics workflows—feature detection, peptide/protein identification...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/xlsx/SKILL.md", + "description": "Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm, .xltx) where the workbook file is the primary deliverable.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pyopenms/SKILL.md" + "repoPath": "skills/xlsx/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pysam", - "displayName": "Pysam", + "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:zarr-python", + "displayName": "Zarr Python", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pysam/SKILL.md", - "description": "Python/HTSlib workflows for genomic files. Use when reading, querying, filtering, or writing SAM/BAM/CRAM, VCF/BCF, FASTA/FASTQ, or tabix data with...", + "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/zarr-python/SKILL.md", + "description": "Chunked N-D arrays for cloud storage (Zarr-Python 3). Compressed arrays, parallel I/O, S3/GCS via fsspec, NumPy/Dask/Xarray compatible, for large-scale.", "metadata": { "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pysam/SKILL.md" + "repoPath": "skills/zarr-python/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pytdc", - "displayName": "Pytdc", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:deep-agents-core", + "displayName": "Deep Agents Core", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pytdc/SKILL.md", - "description": "Use Therapeutics Data Commons through the PyTDC Python package for registry discovery, approved dataset access, task-aware splits, evaluator metrics...", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/deep-agents-core/SKILL.md", + "description": "INVOKE THIS SKILL when building ANY Deep Agents application.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pytdc/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/deep-agents-core/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pytorch-lightning", - "displayName": "Pytorch Lightning", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:deep-agents-memory", + "displayName": "Deep Agents Memory", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pytorch-lightning/SKILL.md", - "description": "Deep learning framework (PyTorch Lightning / lightning package).", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/deep-agents-memory/SKILL.md", + "description": "INVOKE THIS SKILL when your Deep Agent needs memory, persistence, or filesystem access.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pytorch-lightning/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/deep-agents-memory/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:pyzotero", - "displayName": "Pyzotero", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:deep-agents-orchestration", + "displayName": "Deep Agents Orchestration", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/pyzotero/SKILL.md", - "description": "Interact with Zotero reference management libraries using the pyzotero Python client.", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/deep-agents-orchestration/SKILL.md", + "description": "INVOKE THIS SKILL when using subagents, task planning, or human approval in Deep Agents.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/pyzotero/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/deep-agents-orchestration/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:qiskit", - "displayName": "Qiskit", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:ecosystem-primer", + "displayName": "Ecosystem Primer", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/qiskit/SKILL.md", - "description": "Build, simulate, transpile, and execute quantum circuits with Qiskit and IBM Quantum Runtime.", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/ecosystem-primer/SKILL.md", + "description": "INVOKE FIRST for any LangChain / LangGraph / Deep Agents agent building project before consulting other skills or writing any agent code.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/qiskit/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/ecosystem-primer/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:qutip", - "displayName": "Qutip", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langchain-dependencies", + "displayName": "Langchain Dependencies", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/qutip/SKILL.md", - "description": "Simulate and audit closed and open quantum-system models with QuTiP 5, including deterministic, trajectory, steady-state, spectral, and phase-space...", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langchain-dependencies/SKILL.md", + "description": "INVOKE THIS SKILL when setting up a new project or when asked about package versions, installation, or dependency management for LangChain...", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/qutip/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/langchain-dependencies/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:rdkit", - "displayName": "Rdkit", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langchain-fundamentals", + "displayName": "Langchain Fundamentals", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/rdkit/SKILL.md", - "description": "Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D..", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langchain-fundamentals/SKILL.md", + "description": "Create LangChain agents with create_agent, define tools, and use middleware for human-in-the-loop and error handling.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/rdkit/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/langchain-fundamentals/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:research-grants", - "displayName": "Research Grants", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langchain-middleware", + "displayName": "Langchain Middleware", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/research-grants/SKILL.md", - "description": "Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC.", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langchain-middleware/SKILL.md", + "description": "INVOKE THIS SKILL when you need human-in-the-loop approval, custom middleware, or structured output.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/research-grants/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/langchain-middleware/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:research-lookup", - "displayName": "Research Lookup", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langchain-rag", + "displayName": "Langchain Rag", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/research-lookup/SKILL.md", - "description": "Compile current scholarly evidence for a scientific manuscript or research brief.", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langchain-rag/SKILL.md", + "description": "INVOKE THIS SKILL when building ANY retrieval-augmented generation (RAG) system.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/research-lookup/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/langchain-rag/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:rowan", - "displayName": "Rowan", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-cli", + "displayName": "Langgraph Cli", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/rowan/SKILL.md", - "description": "Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API.", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langgraph-cli/SKILL.md", + "description": "INVOKE THIS SKILL when using the langgraph CLI to scaffold, develop, build, or deploy LangGraph applications.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/rowan/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/langgraph-cli/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scanpy", - "displayName": "Scanpy", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-fundamentals", + "displayName": "Langgraph Fundamentals", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scanpy/SKILL.md", - "description": "Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential...", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langgraph-fundamentals/SKILL.md", + "description": "INVOKE THIS SKILL when writing ANY LangGraph code.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scanpy/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/langgraph-fundamentals/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scholar-evaluation", - "displayName": "Scholar Evaluation", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-human-in-the-loop", + "displayName": "Langgraph Human In The Loop", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scholar-evaluation/SKILL.md", - "description": "Provide qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics with optional...", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langgraph-human-in-the-loop/SKILL.md", + "description": "INVOKE THIS SKILL when implementing human-in-the-loop patterns, pausing for approval, or handling errors in LangGraph.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scholar-evaluation/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/langgraph-human-in-the-loop/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-brainstorming", - "displayName": "Scientific Brainstorming", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-persistence", + "displayName": "Langgraph Persistence", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-brainstorming/SKILL.md", - "description": "Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit assumptions, transparent evaluation...", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langgraph-persistence/SKILL.md", + "description": "INVOKE THIS SKILL when your LangGraph needs to persist state, remember conversations, travel through history, or configure subgraph checkpointer...", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scientific-brainstorming/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/langgraph-persistence/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-critical-thinking", - "displayName": "Scientific Critical Thinking", + "identifier": "urn:air:github.com:langchain-ai:langsmith-skills:langsmith-dataset", + "displayName": "Langsmith Dataset", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-critical-thinking/SKILL.md", - "description": "Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence..", + "url": "https://github.com/langchain-ai/langsmith-skills/blob/main/config/skills/langsmith-dataset/SKILL.md", + "description": "INVOKE THIS SKILL when creating evaluation datasets, uploading datasets to LangSmith, or managing existing datasets.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scientific-critical-thinking/SKILL.md" + "sourceSet": "langchain-ai/langsmith-skills", + "repoPath": "config/skills/langsmith-dataset/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-schematics", - "displayName": "Scientific Schematics", + "identifier": "urn:air:github.com:langchain-ai:langsmith-skills:langsmith-evaluator", + "displayName": "Langsmith Evaluator", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-schematics/SKILL.md", - "description": "Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.6 Flash for quality review.", + "url": "https://github.com/langchain-ai/langsmith-skills/blob/main/config/skills/langsmith-evaluator/SKILL.md", + "description": "INVOKE THIS SKILL when building evaluation pipelines for LangSmith.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scientific-schematics/SKILL.md" + "sourceSet": "langchain-ai/langsmith-skills", + "repoPath": "config/skills/langsmith-evaluator/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-slides", - "displayName": "Scientific Slides", + "identifier": "urn:air:github.com:langchain-ai:langsmith-skills:langsmith-trace", + "displayName": "Langsmith Trace", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-slides/SKILL.md", - "description": "Build slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research...", + "url": "https://github.com/langchain-ai/langsmith-skills/blob/main/config/skills/langsmith-trace/SKILL.md", + "description": "INVOKE THIS SKILL when working with LangSmith tracing OR querying traces.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scientific-slides/SKILL.md" + "sourceSet": "langchain-ai/langsmith-skills", + "repoPath": "config/skills/langsmith-trace/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-visualization", - "displayName": "Scientific Visualization", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:managed-deep-agents", + "displayName": "Managed Deep Agents", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-visualization/SKILL.md", - "description": "Create and audit truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly.", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/managed-deep-agents/SKILL.md", + "description": "INVOKE THIS SKILL when building, testing, or deploying Managed Deep Agents in LangSmith with the mda CLI.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scientific-visualization/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/managed-deep-agents/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scientific-writing", - "displayName": "Scientific Writing", + "identifier": "urn:air:github.com:langchain-ai:langchain-skills:swarm", + "displayName": "Swarm", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scientific-writing/SKILL.md", - "description": "Draft, revise, and audit scientific manuscripts or reports with explicit evidence provenance, reporting-guideline coverage, authorship accountability...", + "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/swarm/SKILL.md", + "description": "Dispatches many independent items in parallel: create a table, fan out to subagents, aggregate results.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scientific-writing/SKILL.md" + "sourceSet": "langchain-ai/langchain-skills", + "repoPath": "config/skills/swarm/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scikit-bio", - "displayName": "Scikit Bio", - "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scikit-bio/SKILL.md", - "description": "Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA...", - "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scikit-bio/SKILL.md" + "identifier": "urn:air:github.com:laravel:agent-skills:laravel-cloud", + "displayName": "Laravel Cloud", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/laravel/agent-skills/blob/main/laravel-cloud", + "description": "Deploying and managing apps on Laravel Cloud", + "metadata": { + "sourceSet": "laravel/agent-skills", + "repoPath": "laravel-cloud/.cursor-plugin/plugin.json" }, - "type": "application/ai-skill" + "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scikit-learn", - "displayName": "Scikit Learn", - "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scikit-learn/SKILL.md", - "description": "Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering.", + "identifier": "urn:air:github.com:laravel:agent-skills:laravel-nightwatch", + "displayName": "Laravel Nightwatch", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/laravel/agent-skills/blob/main/laravel-nightwatch", + "description": "Configuring Laravel Nightwatch data collection, sampling, filtering, and redaction", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scikit-learn/SKILL.md" + "sourceSet": "laravel/agent-skills", + "repoPath": "laravel-nightwatch/.cursor-plugin/plugin.json" }, - "type": "application/ai-skill" + "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scikit-survival", - "displayName": "Scikit Survival", - "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scikit-survival/SKILL.md", - "description": "Build, evaluate, and audit right-censored or competing-risk survival workflows with scikit-survival, including leakage-safe preprocessing, model...", + "identifier": "urn:air:github.com:laravel:agent-skills:laravel", + "displayName": "Laravel", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/laravel/agent-skills/blob/main/laravel", + "description": "Agents and skills for PHP / Laravel development", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scikit-survival/SKILL.md" + "sourceSet": "laravel/agent-skills", + "repoPath": "laravel/.cursor-plugin/plugin.json" }, - "type": "application/ai-skill" + "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scvelo", - "displayName": "Scvelo", + "identifier": "urn:air:github.com:makenotion:skills:notion-cli", + "displayName": "Notion Cli", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scvelo/SKILL.md", - "description": "RNA velocity analysis with scVelo. Estimate cell state transitions from unspliced/spliced mRNA dynamics, infer trajectory directions, compute latent...", + "url": "https://github.com/makenotion/skills/blob/main/skills/notion-cli/SKILL.md", + "description": "Use the Notion CLI (`ntn`) to interact with the Notion API, manage workers, and upload files.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scvelo/SKILL.md" + "sourceSet": "makenotion/skills", + "repoPath": "skills/notion-cli/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:scvi-tools", - "displayName": "Scvi Tools", + "identifier": "urn:air:github.com:mattpocock:skills:ask-matt", + "displayName": "Ask Matt", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/scvi-tools/SKILL.md", - "description": "Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with..", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/ask-matt/SKILL.md", + "description": "Ask which skill or flow fits your situation. A router over the skills in this repo.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/scvi-tools/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/ask-matt/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:seaborn", - "displayName": "Seaborn", + "identifier": "urn:air:github.com:mattpocock:skills:batch-grill-me", + "displayName": "Batch Grill Me", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/seaborn/SKILL.md", - "description": "Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/batch-grill-me/SKILL.md", + "description": "A relentless interview that asks every frontier question at once, round by round.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/seaborn/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/batch-grill-me/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:shap", - "displayName": "Shap", + "identifier": "urn:air:github.com:mattpocock:skills:claude-handoff", + "displayName": "Claude Handoff", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/shap/SKILL.md", - "description": "Explain and audit machine-learning predictions with SHAP. Use for selecting SHAP explainers and maskers, computing and validating feature attributions..", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/claude-handoff/SKILL.md", + "description": "Hand the current conversation off to a fresh background agent that picks up the work immediately.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/shap/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/claude-handoff/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:simpy", - "displayName": "Simpy", + "identifier": "urn:air:github.com:mattpocock:skills:code-review", + "displayName": "Code Review", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/simpy/SKILL.md", - "description": "Build, inspect, test, and analyze bounded process-based discrete-event simulations with SimPy, including events, resources, interrupts, monitoring...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/code-review/SKILL.md", + "description": "Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes — Standards (does the code follow this repo's documented...", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/simpy/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/code-review/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:stable-baselines3", - "displayName": "Stable Baselines3", + "identifier": "urn:air:github.com:mattpocock:skills:codebase-design", + "displayName": "Codebase Design", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/stable-baselines3/SKILL.md", - "description": "Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/codebase-design/SKILL.md", + "description": "Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening opportunities, decide...", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/stable-baselines3/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/codebase-design/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:statistical-analysis", - "displayName": "Statistical Analysis", + "identifier": "urn:air:github.com:mattpocock:skills:design-an-interface", + "displayName": "Design an Interface", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/statistical-analysis/SKILL.md", - "description": "Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis, Bayesian alternatives, and...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/deprecated/design-an-interface/SKILL.md", + "description": "Generate multiple radically different interface designs for a module using parallel sub-agents.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/statistical-analysis/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/deprecated/design-an-interface/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:statistical-power", - "displayName": "Statistical Power", + "identifier": "urn:air:github.com:mattpocock:skills:diagnosing-bugs", + "displayName": "Diagnosing Bugs", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/statistical-power/SKILL.md", - "description": "Sample-size and statistical power calculations for planning studies.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/diagnosing-bugs/SKILL.md", + "description": "Diagnosis loop for hard bugs and performance regressions. Use when the user says \"diagnose\"/\"debug this\", or reports something...", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/statistical-power/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/diagnosing-bugs/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:statsmodels", - "displayName": "Statsmodels", + "identifier": "urn:air:github.com:mattpocock:skills:domain-modeling", + "displayName": "Domain Modeling", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/statsmodels/SKILL.md", - "description": "Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/domain-modeling/SKILL.md", + "description": "Build and sharpen a project's domain model. Use when the user wants to pin down domain terminology or a ubiquitous language, record an architectural...", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/statsmodels/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/domain-modeling/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:sympy", - "displayName": "Sympy", + "identifier": "urn:air:github.com:mattpocock:skills:edit-article", + "displayName": "Edit Article", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/sympy/SKILL.md", - "description": "Use when you need exact symbolic math in Python — algebra, calculus, equation solving, symbolic linear algebra, or code generation via lambdify/LaTeX.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/personal/edit-article/SKILL.md", + "description": "Edit and improve articles by restructuring sections, improving clarity, and tightening prose.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/sympy/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/personal/edit-article/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:tamarind", - "displayName": "Tamarind", + "identifier": "urn:air:github.com:mattpocock:skills:git-guardrails-claude-code", + "displayName": "Git Guardrails Claude Code", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/tamarind/SKILL.md", - "description": "Access a collection of open-source molecular design and structural biology tools on the Tamarind Bio platform, via its REST API or MCP server — no local", + "url": "https://github.com/mattpocock/skills/blob/main/skills/misc/git-guardrails-claude-code/SKILL.md", + "description": "Set up Claude Code hooks to block dangerous git commands (push, reset --hard, clean, branch -D, etc.) before they execute.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/tamarind/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/misc/git-guardrails-claude-code/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:tiledbvcf", - "displayName": "Tiledbvcf", + "identifier": "urn:air:github.com:mattpocock:skills:grill-me", + "displayName": "Grill Me", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/tiledbvcf/SKILL.md", - "description": "Efficient storage and retrieval of genomic variant data using TileDB.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/grill-me/SKILL.md", + "description": "A relentless interview to sharpen a plan or design.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/tiledbvcf/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/productivity/grill-me/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:timesfm-forecasting", - "displayName": "Timesfm Forecasting", + "identifier": "urn:air:github.com:mattpocock:skills:grill-with-docs", + "displayName": "Grill with Docs", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/timesfm-forecasting/SKILL.md", - "description": "Zero-shot time series forecasting with Google's TimesFM foundation model.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/grill-with-docs/SKILL.md", + "description": "A relentless interview to sharpen a plan or design, which also creates docs (ADR's and glossary) as we go.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/timesfm-forecasting/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/grill-with-docs/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:torch-geometric", - "displayName": "Torch Geometric", + "identifier": "urn:air:github.com:mattpocock:skills:grilling", + "displayName": "Grilling", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/torch-geometric/SKILL.md", - "description": "PyTorch Geometric (PyG) for graph neural networks — node/link/graph classification, message passing (GCN, GAT, GraphSAGE, GIN), heterogeneous graphs...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/grilling/SKILL.md", + "description": "Grill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress-test their thinking, or uses any 'grill' trigger phrases.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/torch-geometric/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/productivity/grilling/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:torchdrug", - "displayName": "Torchdrug", + "identifier": "urn:air:github.com:mattpocock:skills:handoff", + "displayName": "Handoff", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/torchdrug/SKILL.md", - "description": "Build and troubleshoot TorchDrug 0.2.1 workflows for molecular graphs, property prediction, self-supervised pretraining, molecule generation...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/handoff/SKILL.md", + "description": "Compact the current conversation into a handoff document for another agent to pick up.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/torchdrug/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/productivity/handoff/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:transformers", - "displayName": "Transformers", + "identifier": "urn:air:github.com:mattpocock:skills:implement", + "displayName": "Implement", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/transformers/SKILL.md", - "description": "Hugging Face Transformers for loading Hub models, running pipeline inference, text generation, and Trainer fine-tuning on NLP, vision, audio, and...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/implement/SKILL.md", + "description": "Implement a piece of work based on a spec or set of tickets.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/transformers/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/implement/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:treatment-plans", - "displayName": "Treatment Plans", + "identifier": "urn:air:github.com:mattpocock:skills:improve-codebase-architecture", + "displayName": "Improve Codebase Architecture", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/treatment-plans/SKILL.md", - "description": "Format and structurally validate local treatment-plan documentation after clinical decisions have already been supplied and verified by authorized...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/improve-codebase-architecture/SKILL.md", + "description": "Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/treatment-plans/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/improve-codebase-architecture/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:umap-learn", - "displayName": "Umap Learn", + "identifier": "urn:air:github.com:mattpocock:skills:loop-me", + "displayName": "Loop Me", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/umap-learn/SKILL.md", - "description": "Use UMAP-learn for nonlinear dimensionality reduction, 2D/3D embeddings, clustering preprocessing, supervised or semi-supervised UMAP, DensMAP...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/loop-me/SKILL.md", + "description": "Grill me about specs for the workflows I want to build, within this workspace.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/umap-learn/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/loop-me/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:uncertainty-and-units", - "displayName": "Uncertainty and Units", + "identifier": "urn:air:github.com:mattpocock:skills:migrate-to-shoehorn", + "displayName": "Migrate to Shoehorn", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/uncertainty-and-units/SKILL.md", - "description": "Track physical units and propagate measurement uncertainty in scientific calculations using pint and uncertainties.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/misc/migrate-to-shoehorn/SKILL.md", + "description": "Migrate test files from `as` type assertions to @total-typescript/shoehorn.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/uncertainty-and-units/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/misc/migrate-to-shoehorn/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:usfiscaldata", - "displayName": "Usfiscaldata", + "identifier": "urn:air:github.com:mattpocock:skills:obsidian-vault", + "displayName": "Obsidian Vault", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/usfiscaldata/SKILL.md", - "description": "Query the U.S. Treasury Fiscal Data REST API for federal financial data. No API key required.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/personal/obsidian-vault/SKILL.md", + "description": "Search, create, and manage notes in the Obsidian vault with wikilinks and index notes.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/usfiscaldata/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/personal/obsidian-vault/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:vaex", - "displayName": "Vaex", + "identifier": "urn:air:github.com:mattpocock:skills:prototype", + "displayName": "Prototype", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/vaex/SKILL.md", - "description": "Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/prototype/SKILL.md", + "description": "Build a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels right, or explore.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/vaex/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/prototype/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:venue-templates", - "displayName": "Venue Templates", + "identifier": "urn:air:github.com:mattpocock:skills:qa", + "displayName": "QA", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/venue-templates/SKILL.md", - "description": "Prepare journal manuscripts, conference papers, research posters, and grant documents using venue-specific formatting guidance and bundled LaTeX...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/deprecated/qa/SKILL.md", + "description": "Interactive QA session where user reports bugs or issues conversationally, and the agent files GitHub issues.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/venue-templates/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/deprecated/qa/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:what-if-oracle", - "displayName": "What If Oracle", + "identifier": "urn:air:github.com:mattpocock:skills:request-refactor-plan", + "displayName": "Request Refactor Plan", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/what-if-oracle/SKILL.md", - "description": "Run structured What-If scenario analysis with 4–6 branch possibility exploration (best, likely, worst, wild card, contrarian, second-order).", + "url": "https://github.com/mattpocock/skills/blob/main/skills/deprecated/request-refactor-plan/SKILL.md", + "description": "Create a detailed refactor plan with tiny commits via user interview, then file it as a GitHub issue.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/what-if-oracle/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/deprecated/request-refactor-plan/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:xlsx", - "displayName": "Xlsx", + "identifier": "urn:air:github.com:mattpocock:skills:research", + "displayName": "Research", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/xlsx/SKILL.md", - "description": "Create, edit, analyze, or convert Excel spreadsheets (.xlsx, .xlsm, .xltx) where the workbook file is the primary deliverable.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/research/SKILL.md", + "description": "Investigate a question against high-trust primary sources and capture the findings as a Markdown file in the repo.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/xlsx/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/research/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:k-dense-ai:scientific-agent-skills:zarr-python", - "displayName": "Zarr Python", + "identifier": "urn:air:github.com:mattpocock:skills:resolving-merge-conflicts", + "displayName": "Resolving Merge Conflicts", "mediaType": "application/ai-skill", - "url": "https://github.com/k-dense-ai/scientific-agent-skills/blob/main/skills/zarr-python/SKILL.md", - "description": "Chunked N-D arrays for cloud storage (Zarr-Python 3). Compressed arrays, parallel I/O, S3/GCS via fsspec, NumPy/Dask/Xarray compatible, for large-scale.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/resolving-merge-conflicts/SKILL.md", + "description": "Use when you need to resolve an in-progress git merge/rebase conflict.", "metadata": { - "sourceSet": "k-dense-ai/scientific-agent-skills", - "repoPath": "skills/zarr-python/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/resolving-merge-conflicts/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:deep-agents-core", - "displayName": "Deep Agents Core", + "identifier": "urn:air:github.com:mattpocock:skills:scaffold-exercises", + "displayName": "Scaffold Exercises", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/deep-agents-core/SKILL.md", - "description": "INVOKE THIS SKILL when building ANY Deep Agents application.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/misc/scaffold-exercises/SKILL.md", + "description": "Create exercise directory structures with sections, problems, solutions, and explainers that pass linting.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/deep-agents-core/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/misc/scaffold-exercises/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:deep-agents-memory", - "displayName": "Deep Agents Memory", + "identifier": "urn:air:github.com:mattpocock:skills:setup-matt-pocock-skills", + "displayName": "Setup Matt Pocock Skills", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/deep-agents-memory/SKILL.md", - "description": "INVOKE THIS SKILL when your Deep Agent needs memory, persistence, or filesystem access.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/setup-matt-pocock-skills/SKILL.md", + "description": "Configure this repo for the engineering skills — set up its issue tracker, triage label vocabulary, and domain doc layout.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/deep-agents-memory/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/setup-matt-pocock-skills/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:deep-agents-orchestration", - "displayName": "Deep Agents Orchestration", + "identifier": "urn:air:github.com:mattpocock:skills:setup-pre-commit", + "displayName": "Setup Pre Commit", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/deep-agents-orchestration/SKILL.md", - "description": "INVOKE THIS SKILL when using subagents, task planning, or human approval in Deep Agents.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/misc/setup-pre-commit/SKILL.md", + "description": "Set up Husky pre-commit hooks with lint-staged (Prettier), type checking, and tests in the current repo.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/deep-agents-orchestration/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/misc/setup-pre-commit/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:ecosystem-primer", - "displayName": "Ecosystem Primer", + "identifier": "urn:air:github.com:mattpocock:skills:setup-ts-deep-modules", + "displayName": "Setup TS Deep Modules", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/ecosystem-primer/SKILL.md", - "description": "INVOKE FIRST for any LangChain / LangGraph / Deep Agents agent building project before consulting other skills or writing any agent code.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/setup-ts-deep-modules/SKILL.md", + "description": "Wire dependency-cruiser into a TypeScript repo so each package is a deep module — implementation hidden in subfolders, reachable only through its...", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/ecosystem-primer/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/setup-ts-deep-modules/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langchain-dependencies", - "displayName": "Langchain Dependencies", + "identifier": "urn:air:github.com:mattpocock:skills:tdd", + "displayName": "TDD", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langchain-dependencies/SKILL.md", - "description": "INVOKE THIS SKILL when setting up a new project or when asked about package versions, installation, or dependency management for LangChain...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/tdd/SKILL.md", + "description": "Test-driven development. Use when the user wants to build features or fix bugs test-first, mentions \"red-green-refactor\", or wants integration tests.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/langchain-dependencies/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/tdd/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langchain-fundamentals", - "displayName": "Langchain Fundamentals", + "identifier": "urn:air:github.com:mattpocock:skills:teach", + "displayName": "Teach", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langchain-fundamentals/SKILL.md", - "description": "Create LangChain agents with create_agent, define tools, and use middleware for human-in-the-loop and error handling.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/teach/SKILL.md", + "description": "Teach the user a new skill or concept, within this workspace.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/langchain-fundamentals/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/productivity/teach/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langchain-middleware", - "displayName": "Langchain Middleware", + "identifier": "urn:air:github.com:mattpocock:skills:to-questionnaire", + "displayName": "To Questionnaire", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langchain-middleware/SKILL.md", - "description": "INVOKE THIS SKILL when you need human-in-the-loop approval, custom middleware, or structured output.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/to-questionnaire/SKILL.md", + "description": "Turn a decision you can't fully answer into a questionnaire for someone else to fill in.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/langchain-middleware/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/to-questionnaire/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langchain-rag", - "displayName": "Langchain Rag", + "identifier": "urn:air:github.com:mattpocock:skills:to-spec", + "displayName": "To Spec", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langchain-rag/SKILL.md", - "description": "INVOKE THIS SKILL when building ANY retrieval-augmented generation (RAG) system.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/to-spec/SKILL.md", + "description": "Turn the current conversation into a spec and publish it to the project issue tracker — no interview, just synthesis of what you've already discussed.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/langchain-rag/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/to-spec/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-cli", - "displayName": "Langgraph Cli", + "identifier": "urn:air:github.com:mattpocock:skills:to-tickets", + "displayName": "To Tickets", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langgraph-cli/SKILL.md", - "description": "INVOKE THIS SKILL when using the langgraph CLI to scaffold, develop, build, or deploy LangGraph applications.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/to-tickets/SKILL.md", + "description": "Break a plan, spec, or the current conversation into a set of tracer-bullet tickets, each declaring its blocking edges, published to the configured...", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/langgraph-cli/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/to-tickets/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-fundamentals", - "displayName": "Langgraph Fundamentals", + "identifier": "urn:air:github.com:mattpocock:skills:triage", + "displayName": "Triage", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langgraph-fundamentals/SKILL.md", - "description": "INVOKE THIS SKILL when writing ANY LangGraph code.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/triage/SKILL.md", + "description": "Move issues and external PRs through a state machine of triage roles — categorise, verify, grill if needed, and write agent-ready briefs.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/langgraph-fundamentals/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/triage/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-human-in-the-loop", - "displayName": "Langgraph Human In The Loop", + "identifier": "urn:air:github.com:mattpocock:skills:ubiquitous-language", + "displayName": "Ubiquitous Language", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langgraph-human-in-the-loop/SKILL.md", - "description": "INVOKE THIS SKILL when implementing human-in-the-loop patterns, pausing for approval, or handling errors in LangGraph.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/deprecated/ubiquitous-language/SKILL.md", + "description": "Extract a DDD-style ubiquitous language glossary from the current conversation, flagging ambiguities and proposing canonical terms. Saves to...", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/langgraph-human-in-the-loop/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/deprecated/ubiquitous-language/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:langgraph-persistence", - "displayName": "Langgraph Persistence", + "identifier": "urn:air:github.com:mattpocock:skills:wayfinder", + "displayName": "Wayfinder", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/langgraph-persistence/SKILL.md", - "description": "INVOKE THIS SKILL when your LangGraph needs to persist state, remember conversations, travel through history, or configure subgraph checkpointer...", + "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/wayfinder/SKILL.md", + "description": "Plan a huge chunk of work — more than one agent session can hold — as a shared map of decision tickets on your issue tracker, and resolve them one at a.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/langgraph-persistence/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/engineering/wayfinder/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langsmith-skills:langsmith-dataset", - "displayName": "Langsmith Dataset", + "identifier": "urn:air:github.com:mattpocock:skills:wizard", + "displayName": "Wizard", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langsmith-skills/blob/main/config/skills/langsmith-dataset/SKILL.md", - "description": "INVOKE THIS SKILL when creating evaluation datasets, uploading datasets to LangSmith, or managing existing datasets.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/wizard/SKILL.md", + "description": "Generate an interactive bash wizard that walks a human through a manual procedure — third-party setup, a one-off migration, an A→B state transition...", "metadata": { - "sourceSet": "langchain-ai/langsmith-skills", - "repoPath": "config/skills/langsmith-dataset/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/wizard/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langsmith-skills:langsmith-evaluator", - "displayName": "Langsmith Evaluator", + "identifier": "urn:air:github.com:mattpocock:skills:writing-beats", + "displayName": "Writing Beats", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langsmith-skills/blob/main/config/skills/langsmith-evaluator/SKILL.md", - "description": "INVOKE THIS SKILL when building evaluation pipelines for LangSmith.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/writing-beats/SKILL.md", + "description": "Writing, exploit — assemble raw material into a journey of beats, grounding each term before a beat leans on it.", "metadata": { - "sourceSet": "langchain-ai/langsmith-skills", - "repoPath": "config/skills/langsmith-evaluator/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/writing-beats/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langsmith-skills:langsmith-trace", - "displayName": "Langsmith Trace", + "identifier": "urn:air:github.com:mattpocock:skills:writing-fragments", + "displayName": "Writing Fragments", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langsmith-skills/blob/main/config/skills/langsmith-trace/SKILL.md", - "description": "INVOKE THIS SKILL when working with LangSmith tracing OR querying traces.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/writing-fragments/SKILL.md", + "description": "Writing, explore — mine raw fragments, no structure yet.", "metadata": { - "sourceSet": "langchain-ai/langsmith-skills", - "repoPath": "config/skills/langsmith-trace/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/writing-fragments/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:managed-deep-agents", - "displayName": "Managed Deep Agents", + "identifier": "urn:air:github.com:mattpocock:skills:writing-great-skills", + "displayName": "Writing Great Skills", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/managed-deep-agents/SKILL.md", - "description": "INVOKE THIS SKILL when building, testing, or deploying Managed Deep Agents in LangSmith with the mda CLI.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/writing-great-skills/SKILL.md", + "description": "Reference for writing and editing skills well — the vocabulary and principles that make a skill predictable.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/managed-deep-agents/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/productivity/writing-great-skills/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:langchain-ai:langchain-skills:swarm", - "displayName": "Swarm", + "identifier": "urn:air:github.com:mattpocock:skills:writing-shape", + "displayName": "Writing Shape", "mediaType": "application/ai-skill", - "url": "https://github.com/langchain-ai/langchain-skills/blob/main/config/skills/swarm/SKILL.md", - "description": "Dispatches many independent items in parallel: create a table, fan out to subagents, aggregate results.", + "url": "https://github.com/mattpocock/skills/blob/main/skills/in-progress/writing-shape/SKILL.md", + "description": "Writing, exploit — shape raw material into an article, paragraph by paragraph.", "metadata": { - "sourceSet": "langchain-ai/langchain-skills", - "repoPath": "config/skills/swarm/SKILL.md" + "sourceSet": "mattpocock/skills", + "repoPath": "skills/in-progress/writing-shape/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:laravel:agent-skills:laravel-cloud", - "displayName": "Laravel Cloud", + "identifier": "urn:air:github.com:medusajs:medusa-agent-skills:ecommerce-storefront", + "displayName": "Ecommerce Storefront", "mediaType": "application/vnd.github.copilot-plugin", - "url": "https://github.com/laravel/agent-skills/blob/main/laravel-cloud", - "description": "Deploying and managing apps on Laravel Cloud", + "url": "https://github.com/medusajs/medusa-agent-skills/blob/main/plugins/ecommerce-storefront", + "description": "Comprehensive skills for building ecommerce storefronts with best practices for UI/UX, SEO, and mobile responsiveness", "metadata": { - "sourceSet": "laravel/agent-skills", - "repoPath": "laravel-cloud/.cursor-plugin/plugin.json" + "sourceSet": "medusajs/medusa-agent-skills", + "repoPath": "plugins/ecommerce-storefront/.claude-plugin/plugin.json" }, "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:github.com:laravel:agent-skills:laravel-nightwatch", - "displayName": "Laravel Nightwatch", + "identifier": "urn:air:github.com:medusajs:medusa-agent-skills:learn-medusa", + "displayName": "Learn Medusa", "mediaType": "application/vnd.github.copilot-plugin", - "url": "https://github.com/laravel/agent-skills/blob/main/laravel-nightwatch", - "description": "Configuring Laravel Nightwatch data collection, sampling, filtering, and redaction", + "url": "https://github.com/medusajs/medusa-agent-skills/blob/main/plugins/learn-medusa", + "description": "Interactive guided tutorial for learning Medusa development. 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Use when the user says \"diagnose\"/\"debug this\", or reports something...", + "url": "https://github.com/microsoft/aspire-skills/blob/main/skills/aspire/SKILL.md", + "description": "Top-level router for Aspire 13.4 distributed apps.", "metadata": { - "sourceSet": "mattpocock/skills", - "repoPath": "skills/engineering/diagnosing-bugs/SKILL.md" + "sourceSet": "microsoft/aspire-skills", + "repoPath": "skills/aspire/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:mattpocock:skills:domain-modeling", - "displayName": "Domain Modeling", + "identifier": "urn:air:github.com:microsoft:aspire-skills:aspireify", + "displayName": "Aspireify", "mediaType": "application/ai-skill", - "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/domain-modeling/SKILL.md", - "description": "Build and sharpen a project's domain model. Use when the user wants to pin down domain terminology or a ubiquitous language, record an architectural...", + "url": "https://github.com/microsoft/aspire-skills/blob/main/skills/aspireify/SKILL.md", + "description": "Wire an Aspire AppHost after `aspire init` drops a skeleton.", "metadata": { - "sourceSet": "mattpocock/skills", - "repoPath": "skills/engineering/domain-modeling/SKILL.md" + "sourceSet": "microsoft/aspire-skills", + "repoPath": "skills/aspireify/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:mattpocock:skills:edit-article", - "displayName": "Edit Article", + "identifier": "urn:air:github.com:microsoft:skills:azure-ai-agents-persistent-dotnet", + "displayName": "Azure AI Agents Persistent .NET", "mediaType": "application/ai-skill", - "url": "https://github.com/mattpocock/skills/blob/main/skills/personal/edit-article/SKILL.md", - "description": "Edit and improve articles by restructuring sections, improving clarity, and tightening prose.", + "url": "https://github.com/microsoft/skills/blob/main/.github/plugins/azure-sdk-dotnet/skills/azure-ai-agents-persistent-dotnet/SKILL.md", + "description": "Azure AI Agents Persistent SDK for .NET. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.", "metadata": { - "sourceSet": "mattpocock/skills", - "repoPath": "skills/personal/edit-article/SKILL.md" + "sourceSet": "microsoft/skills", + "repoPath": ".github/plugins/azure-sdk-dotnet/skills/azure-ai-agents-persistent-dotnet/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:mattpocock:skills:git-guardrails-claude-code", - "displayName": "Git Guardrails Claude Code", + "identifier": "urn:air:github.com:microsoft:skills:azure-ai-agents-persistent-java", + "displayName": "Azure AI Agents Persistent Java", "mediaType": "application/ai-skill", - "url": "https://github.com/mattpocock/skills/blob/main/skills/misc/git-guardrails-claude-code/SKILL.md", - "description": "Set up Claude Code hooks to block dangerous git commands (push, reset --hard, clean, branch -D, etc.) before they execute.", + "url": "https://github.com/microsoft/skills/blob/main/.github/plugins/azure-sdk-java/skills/azure-ai-agents-persistent-java/SKILL.md", + "description": "Azure AI Agents Persistent SDK for Java. Low-level SDK for creating and managing AI agents with threads, messages, runs, and tools.", "metadata": { - "sourceSet": "mattpocock/skills", - "repoPath": "skills/misc/git-guardrails-claude-code/SKILL.md" + "sourceSet": "microsoft/skills", + "repoPath": ".github/plugins/azure-sdk-java/skills/azure-ai-agents-persistent-java/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:mattpocock:skills:grill-me", - "displayName": "Grill Me", + "identifier": "urn:air:github.com:microsoft:skills:azure-ai-anomalydetector-java", + "displayName": "Azure AI Anomalydetector Java", "mediaType": "application/ai-skill", - "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/grill-me/SKILL.md", - "description": "A relentless interview to sharpen a plan or design.", + "url": "https://github.com/microsoft/skills/blob/main/.github/plugins/azure-sdk-java/skills/azure-ai-anomalydetector-java/SKILL.md", + "description": "Build anomaly detection applications with Azure AI Anomaly Detector SDK for Java.", "metadata": { - "sourceSet": "mattpocock/skills", - "repoPath": "skills/productivity/grill-me/SKILL.md" + "sourceSet": "microsoft/skills", + "repoPath": ".github/plugins/azure-sdk-java/skills/azure-ai-anomalydetector-java/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:mattpocock:skills:grill-with-docs", - "displayName": "Grill with Docs", + "identifier": "urn:air:github.com:microsoft:skills:azure-ai-contentsafety-java", + "displayName": "Azure AI Contentsafety Java", "mediaType": "application/ai-skill", - "url": "https://github.com/mattpocock/skills/blob/main/skills/engineering/grill-with-docs/SKILL.md", - "description": "A relentless interview to sharpen a plan or design, which also creates docs (ADR's and glossary) as we go.", + "url": "https://github.com/microsoft/skills/blob/main/.github/plugins/azure-sdk-java/skills/azure-ai-contentsafety-java/SKILL.md", + "description": "Build content moderation applications with Azure AI Content Safety SDK for Java.", "metadata": { - "sourceSet": "mattpocock/skills", - "repoPath": "skills/engineering/grill-with-docs/SKILL.md" + "sourceSet": "microsoft/skills", + "repoPath": ".github/plugins/azure-sdk-java/skills/azure-ai-contentsafety-java/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:mattpocock:skills:grilling", - "displayName": "Grilling", + "identifier": "urn:air:github.com:microsoft:skills:azure-ai-contentsafety-py", + "displayName": "Azure AI Contentsafety Python", "mediaType": "application/ai-skill", - "url": "https://github.com/mattpocock/skills/blob/main/skills/productivity/grilling/SKILL.md", - "description": "Grill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress-test their thinking, or uses any 'grill' trigger phrases.", + "url": "https://github.com/microsoft/skills/blob/main/.github/plugins/azure-sdk-python/skills/azure-ai-contentsafety-py/SKILL.md", + "description": "Azure AI Content Safety SDK for Python. 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"displayName": "Neon", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/neondatabase%2Fmcp-server-neon/versions/latest", + "identifier": "urn:air:github.com:openai:skills:pdf", + "displayName": "Pdf", + "mediaType": "application/ai-skill", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/pdf/SKILL.md", + "description": "Use when tasks involve reading, creating, or reviewing PDF files where rendering and layout matter; prefer visual checks by rendering pages (Poppler)...", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "neondatabase/mcp-server-neon", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/pdf/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:neondatabase:agent-skills:neon-ai-gateway", - "displayName": "Neon Ai Gateway", + "identifier": "urn:air:github.com:openai:skills:playwright-interactive", + "displayName": "Playwright Interactive", "mediaType": "application/ai-skill", - "url": "https://github.com/neondatabase/agent-skills/blob/main/skills/neon-ai-gateway/SKILL.md", - "description": "One API and one credential for frontier and open-source LLMs, built into your Neon branch and powered by Databricks.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/playwright-interactive/SKILL.md", + "description": "Persistent browser and Electron interaction through `js_repl` for fast iterative UI debugging.", "metadata": { - "sourceSet": "neondatabase/agent-skills", - "repoPath": "skills/neon-ai-gateway/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/playwright-interactive/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:neondatabase:agent-skills:neon-functions", - "displayName": "Neon Functions", + "identifier": "urn:air:github.com:openai:skills:playwright", + "displayName": "Playwright", "mediaType": "application/ai-skill", - "url": "https://github.com/neondatabase/agent-skills/blob/main/skills/neon-functions/SKILL.md", - "description": "Long-running, serverless Node.js HTTP functions deployed onto your Neon branch, with DATABASE_URL injected automatically and compute that runs next...", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/playwright/SKILL.md", + "description": "Use when the task requires automating a real browser from the terminal (navigation, form filling, snapshots, screenshots, data extraction, UI-flow...", "metadata": { - "sourceSet": "neondatabase/agent-skills", - "repoPath": "skills/neon-functions/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/playwright/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:neondatabase:agent-skills:neon-object-storage", - "displayName": "Neon Object Storage", + "identifier": "urn:air:github.com:openai:skills:plugin-creator", + "displayName": "Plugin Creator", "mediaType": "application/ai-skill", - "url": "https://github.com/neondatabase/agent-skills/blob/main/skills/neon-object-storage/SKILL.md", - "description": "S3-compatible object storage that branches with your Neon project, so files and the database stay in sync across every branch.", + "url": "https://github.com/openai/skills/blob/main/skills/.system/plugin-creator/SKILL.md", + "description": "Create and scaffold plugin directories for Codex with a required `.codex-plugin/plugin.json`, optional plugin folders/files, and baseline...", "metadata": { - "sourceSet": "neondatabase/agent-skills", - "repoPath": "skills/neon-object-storage/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.system/plugin-creator/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:neondatabase:agent-skills:neon-postgres-branches", - "displayName": "Neon Postgres Branches", + "identifier": "urn:air:github.com:openai:skills:render-deploy", + "displayName": "Render Deploy", "mediaType": "application/ai-skill", - "url": "https://github.com/neondatabase/agent-skills/blob/main/skills/neon-postgres-branches/SKILL.md", - "description": "Choose and create the right Neon branch type for testing and development.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/render-deploy/SKILL.md", + "description": "Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks.", "metadata": { - "sourceSet": "neondatabase/agent-skills", - "repoPath": "skills/neon-postgres-branches/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/render-deploy/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:neondatabase:agent-skills:neon-postgres-egress-optimizer", - "displayName": "Neon Postgres Egress Optimizer", + "identifier": "urn:air:github.com:openai:skills:screenshot", + "displayName": "Screenshot", "mediaType": "application/ai-skill", - "url": "https://github.com/neondatabase/agent-skills/blob/main/skills/neon-postgres-egress-optimizer/SKILL.md", - "description": "Diagnose and fix excessive Postgres egress (network data transfer) in a codebase.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/screenshot/SKILL.md", + "description": "Use when the user explicitly asks for a desktop or system screenshot (full screen, specific app or window, or a pixel region), or when tool-specific...", "metadata": { - "sourceSet": "neondatabase/agent-skills", - "repoPath": "skills/neon-postgres-egress-optimizer/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/screenshot/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:neondatabase:agent-skills:neon-postgres", - "displayName": "Neon Postgres", + "identifier": "urn:air:github.com:openai:skills:security-best-practices", + "displayName": "Security Best Practices", "mediaType": "application/ai-skill", - "url": "https://github.com/neondatabase/agent-skills/blob/main/skills/neon-postgres/SKILL.md", - "description": "Guides and best practices for working with Neon Serverless Postgres.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/security-best-practices/SKILL.md", + "description": "Perform language and framework specific security best-practice reviews and suggest improvements.", "metadata": { - "sourceSet": "neondatabase/agent-skills", - "repoPath": "skills/neon-postgres/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/security-best-practices/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:neondatabase:postgres-skills:postgres-best-practices", - "displayName": "Postgres Best Practices", + "identifier": "urn:air:github.com:openai:skills:security-ownership-map", + "displayName": "Security Ownership Map", "mediaType": "application/ai-skill", - "url": "https://github.com/neondatabase/postgres-skills/blob/main/skills/postgres-best-practices/SKILL.md", - "description": "Best practices and guidelines for working with Postgres.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/security-ownership-map/SKILL.md", + "description": "Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export...", "metadata": { - "sourceSet": "neondatabase/postgres-skills", - "repoPath": "skills/postgres-best-practices/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/security-ownership-map/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:neondatabase:agent-skills:score-eval", - "displayName": "Score Eval", + "identifier": "urn:air:github.com:openai:skills:security-threat-model", + "displayName": "Security Threat Model", "mediaType": "application/ai-skill", - "url": "https://github.com/neondatabase/agent-skills/blob/main/evals/neon-postgres-egress-optimizer/.claude/skills/score-eval/SKILL.md", - "description": "Score the eval diff at $ARGUMENTS against the eval rubric.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/security-threat-model/SKILL.md", + "description": "Repository-grounded threat modeling that enumerates trust boundaries, assets, attacker capabilities, abuse paths, and mitigations, and writes a...", "metadata": { - "sourceSet": "neondatabase/agent-skills", - "repoPath": "evals/neon-postgres-egress-optimizer/.claude/skills/score-eval/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/security-threat-model/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:neondatabase:postgres-skills:skill-creator", - "displayName": "Skill Creator", + "identifier": "urn:air:github.com:openai:skills:sentry", + "displayName": "Sentry", "mediaType": "application/ai-skill", - "url": "https://github.com/neondatabase/postgres-skills/blob/main/.agents/skills/skill-creator/SKILL.md", - "description": "Guide for creating effective skills.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/sentry/SKILL.md", + "description": "Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry CLI;...", "metadata": { - "sourceSet": "neondatabase/postgres-skills", - "repoPath": ".agents/skills/skill-creator/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/sentry/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:cuopt-developer", - "displayName": "Cuopt Developer", + "identifier": "urn:air:github.com:openai:skills:skill-creator", + "displayName": "Skill Creator", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/cuopt/blob/main/skills/cuopt-developer/SKILL.md", - "description": "Modify, build, test, debug, and contribute to NVIDIA cuOpt (C++/CUDA, Python, server, CI).", + "url": "https://github.com/openai/skills/blob/main/skills/.system/skill-creator/SKILL.md", + "description": "Guide for creating effective skills.", "metadata": { - "sourceSet": "NVIDIA/cuopt", - "repoPath": "skills/cuopt-developer/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.system/skill-creator/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:cuopt-install", - "displayName": "Cuopt Install", + "identifier": "urn:air:github.com:openai:skills:skill-installer", + "displayName": "Skill Installer", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/cuopt/blob/main/skills/cuopt-install/SKILL.md", - "description": "Install cuOpt for Python, C, or server via pip, conda, or Docker; verify the install.", + "url": "https://github.com/openai/skills/blob/main/skills/.system/skill-installer/SKILL.md", + "description": "Install Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path.", "metadata": { - "sourceSet": "NVIDIA/cuopt", - "repoPath": "skills/cuopt-install/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.system/skill-installer/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:cuopt:cuopt-multi-objective-exploration", - "displayName": "Cuopt Multi Objective Exploration", + "identifier": "urn:air:github.com:openai:skills:speech", + "displayName": "Speech", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/cuopt/blob/main/skills/cuopt-multi-objective-exploration/SKILL.md", - "description": "Trace and interpret the Pareto frontier across competing objectives using repeated single-objective cuOpt solves (weighted-sum and -constraint).", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/speech/SKILL.md", + "description": "Use when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio...", "metadata": { - "sourceSet": "NVIDIA/cuopt", - "repoPath": "skills/cuopt-multi-objective-exploration/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/speech/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:cuopt-numerical-optimization-api-c", - "displayName": "Cuopt Numerical Optimization Api C", + "identifier": "urn:air:github.com:openai:skills:transcribe", + "displayName": "Transcribe", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/cuopt/blob/main/skills/cuopt-numerical-optimization-api/SKILL.md", - "description": "LP, MILP, and QP (beta) with cuOpt - Python, C, and CLI.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/transcribe/SKILL.md", + "description": "Transcribe audio files to text with optional diarization and known-speaker hints.", "metadata": { - "sourceSet": "NVIDIA/cuopt", - "repoPath": "skills/cuopt-numerical-optimization-api/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/transcribe/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:cuopt-numerical-optimization-formulation", - "displayName": "Cuopt Numerical Optimization Formulation", + "identifier": "urn:air:github.com:openai:skills:vercel-deploy", + "displayName": "Vercel Deploy", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/cuopt/blob/main/skills/cuopt-numerical-optimization-formulation/SKILL.md", - "description": "LP, MILP, QP - concepts, problem-text parsing, and formulation patterns (parameters, constraints, decisions, objective).", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/vercel-deploy/SKILL.md", + "description": "Deploy applications and websites to Vercel.", "metadata": { - "sourceSet": "NVIDIA/cuopt", - "repoPath": "skills/cuopt-numerical-optimization-formulation/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/vercel-deploy/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:cuopt-routing-api-python", - "displayName": "Cuopt Routing Api Python", + "identifier": "urn:air:github.com:openai:skills:winui-app", + "displayName": "Winui App", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/cuopt/blob/main/skills/cuopt-routing-api-python/SKILL.md", - "description": "Vehicle routing (VRP, TSP, PDP) with cuOpt - Python API only.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/winui-app/SKILL.md", + "description": "Bootstrap, develop, and design modern WinUI 3 desktop applications with C# and the Windows App SDK using official Microsoft guidance, WinUI Gallery...", "metadata": { - "sourceSet": "NVIDIA/cuopt", - "repoPath": "skills/cuopt-routing-api-python/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/winui-app/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:cuopt-server-api-python", - "displayName": "Cuopt Server Api Python", + "identifier": "urn:air:github.com:openai:skills:yeet", + "displayName": "Yeet", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/cuopt/blob/main/skills/cuopt-server-api-python/SKILL.md", - "description": "cuOpt REST server - start server, endpoints, Python/curl client examples.", + "url": "https://github.com/openai/skills/blob/main/skills/.curated/yeet/SKILL.md", + "description": "Use only when the user explicitly asks to stage, commit, push, and open a GitHub pull request in one flow using the GitHub CLI (`gh`).", "metadata": { - "sourceSet": "NVIDIA/cuopt", - "repoPath": "skills/cuopt-server-api-python/SKILL.md" + "sourceSet": "openai/skills", + "repoPath": "skills/.curated/yeet/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:cuopt-skill-evolution", - "displayName": "Cuopt Skill Evolution", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:affinage", + "displayName": "Affinage", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/cuopt/blob/main/skills/cuopt-skill-evolution/SKILL.md", - "description": "After solving a non-trivial problem, detect generalizable learnings and propose skill updates.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/affinage/SKILL.md", + "description": "Triage a PR's review comments and failing CI (plus merge conflicts) through the /age lens, deciding which claims are worth acting on.", "metadata": { - "sourceSet": "NVIDIA/cuopt", - "repoPath": "skills/cuopt-skill-evolution/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/affinage/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:cuopt-user-rules", - "displayName": "Cuopt User Rules", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:age", + "displayName": "Age", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/cuopt/blob/main/skills/cuopt-user-rules/SKILL.md", - "description": "Base rules for end users calling NVIDIA cuOpt (routing/LP/MILP/QP/install/server).", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/age/SKILL.md", + "description": "Review a diff, PR, branch, or path across ten orthogonal dimensions (correctness, security, encapsulation, spec, complexity, deslop, assertions, NIH...", "metadata": { - "sourceSet": "NVIDIA/cuopt", - "repoPath": "skills/cuopt-user-rules/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/age/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:nemo-retriever", - "displayName": "Nemo Retriever", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:briesearch", + "displayName": "Briesearch", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/skills/blob/main/skills/nemo-retriever/SKILL.md", - "description": "Use when the user wants to search, query, extract, transcribe, describe, quote, filter, or aggregate across documents - PDFs, scanned forms / images...", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/briesearch/SKILL.md", + "description": "Research questions external to the codebase across library docs (Context7), the web (Tavily), local code through semantic source search, GitHub examples", "metadata": { - "sourceSet": "NVIDIA/skills", - "repoPath": "skills/nemo-retriever/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/briesearch/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:nemotron-speech", - "displayName": "Nemotron Speech", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:cheese", + "displayName": "Cheese", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/skills/blob/main/skills/nemotron-speech/SKILL.md", - "description": "Routes NVIDIA Nemotron Speech (Riva) NIM tasks - deploys, runs, and tests ASR, TTS, and NMT NIMs on build.nvidia.com or self-hosted.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/cheese/SKILL.md", + "description": "Route any dropped-in input — idea, spec path, file path, PR or issue, stack trace, bug report, or bare `/cheese` — to the right workflow skill.", "metadata": { - "sourceSet": "NVIDIA/skills", - "repoPath": "skills/nemotron-speech/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/cheese/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:omniverse-cad-to-simready", - "displayName": "Omniverse Cad To Simready", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:cook", + "displayName": "Cook", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/skills/blob/main/skills/omniverse-cad-to-simready/SKILL.md", - "description": "Coordinate the end-to-end CAD/source-asset to SimReady workflow.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/cook/SKILL.md", + "description": "Implement an approved spec or focused unambiguous task through stale-safe source edits.", "metadata": { - "sourceSet": "NVIDIA/skills", - "repoPath": "skills/omniverse-cad-to-simready/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/cook/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:omniverse-realtime-viewer", - "displayName": "Omniverse Realtime Viewer", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:culture", + "displayName": "Culture", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/skills/blob/main/skills/omniverse-realtime-viewer/SKILL.md", - "description": "Use as the top-level router for Omniverse Realtime Viewer USD app requests and focused viewer reference documents.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/culture/SKILL.md", + "description": "Primarily the agent's internal-thinking skill — invoke it silently to model a problem, identify trade-offs, and decide what to do, BEFORE asking the...", "metadata": { - "sourceSet": "NVIDIA/skills", - "repoPath": "skills/omniverse-realtime-viewer/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/culture/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:omniverse-usd-performance-tuning", - "displayName": "Omniverse Usd Performance Tuning", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:cure", + "displayName": "Cure", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/skills/blob/main/skills/omniverse-usd-performance-tuning/SKILL.md", - "description": "Top-level workflow skill for USD performance diagnosis and optimization.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/cure/SKILL.md", + "description": "Apply fixes from an /age report, finding list, or CI failure, then run the project's test/lint/build gates and hand a clean cure to /plate for...", "metadata": { - "sourceSet": "NVIDIA/skills", - "repoPath": "skills/omniverse-usd-performance-tuning/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/cure/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:physical-ai-defect-image-generation", - "displayName": "Physical AI Defect Image Generation", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:easy-cheese-setup", + "displayName": "Easy Cheese Setup", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/skills/blob/main/skills/physical-ai-defect-image-generation/SKILL.md", - "description": "Use when the user wants to orchestrate defect image generation with NVIDIA Cosmos AnomalyGen (Cosmos-Predict2-derived) on OSMO for PCBA, metal...", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/easy-cheese-setup/SKILL.md", + "description": "Register and repair the durable cheese hallouminate corpus and the per-repo tenant.", "metadata": { - "sourceSet": "NVIDIA/skills", - "repoPath": "skills/physical-ai-defect-image-generation/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/easy-cheese-setup/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:physical-ai-infrastructure-setup-and-resilient-scaling", - "displayName": "Physical AI Infrastructure Setup And Resilient Scaling", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:hard-cheese", + "displayName": "Hard Cheese", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/skills/blob/main/skills/physical-ai-infrastructure-setup-and-resilient-scaling/SKILL.md", - "description": "Use when the user wants to set up, scale, validate, or harden NVIDIA physical AI infrastructure for synthetic data generation workflows across local...", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/hard-cheese/SKILL.md", + "description": "Metacognitive vibecheck gate before code is shared for review — make the author explain the diff's causal logic, graded by a fresh-context judge against", "metadata": { - "sourceSet": "NVIDIA/skills", - "repoPath": "skills/physical-ai-infrastructure-setup-and-resilient-scaling/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/hard-cheese/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:physical-ai-neural-reconstruction", - "displayName": "Physical AI Neural Reconstruction", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:melt", + "displayName": "Melt", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/skills/blob/main/skills/physical-ai-neural-reconstruction/SKILL.md", - "description": "Router for NVIDIA NuRec/NRE: USDZ rendering, NCore conversion, 3DGS, gRPC sensor sim, PhysicalAI HF datasets.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/melt/SKILL.md", + "description": "Resolve git merge, rebase, or cherry-pick conflicts via a structural-merge cascade — mergiraf (AST-aware auto-resolve) → git rerere (replay remembered..", "metadata": { - "sourceSet": "NVIDIA/skills", - "repoPath": "skills/physical-ai-neural-reconstruction/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/melt/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:nvidia:skills:physical-ai-video-data-augmentation", - "displayName": "Physical AI Video Data Augmentation", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:mold", + "displayName": "Mold", "mediaType": "application/ai-skill", - "url": "https://github.com/NVIDIA/skills/blob/main/skills/physical-ai-video-data-augmentation/SKILL.md", - "description": "Use when running video data augmentation and auto-labeling workflows on OSMO: flow selection, preflight, submit-time interpolation, monitoring, and...", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/mold/SKILL.md", + "description": "Converge a fuzzy idea or half-formed feature into an approved spec through an iterative, grounded design dialogue.", "metadata": { - "sourceSet": "NVIDIA/skills", - "repoPath": "skills/physical-ai-video-data-augmentation/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/mold/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:octopusdeploy:mcp-server", - "displayName": "Octopus Deploy", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/octopusdeploy%2Fmcp-server/versions/latest", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:pasteurize", + "displayName": "Pasteurize", + "mediaType": "application/ai-skill", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/pasteurize/SKILL.md", + "description": "Hard-bug DIAGNOSIS + FIX: reproduce the failure, name the cause, write a regression test, apply the minimal fix.", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "octopusdeploy/mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/pasteurize/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:aspnet-core", - "displayName": "Aspnet Core", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:plate", + "displayName": "Plate", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/aspnet-core/SKILL.md", - "description": "Build, review, refactor, or architect ASP.NET Core web applications using current official guidance for .NET web development.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/plate/SKILL.md", + "description": "Turn finished local work into a commit, an ordinary pull request, or a stacked pull-request chain.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/aspnet-core/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/plate/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:chatgpt-apps", - "displayName": "Chatgpt Apps", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:press", + "displayName": "Press", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/chatgpt-apps/SKILL.md", - "description": "Build, scaffold, refactor, and troubleshoot ChatGPT Apps SDK applications that combine an MCP server and widget UI.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/press/SKILL.md", + "description": "Harden the test surface after `/cook` — map changed behavior to tests, find weak assertions and missing boundaries, and add focused hardening tests.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/chatgpt-apps/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/press/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:cli-creator", - "displayName": "Cli Creator", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:python-authoring", + "displayName": "Python Authoring", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/cli-creator/SKILL.md", - "description": "Build a composable CLI for Codex from API docs, an OpenAPI spec, existing curl examples, an SDK, a web app, an admin tool, or a local script.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/.agents/skills/python-authoring/SKILL.md", + "description": "Write, edit, refactor, or review Python in easy-cheese with concise stdlib-first code, Python 3.12, self-contained .pyz packaging, and repository test..", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/cli-creator/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": ".agents/skills/python-authoring/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:cloudflare-deploy", - "displayName": "Cloudflare Deploy", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:skill-authoring", + "displayName": "Skill Authoring", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/cloudflare-deploy/SKILL.md", - "description": "Deploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/.agents/skills/skill-authoring/SKILL.md", + "description": "Codify the Iron Law, Red Flags, and Rationalization-table template that easy-cheese skills follow, plus the CSO description rule and size-budget...", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/cloudflare-deploy/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": ".agents/skills/skill-authoring/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:define-goal", - "displayName": "Define Goal", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:ultracook", + "displayName": "Ultracook", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/define-goal/SKILL.md", - "description": "Help the user define a concrete, measurable goal before starting work, especially when they ask to use the goal tool, create a goal, set an...", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/ultracook/SKILL.md", + "description": "Retired — /ultracook no longer exists as a standalone skill.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/define-goal/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/ultracook/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:figma-code-connect-components", - "displayName": "Figma Code Connect Components", + "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:wheypoint", + "displayName": "Wheypoint", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-code-connect-components/SKILL.md", - "description": "Connects Figma design components to code components using Code Connect mapping tools.", + "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/wheypoint/SKILL.md", + "description": "Mark a checkpoint in the current conversation — compact it into a durable handoff document so a fresh agent can resume the work without context loss.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/figma-code-connect-components/SKILL.md" + "sourceSet": "paulnsorensen/easy-cheese", + "repoPath": "skills/wheypoint/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:figma-create-design-system-rules", - "displayName": "Figma Create Design System Rules", + "identifier": "urn:air:github.com:payloadcms:payload:audit-dependencies", + "displayName": "Audit Dependencies", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-create-design-system-rules/SKILL.md", - "description": "Generates custom design system rules for the user's codebase.", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/audit-dependencies/SKILL.md", + "description": "Use when fixing dependency vulnerabilities, running pnpm audit, or when the audit-dependencies CI check fails", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/figma-create-design-system-rules/SKILL.md" + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/audit-dependencies/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:figma-create-new-file", - "displayName": "Figma Create New File", + "identifier": "urn:air:github.com:payloadcms:payload:generate-translations", + "displayName": "Generate Translations", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-create-new-file/SKILL.md", - "description": "Create a new blank Figma file.", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/generate-translations/SKILL.md", + "description": "Use when new translation keys are added to packages to generate new translations strings", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/figma-create-new-file/SKILL.md" + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/generate-translations/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:figma-generate-design", - "displayName": "Figma Generate Design", - "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-generate-design/SKILL.md", - "description": "Use this skill alongside figma-use when the task involves translating an application page, view, or multi-section layout into Figma.", + "identifier": "urn:air:github.com:payloadcms:payload:payload", + "displayName": "Payload", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/payloadcms/payload/blob/main/tools/claude-plugin", + "description": "Payload Development plugin - covers collections, fields, hooks, access control, plugins, and database adapters.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/figma-generate-design/SKILL.md" + "sourceSet": "payloadcms/payload", + "repoPath": "tools/claude-plugin/.claude-plugin/plugin.json" }, - "type": "application/ai-skill" + "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:github.com:openai:skills:figma-generate-library", - "displayName": "Figma Generate Library", + "identifier": "urn:air:github.com:payloadcms:payload:triage-ci-flake", + "displayName": "Triage Ci Flake", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-generate-library/SKILL.md", - "description": "Build or update a professional-grade design system in Figma from a codebase.", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/triage-ci-flake/SKILL.md", + "description": "Use when CI tests fail on main branch after PR merge, when investigating flaky test failures, or when user provides a PR URL/number to aggregate all...", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/figma-generate-library/SKILL.md" + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/triage-ci-flake/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:figma-implement-design", - "displayName": "Figma Implement Design", + "identifier": "urn:air:github.com:payloadcms:payload:ui4-convert-tests", + "displayName": "Ui4 Convert Tests", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-implement-design/SKILL.md", - "description": "Translates Figma designs into production-ready application code with 1:1 visual fidelity.", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/ui4-convert-tests/SKILL.md", + "description": "Use when UI changes are complete and e2e tests need updating.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/figma-implement-design/SKILL.md" + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/ui4-convert-tests/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:figma-use", - "displayName": "Figma Use", + "identifier": "urn:air:github.com:payloadcms:payload:ui4-review", + "displayName": "Ui4 Review", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma-use/SKILL.md", - "description": "- you MUST invoke this skill BEFORE every `use_figma` tool call.", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/ui4-review/SKILL.md", + "description": "Review UI4 CSS migrations for proper token usage.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/figma-use/SKILL.md" + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/ui4-review/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:figma", - "displayName": "Figma", + "identifier": "urn:air:github.com:payloadcms:payload:ui4", + "displayName": "Ui4", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/figma/SKILL.md", - "description": "Use the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code.", + "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/ui4/SKILL.md", + "description": "Manually invoked skill for reskinning Payload UI components.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/figma/SKILL.md" + "sourceSet": "payloadcms/payload", + "repoPath": ".claude/skills/ui4/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:gh-address-comments", - "displayName": "Gh Address Comments", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:assistant", + "displayName": "Assistant", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/gh-address-comments/SKILL.md", - "description": "Help address review/issue comments on the open GitHub PR for the current branch using gh CLI; verify gh auth first and prompt the user to...", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/assistant/SKILL.md", + "description": "Create, manage, and chat with Pinecone Assistants for document Q&A with citations.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/gh-address-comments/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/assistant/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:gh-fix-ci", - "displayName": "Gh Fix Ci", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:cli", + "displayName": "Cli", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/gh-fix-ci/SKILL.md", - "description": "Use when a user asks to debug or fix failing GitHub PR checks that run in GitHub Actions; use `gh` to inspect checks and logs, summarize failure...", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/cli/SKILL.md", + "description": "Guide for using the Pinecone CLI (pc) to manage Pinecone resources from the terminal.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/gh-fix-ci/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/cli/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:hatch-pet", - "displayName": "Hatch Pet", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:docs", + "displayName": "Docs", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/hatch-pet/SKILL.md", - "description": "Create, repair, validate, visually QA, and package Codex-compatible animated pets and pet spritesheets from character art, generated images, company...", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/docs/SKILL.md", + "description": "Curated documentation reference for developers building with Pinecone.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/hatch-pet/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/docs/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:imagegen", - "displayName": "Imagegen", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:full-text-search", + "displayName": "Full Text Search", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.system/imagegen/SKILL.md", - "description": "Generate or edit raster images when the task benefits from AI-created bitmap visuals such as photos, illustrations, textures, sprites, mockups, or...", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/full-text-search/SKILL.md", + "description": "Create, ingest into, and query a Pinecone full-text-search (FTS) index using the preview API (2026-01.alpha, public preview).", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.system/imagegen/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/full-text-search/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:jupyter-notebook", - "displayName": "Jupyter Notebook", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:help", + "displayName": "Help", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/jupyter-notebook/SKILL.md", - "description": "Use when the user asks to create, scaffold, or edit Jupyter notebooks (`.ipynb`) for experiments, explorations, or tutorials; prefer the bundled...", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/help/SKILL.md", + "description": "Overview of all available Pinecone skills and what a user needs to get started.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/jupyter-notebook/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/help/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:linear", - "displayName": "Linear", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:mcp", + "displayName": "Mcp", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/linear/SKILL.md", - "description": "Manage issues, projects & team workflows in Linear.", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/mcp/SKILL.md", + "description": "Reference for the Pinecone MCP server tools.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/linear/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/mcp/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:migrate-to-codex", - "displayName": "Migrate To Codex", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:n8n", + "displayName": "N8N", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/migrate-to-codex/SKILL.md", - "description": "Migrate supported instruction files, skills, agents, and MCP config into Codex project and global files.", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/n8n/SKILL.md", + "description": "Build n8n workflows using the Pinecone Assistant node or Pinecone Vector Store node.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/migrate-to-codex/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/n8n/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:netlify-deploy", - "displayName": "Netlify Deploy", - "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/netlify-deploy/SKILL.md", - "description": "Deploy web projects to Netlify using the Netlify CLI (`npx netlify`).", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:pinecone", + "displayName": "Pinecone", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main", + "description": "Pinecone vector database integration. Streamline your Pinecone development with powerful tools for managing vector indexes, querying data, and rapid...", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/netlify-deploy/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": ".claude-plugin/plugin.json" }, - "type": "application/ai-skill" + "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:github.com:openai:skills:notion-knowledge-capture", - "displayName": "Notion Knowledge Capture", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:query", + "displayName": "Query", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/notion-knowledge-capture/SKILL.md", - "description": "Capture conversations and decisions into structured Notion pages; use when turning chats/notes into wiki entries, how-tos, decisions, or FAQs with...", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/query/SKILL.md", + "description": "Query integrated indexes using text with Pinecone MCP.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/notion-knowledge-capture/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/query/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:notion-meeting-intelligence", - "displayName": "Notion Meeting Intelligence", + "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:quickstart", + "displayName": "Quickstart", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/notion-meeting-intelligence/SKILL.md", - "description": "Prepare meeting materials with Notion context and Codex research; use when gathering context, drafting agendas/pre-reads, and tailoring materials to...", + "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/quickstart/SKILL.md", + "description": "Interactive Pinecone quickstart for new developers.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/notion-meeting-intelligence/SKILL.md" + "sourceSet": "pinecone-io/pinecone-claude-code-plugin", + "repoPath": "skills/quickstart/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:notion-research-documentation", - "displayName": "Notion Research Documentation", + "identifier": "urn:air:github.com:prisma:skills:prisma-cli", + "displayName": "Prisma Cli", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/notion-research-documentation/SKILL.md", - "description": "Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs...", + "url": "https://github.com/prisma/skills/blob/main/prisma-cli/SKILL.md", + "description": "Prisma ORM CLI commands reference covering init, generate, migrate, db, dev, studio, validate, format, debug, and mcp.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/notion-research-documentation/SKILL.md" + "sourceSet": "prisma/skills", + "repoPath": "prisma-cli/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:notion-spec-to-implementation", - "displayName": "Notion Spec To Implementation", + "identifier": "urn:air:github.com:prisma:skills:prisma-client-api", + "displayName": "Prisma Client Api", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/notion-spec-to-implementation/SKILL.md", - "description": "Turn Notion specs into implementation plans, tasks, and progress tracking; use when implementing PRDs/feature specs and creating Notion plans + tasks...", + "url": "https://github.com/prisma/skills/blob/main/prisma-client-api/SKILL.md", + "description": "Prisma Client API reference covering model queries, filters, operators, and client methods.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/notion-spec-to-implementation/SKILL.md" + "sourceSet": "prisma/skills", + "repoPath": "prisma-client-api/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:openai-docs", - "displayName": "Openai Docs", + "identifier": "urn:air:github.com:prisma:skills:prisma-compute", + "displayName": "Prisma Compute", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.system/openai-docs/SKILL.md", - "description": "Use when the user asks how to build with OpenAI products or APIs, asks about Codex itself or choosing Codex surfaces, needs up-to-date official...", + "url": "https://github.com/prisma/skills/blob/main/prisma-compute/SKILL.md", + "description": "Prisma Compute deployment and hosting guide.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.system/openai-docs/SKILL.md" + "sourceSet": "prisma/skills", + "repoPath": "prisma-compute/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:pdf", - "displayName": "Pdf", + "identifier": "urn:air:github.com:prisma:skills:prisma-database-setup", + "displayName": "Prisma Database Setup", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/pdf/SKILL.md", - "description": "Use when tasks involve reading, creating, or reviewing PDF files where rendering and layout matter; prefer visual checks by rendering pages (Poppler)...", + "url": "https://github.com/prisma/skills/blob/main/prisma-database-setup/SKILL.md", + "description": "Guides for configuring Prisma with different database providers (PostgreSQL, MySQL, SQLite, MongoDB, etc.).", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/pdf/SKILL.md" + "sourceSet": "prisma/skills", + "repoPath": "prisma-database-setup/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:playwright-interactive", - "displayName": "Playwright Interactive", + "identifier": "urn:air:github.com:prisma:skills:prisma-driver-adapter-implementation", + "displayName": "Prisma Driver Adapter Implementation", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/playwright-interactive/SKILL.md", - "description": "Persistent browser and Electron interaction through `js_repl` for fast iterative UI debugging.", + "url": "https://github.com/prisma/skills/blob/main/prisma-driver-adapter-implementation/SKILL.md", + "description": "Required reference for Prisma v7 driver adapter work.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/playwright-interactive/SKILL.md" + "sourceSet": "prisma/skills", + "repoPath": "prisma-driver-adapter-implementation/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:playwright", - "displayName": "Playwright", + "identifier": "urn:air:github.com:prisma:skills:prisma-mongodb-upgrade", + "displayName": "Prisma Mongodb Upgrade", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/playwright/SKILL.md", - "description": "Use when the task requires automating a real browser from the terminal (navigation, form filling, snapshots, screenshots, data extraction, UI-flow...", + "url": "https://github.com/prisma/skills/blob/main/prisma-mongodb-upgrade/SKILL.md", + "description": "Decision and migration guide for Prisma ORM MongoDB projects on v6, which have no upgrade path to v7.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/playwright/SKILL.md" + "sourceSet": "prisma/skills", + "repoPath": "prisma-mongodb-upgrade/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:plugin-creator", - "displayName": "Plugin Creator", + "identifier": "urn:air:github.com:prisma:skills:prisma-postgres-setup", + "displayName": "Prisma Postgres Setup", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.system/plugin-creator/SKILL.md", - "description": "Create and scaffold plugin directories for Codex with a required `.codex-plugin/plugin.json`, optional plugin folders/files, and baseline...", + "url": "https://github.com/prisma/skills/blob/main/prisma-postgres-setup/SKILL.md", + "description": "Set up a new Prisma Postgres database and connect it to a local project using the Management API.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.system/plugin-creator/SKILL.md" + "sourceSet": "prisma/skills", + "repoPath": "prisma-postgres-setup/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:render-deploy", - "displayName": "Render Deploy", + "identifier": "urn:air:github.com:prisma:skills:prisma-postgres", + "displayName": "Prisma Postgres", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/render-deploy/SKILL.md", - "description": "Deploy applications to Render by analyzing codebases, generating render.yaml Blueprints, and providing Dashboard deeplinks.", + "url": "https://github.com/prisma/skills/blob/main/prisma-postgres/SKILL.md", + "description": "Prisma Postgres setup and operations guidance across Console, create-db CLI, Management API, and Management API SDK.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/render-deploy/SKILL.md" + "sourceSet": "prisma/skills", + "repoPath": "prisma-postgres/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:screenshot", - "displayName": "Screenshot", + "identifier": "urn:air:github.com:prisma:skills:prisma-upgrade-v7", + "displayName": "Prisma Upgrade V7", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/screenshot/SKILL.md", - "description": "Use when the user explicitly asks for a desktop or system screenshot (full screen, specific app or window, or a pixel region), or when tool-specific...", + "url": "https://github.com/prisma/skills/blob/main/prisma-upgrade-v7/SKILL.md", + "description": "Complete migration guide from Prisma ORM v6 to v7 covering all breaking changes.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/screenshot/SKILL.md" + "sourceSet": "prisma/skills", + "repoPath": "prisma-upgrade-v7/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:security-best-practices", - "displayName": "Security Best Practices", + "identifier": "urn:air:github.com:qdrant:skills:combining-searches", + "displayName": "Combining Searches", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/security-best-practices/SKILL.md", - "description": "Perform language and framework specific security best-practice reviews and suggest improvements.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/hybrid-search/combining-searches/SKILL.md", + "description": "Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion).", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/security-best-practices/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-search-quality/search-strategies/hybrid-search/combining-searches/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:security-ownership-map", - "displayName": "Security Ownership Map", + "identifier": "urn:air:github.com:qdrant:skills:debugging", + "displayName": "Debugging", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/security-ownership-map/SKILL.md", - "description": "Analyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export...", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-monitoring/debugging/SKILL.md", + "description": "Diagnoses Qdrant production issues using metrics and observability tools.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/security-ownership-map/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-monitoring/debugging/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:security-threat-model", - "displayName": "Security Threat Model", + "identifier": "urn:air:github.com:qdrant:skills:diagnosis", + "displayName": "Diagnosis", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/security-threat-model/SKILL.md", - "description": "Repository-grounded threat modeling that enumerates trust boundaries, assets, attacker capabilities, abuse paths, and mitigations, and writes a...", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/diagnosis/SKILL.md", + "description": "Diagnoses Qdrant search quality issues.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/security-threat-model/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-search-quality/diagnosis/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:sentry", - "displayName": "Sentry", + "identifier": "urn:air:github.com:qdrant:skills:horizontal-scaling", + "displayName": "Horizontal Scaling", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/sentry/SKILL.md", - "description": "Use when the user asks to inspect Sentry issues or events, summarize recent production errors, or pull basic Sentry health data via the Sentry CLI;...", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/horizontal-scaling/SKILL.md", + "description": "Diagnoses and guides Qdrant horizontal scaling decisions.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/sentry/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/horizontal-scaling/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:skill-creator", - "displayName": "Skill Creator", + "identifier": "urn:air:github.com:qdrant:skills:hybrid-search", + "displayName": "Hybrid Search", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.system/skill-creator/SKILL.md", - "description": "Guide for creating effective skills.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/hybrid-search/SKILL.md", + "description": "Explains hybrid search in Qdrant.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.system/skill-creator/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-search-quality/search-strategies/hybrid-search/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:skill-installer", - "displayName": "Skill Installer", + "identifier": "urn:air:github.com:qdrant:skills:indexing-performance-optimization", + "displayName": "Indexing Performance Optimization", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.system/skill-installer/SKILL.md", - "description": "Install Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-performance-optimization/indexing-performance-optimization/SKILL.md", + "description": "Diagnoses and fixes slow Qdrant indexing and data ingestion.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.system/skill-installer/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-performance-optimization/indexing-performance-optimization/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:speech", - "displayName": "Speech", + "identifier": "urn:air:github.com:qdrant:skills:memory-usage-optimization", + "displayName": "Memory Usage Optimization", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/speech/SKILL.md", - "description": "Use when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio...", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-performance-optimization/memory-usage-optimization/SKILL.md", + "description": "Diagnoses and reduces Qdrant memory usage.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/speech/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-performance-optimization/memory-usage-optimization/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:transcribe", - "displayName": "Transcribe", + "identifier": "urn:air:github.com:qdrant:skills:minimize-latency", + "displayName": "Minimize Latency", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/transcribe/SKILL.md", - "description": "Transcribe audio files to text with optional diarization and known-speaker hints.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/minimize-latency/SKILL.md", + "description": "Guides Qdrant query latency optimization.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/transcribe/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-scaling/minimize-latency/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:vercel-deploy", - "displayName": "Vercel Deploy", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-advisor", + "displayName": "Qdrant Advisor", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/vercel-deploy/SKILL.md", - "description": "Deploy applications and websites to Vercel.", + "url": "https://github.com/qdrant/skills/blob/main/meta/qdrant-advisor/SKILL.md", + "description": "Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/vercel-deploy/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "meta/qdrant-advisor/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:winui-app", - "displayName": "Winui App", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-clients-sdk", + "displayName": "Qdrant Clients Sdk", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/winui-app/SKILL.md", - "description": "Bootstrap, develop, and design modern WinUI 3 desktop applications with C# and the Windows App SDK using official Microsoft guidance, WinUI Gallery...", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-clients-sdk/SKILL.md", + "description": "Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/winui-app/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-clients-sdk/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:openai:skills:yeet", - "displayName": "Yeet", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-deployment-options", + "displayName": "Qdrant Deployment Options", "mediaType": "application/ai-skill", - "url": "https://github.com/openai/skills/blob/main/skills/.curated/yeet/SKILL.md", - "description": "Use only when the user explicitly asks to stage, commit, push, and open a GitHub pull request in one flow using the GitHub CLI (`gh`).", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-deployment-options/SKILL.md", + "description": "Guides Qdrant deployment selection.", "metadata": { - "sourceSet": "openai/skills", - "repoPath": "skills/.curated/yeet/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-deployment-options/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:oraios:serena", - "displayName": "Serena", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/oraios%2Fserena/versions/latest", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-edge", + "displayName": "Qdrant Edge", + "mediaType": "application/ai-skill", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-edge/SKILL.md", + "description": "Guides building on Qdrant Edge, the embedded in-process shard.", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "oraios/serena", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-edge/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:affinage", - "displayName": "Affinage", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-model-migration", + "displayName": "Qdrant Model Migration", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/affinage/SKILL.md", - "description": "Triage a PR's review comments and failing CI (plus merge conflicts) through the /age lens, deciding which claims are worth acting on.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-model-migration/SKILL.md", + "description": "Guides embedding model migration in Qdrant without downtime.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/affinage/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-model-migration/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:age", - "displayName": "Age", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-monitoring", + "displayName": "Qdrant Monitoring", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/age/SKILL.md", - "description": "Review a diff, PR, branch, or path across ten orthogonal dimensions (correctness, security, encapsulation, spec, complexity, deslop, assertions, NIH...", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-monitoring/SKILL.md", + "description": "Guides Qdrant monitoring and observability setup.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/age/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-monitoring/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:briesearch", - "displayName": "Briesearch", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-performance-optimization", + "displayName": "Qdrant Performance Optimization", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/briesearch/SKILL.md", - "description": "Research questions external to the codebase across library docs (Context7), the web (Tavily), local code through semantic source search, GitHub examples", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-performance-optimization/SKILL.md", + "description": "Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/briesearch/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-performance-optimization/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:cheese", - "displayName": "Cheese", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-scaling", + "displayName": "Qdrant Scaling", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/cheese/SKILL.md", - "description": "Route any dropped-in input — idea, spec path, file path, PR or issue, stack trace, bug report, or bare `/cheese` — to the right workflow skill.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/SKILL.md", + "description": "Guides Qdrant scaling decisions.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/cheese/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-scaling/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:cook", - "displayName": "Cook", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-search-quality", + "displayName": "Qdrant Search Quality", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/cook/SKILL.md", - "description": "Implement an approved spec or focused unambiguous task through stale-safe source edits.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/SKILL.md", + "description": "Diagnoses and improves Qdrant search relevance.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/cook/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-search-quality/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:culture", - "displayName": "Culture", + "identifier": "urn:air:github.com:qdrant:skills:qdrant-version-upgrade", + "displayName": "Qdrant Version Upgrade", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/culture/SKILL.md", - "description": "Primarily the agent's internal-thinking skill — invoke it silently to model a problem, identify trade-offs, and decide what to do, BEFORE asking the...", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-version-upgrade/SKILL.md", + "description": "Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/culture/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-version-upgrade/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:cure", - "displayName": "Cure", - "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/cure/SKILL.md", - "description": "Apply fixes from an /age report, finding list, or CI failure, then run the project's test/lint/build gates and hand a clean cure to /plate for...", + "identifier": "urn:air:github.com:qdrant:skills:qdrant", + "displayName": "Qdrant", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/qdrant/skills/blob/main", + "description": "Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, edge, model migration, version...", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/cure/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": ".claude-plugin/plugin.json" }, - "type": "application/ai-skill" + "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:easy-cheese-setup", - "displayName": "Easy Cheese Setup", + "identifier": "urn:air:github.com:qdrant:skills:relevance-feedback", + "displayName": "Relevance Feedback", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/easy-cheese-setup/SKILL.md", - "description": "Register and repair the durable cheese hallouminate corpus and the per-repo tenant.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/relevance-feedback/SKILL.md", + "description": "Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/easy-cheese-setup/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-search-quality/search-strategies/relevance-feedback/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:hard-cheese", - "displayName": "Hard Cheese", + "identifier": "urn:air:github.com:qdrant:skills:scaling-data-volume", + "displayName": "Scaling Data Volume", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/hard-cheese/SKILL.md", - "description": "Metacognitive vibecheck gate before code is shared for review — make the author explain the diff's causal logic, graded by a fresh-context judge against", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/SKILL.md", + "description": "Guides Qdrant data volume scaling decisions.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/hard-cheese/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:melt", - "displayName": "Melt", + "identifier": "urn:air:github.com:qdrant:skills:scaling-qps", + "displayName": "Scaling Qps", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/melt/SKILL.md", - "description": "Resolve git merge, rebase, or cherry-pick conflicts via a structural-merge cascade — mergiraf (AST-aware auto-resolve) → git rerere (replay remembered..", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-qps/SKILL.md", + "description": "Guides Qdrant query throughput (QPS) scaling.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/melt/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-scaling/scaling-qps/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:mold", - "displayName": "Mold", + "identifier": "urn:air:github.com:qdrant:skills:scaling-query-volume", + "displayName": "Scaling Query Volume", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/mold/SKILL.md", - "description": "Converge a fuzzy idea or half-formed feature into an approved spec through an iterative, grounded design dialogue.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-query-volume/SKILL.md", + "description": "Guides Qdrant query volume scaling.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/mold/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-scaling/scaling-query-volume/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:pasteurize", - "displayName": "Pasteurize", + "identifier": "urn:air:github.com:qdrant:skills:search-speed-optimization", + "displayName": "Search Speed Optimization", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/pasteurize/SKILL.md", - "description": "Hard-bug DIAGNOSIS + FIX: reproduce the failure, name the cause, write a regression test, apply the minimal fix.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-performance-optimization/search-speed-optimization/SKILL.md", + "description": "Diagnoses and fixes slow Qdrant search.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/pasteurize/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-performance-optimization/search-speed-optimization/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:plate", - "displayName": "Plate", + "identifier": "urn:air:github.com:qdrant:skills:search-strategies", + "displayName": "Search Strategies", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/plate/SKILL.md", - "description": "Turn finished local work into a commit, an ordinary pull request, or a stacked pull-request chain.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/SKILL.md", + "description": "Guides Qdrant search strategy selection.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/plate/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-search-quality/search-strategies/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:press", - "displayName": "Press", + "identifier": "urn:air:github.com:qdrant:skills:search-types", + "displayName": "Search Types", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/press/SKILL.md", - "description": "Harden the test surface after `/cook` — map changed behavior to tests, find weak assertions and missing boundaries, and add focused hardening tests.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/hybrid-search/search-types/SKILL.md", + "description": "Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/press/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-search-quality/search-strategies/hybrid-search/search-types/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:python-authoring", - "displayName": "Python Authoring", + "identifier": "urn:air:github.com:qdrant:skills:setup", + "displayName": "Setup", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/.agents/skills/python-authoring/SKILL.md", - "description": "Write, edit, refactor, or review Python in easy-cheese with concise stdlib-first code, Python 3.12, self-contained .pyz packaging, and repository test..", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-monitoring/setup/SKILL.md", + "description": "Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": ".agents/skills/python-authoring/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-monitoring/setup/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:skill-authoring", - "displayName": "Skill Authoring", + "identifier": "urn:air:github.com:qdrant:skills:sliding-time-window", + "displayName": "Sliding Time Window", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/.agents/skills/skill-authoring/SKILL.md", - "description": "Codify the Iron Law, Red Flags, and Rationalization-table template that easy-cheese skills follow, plus the CSO description rule and size-budget...", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/sliding-time-window/SKILL.md", + "description": "Guides sliding time window scaling in Qdrant.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": ".agents/skills/skill-authoring/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/sliding-time-window/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:ultracook", - "displayName": "Ultracook", + "identifier": "urn:air:github.com:qdrant:skills:tenant-scaling", + "displayName": "Tenant Scaling", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/ultracook/SKILL.md", - "description": "Retired — /ultracook no longer exists as a standalone skill.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/tenant-scaling/SKILL.md", + "description": "Guides Qdrant multi-tenant scaling.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/ultracook/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/tenant-scaling/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:paulnsorensen:easy-cheese:wheypoint", - "displayName": "Wheypoint", + "identifier": "urn:air:github.com:qdrant:skills:vertical-scaling", + "displayName": "Vertical Scaling", "mediaType": "application/ai-skill", - "url": "https://github.com/paulnsorensen/easy-cheese/blob/main/skills/wheypoint/SKILL.md", - "description": "Mark a checkpoint in the current conversation — compact it into a durable handoff document so a fresh agent can resume the work without context loss.", + "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/vertical-scaling/SKILL.md", + "description": "Guides Qdrant vertical scaling decisions.", "metadata": { - "sourceSet": "paulnsorensen/easy-cheese", - "repoPath": "skills/wheypoint/SKILL.md" + "sourceSet": "qdrant/skills", + "repoPath": "skills/qdrant-scaling/scaling-data-volume/vertical-scaling/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:payloadcms:payload:audit-dependencies", - "displayName": "Audit Dependencies", - "mediaType": "application/ai-skill", - "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/audit-dependencies/SKILL.md", - "description": "Use when fixing dependency vulnerabilities, running pnpm audit, or when the audit-dependencies CI check fails", + "identifier": "urn:air:github.com:railwayapp:railway-skills:railway", + "displayName": "Railway", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/railwayapp/railway-skills/blob/main/plugins/railway", + "description": "Railway agent skills and hosted MCP server for deploying, configuring, monitoring, and troubleshooting apps and infrastructure on Railway from...", "metadata": { - "sourceSet": "payloadcms/payload", - "repoPath": ".claude/skills/audit-dependencies/SKILL.md" + "sourceSet": "railwayapp/railway-skills", + "repoPath": "plugins/railway/.cursor-plugin/plugin.json" }, - "type": "application/ai-skill" + "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:github.com:payloadcms:payload:generate-translations", - "displayName": "Generate Translations", + "identifier": "urn:air:github.com:redis:agent-skills:iris-development", + "displayName": "Iris Development", "mediaType": "application/ai-skill", - "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/generate-translations/SKILL.md", - "description": "Use when new translation keys are added to packages to generate new translations strings", + "url": "https://github.com/redis/agent-skills/blob/main/skills/iris-development/SKILL.md", + "description": "Iris is Redis's umbrella for AI-focused products.", "metadata": { - "sourceSet": "payloadcms/payload", - "repoPath": ".claude/skills/generate-translations/SKILL.md" + "sourceSet": "redis/agent-skills", + "repoPath": "skills/iris-development/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:payloadcms:payload:payload", - "displayName": "Payload", - "mediaType": "application/vnd.github.copilot-plugin", - "url": "https://github.com/payloadcms/payload/blob/main/tools/claude-plugin", - "description": "Payload Development plugin - covers collections, fields, hooks, access control, plugins, and database adapters.", + "identifier": "urn:air:github.com:redis:agent-skills:redis-clustering", + "displayName": "Redis Clustering", + "mediaType": "application/ai-skill", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-clustering/SKILL.md", + "description": "Redis Cluster and replication guidance covering hash tags for multi-key operations, avoiding CROSSSLOT errors, and reading from replicas to scale...", "metadata": { - "sourceSet": "payloadcms/payload", - "repoPath": "tools/claude-plugin/.claude-plugin/plugin.json" + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-clustering/SKILL.md" }, - "type": "application/vnd.github.copilot-plugin" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:payloadcms:payload:triage-ci-flake", - "displayName": "Triage Ci Flake", + "identifier": "urn:air:github.com:redis:agent-skills:redis-connections", + "displayName": "Redis Connections", "mediaType": "application/ai-skill", - "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/triage-ci-flake/SKILL.md", - "description": "Use when CI tests fail on main branch after PR merge, when investigating flaky test failures, or when user provides a PR URL/number to aggregate all...", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-connections/SKILL.md", + "description": "Redis client and connection guidance covering connection pooling, multiplexing, pipelining, client-side caching with RESP3, avoiding slow commands...", "metadata": { - "sourceSet": "payloadcms/payload", - "repoPath": ".claude/skills/triage-ci-flake/SKILL.md" + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-connections/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:payloadcms:payload:ui4-convert-tests", - "displayName": "Ui4 Convert Tests", + "identifier": "urn:air:github.com:redis:agent-skills:redis-core", + "displayName": "Redis Core", "mediaType": "application/ai-skill", - "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/ui4-convert-tests/SKILL.md", - "description": "Use when UI changes are complete and e2e tests need updating.", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-core/SKILL.md", + "description": "Core Redis modeling guidance - choose the right data structure (String, Hash, List, Set, Sorted Set, JSON, Stream, Vector Set) and use consistent...", "metadata": { - "sourceSet": "payloadcms/payload", - "repoPath": ".claude/skills/ui4-convert-tests/SKILL.md" + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-core/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:payloadcms:payload:ui4-review", - "displayName": "Ui4 Review", + "identifier": "urn:air:github.com:redis:agent-skills:redis-observability", + "displayName": "Redis Observability", "mediaType": "application/ai-skill", - "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/ui4-review/SKILL.md", - "description": "Review UI4 CSS migrations for proper token usage.", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-observability/SKILL.md", + "description": "Redis observability guidance - which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to...", "metadata": { - "sourceSet": "payloadcms/payload", - "repoPath": ".claude/skills/ui4-review/SKILL.md" + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-observability/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:payloadcms:payload:ui4", - "displayName": "Ui4", + "identifier": "urn:air:github.com:redis:agent-skills:redis-search", + "displayName": "Redis Search", "mediaType": "application/ai-skill", - "url": "https://github.com/payloadcms/payload/blob/main/.claude/skills/ui4/SKILL.md", - "description": "Manually invoked skill for reskinning Payload UI components.", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-search/SKILL.md", + "description": "Redis Search guidance covering FT.CREATE schema design, field type selection (TEXT, TAG, NUMERIC, GEO, GEOSHAPE, VECTOR, JSON path), DIALECT 2 query...", "metadata": { - "sourceSet": "payloadcms/payload", - "repoPath": ".claude/skills/ui4/SKILL.md" + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-search/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:assistant", - "displayName": "Assistant", + "identifier": "urn:air:github.com:redis:agent-skills:redis-security", + "displayName": "Redis Security", "mediaType": "application/ai-skill", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/assistant/SKILL.md", - "description": "Create, manage, and chat with Pinecone Assistants for document Q&A with citations.", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-security/SKILL.md", + "description": "Redis security guidance covering authentication (requirepass and ACL users), TLS, ACL-based least-privilege access control, restricting network...", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": "skills/assistant/SKILL.md" + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-security/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:cli", - "displayName": "Cli", + "identifier": "urn:air:github.com:redis:agent-skills:redis-semantic-cache", + "displayName": "Redis Semantic Cache", "mediaType": "application/ai-skill", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/cli/SKILL.md", - "description": "Guide for using the Pinecone CLI (pc) to manage Pinecone resources from the terminal.", + "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-semantic-cache/SKILL.md", + "description": "Redis LangCache guidance for semantic caching of LLM responses on Redis Cloud - calling search/set via the SDK or REST API, tuning the similarity...", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": "skills/cli/SKILL.md" + "sourceSet": "redis/agent-skills", + "repoPath": "skills/redis-semantic-cache/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:docs", - "displayName": "Docs", + "identifier": "urn:air:github.com:remotion-dev:skills:remotion-best-practices", + "displayName": "Remotion Best Practices", "mediaType": "application/ai-skill", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/docs/SKILL.md", - "description": "Curated documentation reference for developers building with Pinecone.", + "url": "https://github.com/remotion-dev/skills/blob/main/skills/remotion-best-practices/SKILL.md", + "description": "Best practices and domain knowledge for building videos programmatically with Remotion (videos in React/TypeScript, rendered to MP4).", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": "skills/docs/SKILL.md" + "sourceSet": "remotion-dev/skills", + "repoPath": "skills/remotion-best-practices/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:full-text-search", - "displayName": "Full Text Search", + "identifier": "urn:air:github.com:replicate:skills:build-models", + "displayName": "Build Models", "mediaType": "application/ai-skill", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/full-text-search/SKILL.md", - "description": "Create, ingest into, and query a Pinecone full-text-search (FTS) index using the preview API (2026-01.alpha, public preview).", + "url": "https://github.com/replicate/skills/blob/main/skills/build-models/SKILL.md", + "description": "Package and build custom AI models with Cog for deployment on Replicate.", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": "skills/full-text-search/SKILL.md" + "sourceSet": "replicate/skills", + "repoPath": "skills/build-models/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:help", - "displayName": "Help", + "identifier": "urn:air:github.com:replicate:skills:compare-models", + "displayName": "Compare Models", "mediaType": "application/ai-skill", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/help/SKILL.md", - "description": "Overview of all available Pinecone skills and what a user needs to get started.", + "url": "https://github.com/replicate/skills/blob/main/skills/compare-models/SKILL.md", + "description": "Compare Replicate models by cost, speed, quality, and capabilities.", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": "skills/help/SKILL.md" + "sourceSet": "replicate/skills", + "repoPath": "skills/compare-models/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:mcp", - "displayName": "Mcp", + "identifier": "urn:air:github.com:replicate:skills:find-models", + "displayName": "Find Models", "mediaType": "application/ai-skill", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/mcp/SKILL.md", - "description": "Reference for the Pinecone MCP server tools.", + "url": "https://github.com/replicate/skills/blob/main/skills/find-models/SKILL.md", + "description": "Find AI models on Replicate using search and curated collections.", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": "skills/mcp/SKILL.md" + "sourceSet": "replicate/skills", + "repoPath": "skills/find-models/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:n8n", - "displayName": "N8N", + "identifier": "urn:air:github.com:replicate:skills:prompt-images", + "displayName": "Prompt Images", "mediaType": "application/ai-skill", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/n8n/SKILL.md", - "description": "Build n8n workflows using the Pinecone Assistant node or Pinecone Vector Store node.", + "url": "https://github.com/replicate/skills/blob/main/skills/prompt-images/SKILL.md", + "description": "Prompting techniques for AI image generation and editing models on Replicate.", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": "skills/n8n/SKILL.md" + "sourceSet": "replicate/skills", + "repoPath": "skills/prompt-images/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:pinecone", - "displayName": "Pinecone", - "mediaType": "application/vnd.github.copilot-plugin", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main", - "description": "Pinecone vector database integration. Streamline your Pinecone development with powerful tools for managing vector indexes, querying data, and rapid...", + "identifier": "urn:air:github.com:replicate:skills:prompt-videos", + "displayName": "Prompt Videos", + "mediaType": "application/ai-skill", + "url": "https://github.com/replicate/skills/blob/main/skills/prompt-videos/SKILL.md", + "description": "Prompting techniques for AI video generation models on Replicate.", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": ".claude-plugin/plugin.json" + "sourceSet": "replicate/skills", + "repoPath": "skills/prompt-videos/SKILL.md" }, - "type": "application/vnd.github.copilot-plugin" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:query", - "displayName": "Query", + "identifier": "urn:air:github.com:replicate:skills:publish-models", + "displayName": "Publish Models", "mediaType": "application/ai-skill", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/query/SKILL.md", - "description": "Query integrated indexes using text with Pinecone MCP.", + "url": "https://github.com/replicate/skills/blob/main/skills/publish-models/SKILL.md", + "description": "Push and publish custom AI models to Replicate, and set up CI/CD for releasing new model versions safely.", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": "skills/query/SKILL.md" + "sourceSet": "replicate/skills", + "repoPath": "skills/publish-models/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:pinecone-io:pinecone-claude-code-plugin:quickstart", - "displayName": "Quickstart", + "identifier": "urn:air:github.com:replicate:skills:run-models", + "displayName": "Run Models", "mediaType": "application/ai-skill", - "url": "https://github.com/pinecone-io/pinecone-claude-code-plugin/blob/main/skills/quickstart/SKILL.md", - "description": "Interactive Pinecone quickstart for new developers.", + "url": "https://github.com/replicate/skills/blob/main/skills/run-models/SKILL.md", + "description": "Run AI models on Replicate via predictions, webhooks, and streaming.", "metadata": { - "sourceSet": "pinecone-io/pinecone-claude-code-plugin", - "repoPath": "skills/quickstart/SKILL.md" + "sourceSet": "replicate/skills", + "repoPath": "skills/run-models/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:prisma:skills:prisma-cli", - "displayName": "Prisma Cli", + "identifier": "urn:air:github.com:resend:resend-skills:agent-email-inbox", + "displayName": "Agent Email Inbox", "mediaType": "application/ai-skill", - "url": "https://github.com/prisma/skills/blob/main/prisma-cli/SKILL.md", - "description": "Prisma ORM CLI commands reference covering init, generate, migrate, db, dev, studio, validate, format, debug, and mcp.", + "url": "https://github.com/resend/resend-skills/blob/main/skills/agent-email-inbox/SKILL.md", + "description": "Use when building any system where email content triggers actions - AI agent inboxes, automated support handlers, email-to-task pipelines, or any...", "metadata": { - "sourceSet": "prisma/skills", - "repoPath": "prisma-cli/SKILL.md" + "sourceSet": "resend/resend-skills", + "repoPath": "skills/agent-email-inbox/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:prisma:skills:prisma-client-api", - "displayName": "Prisma Client Api", + "identifier": "urn:air:github.com:resend:resend-skills:email-best-practices", + "displayName": "Email Best Practices", "mediaType": "application/ai-skill", - "url": "https://github.com/prisma/skills/blob/main/prisma-client-api/SKILL.md", - "description": "Prisma Client API reference covering model queries, filters, operators, and client methods.", + "url": "https://github.com/resend/resend-skills/blob/main/skills/email-best-practices/SKILL.md", + "description": "Use when building email features, emails going to spam, high bounce rates, setting up SPF/DKIM/DMARC authentication, implementing email capture...", "metadata": { - "sourceSet": "prisma/skills", - "repoPath": "prisma-client-api/SKILL.md" + "sourceSet": "resend/resend-skills", + "repoPath": "skills/email-best-practices/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:prisma:skills:prisma-compute", - "displayName": "Prisma Compute", + "identifier": "urn:air:github.com:resend:resend-migration-skill:migrate-sendgrid", + "displayName": "Migrate Sendgrid", "mediaType": "application/ai-skill", - "url": "https://github.com/prisma/skills/blob/main/prisma-compute/SKILL.md", - "description": "Prisma Compute deployment and hosting guide.", + "url": "https://github.com/resend/resend-migration-skill/blob/main/migrate-sendgrid/SKILL.md", + "description": "Use when migrating SendGrid email integration to Resend - detects @sendgrid/mail, sgMail, sendgrid-ruby, sendgrid-go, sendgrid-java, sendgrid-php, or...", "metadata": { - "sourceSet": "prisma/skills", - "repoPath": "prisma-compute/SKILL.md" + "sourceSet": "resend/resend-migration-skill", + "repoPath": "migrate-sendgrid/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:prisma:skills:prisma-database-setup", - "displayName": "Prisma Database Setup", + "identifier": "urn:air:github.com:resend:resend-skills:react-email", + "displayName": "React Email", "mediaType": "application/ai-skill", - "url": "https://github.com/prisma/skills/blob/main/prisma-database-setup/SKILL.md", - "description": "Guides for configuring Prisma with different database providers (PostgreSQL, MySQL, SQLite, MongoDB, etc.).", + "url": "https://github.com/resend/resend-skills/blob/main/skills/react-email/SKILL.md", + "description": "Use when building HTML email templates with React components, adding a visual email editor to an application using the React Email visual editor...", "metadata": { - "sourceSet": "prisma/skills", - "repoPath": "prisma-database-setup/SKILL.md" + "sourceSet": "resend/resend-skills", + "repoPath": "skills/react-email/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:prisma:skills:prisma-driver-adapter-implementation", - "displayName": "Prisma Driver Adapter Implementation", + "identifier": "urn:air:github.com:resend:design-skills:resend-brand", + "displayName": "Resend Brand", "mediaType": "application/ai-skill", - "url": "https://github.com/prisma/skills/blob/main/prisma-driver-adapter-implementation/SKILL.md", - "description": "Required reference for Prisma v7 driver adapter work.", + "url": "https://github.com/resend/design-skills/blob/main/resend-brand/SKILL.md", + "description": "Use when creating Resend marketing materials, documents, presentations, or visual content.", "metadata": { - "sourceSet": "prisma/skills", - "repoPath": "prisma-driver-adapter-implementation/SKILL.md" + "sourceSet": "resend/design-skills", + "repoPath": "resend-brand/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:prisma:skills:prisma-mongodb-upgrade", - "displayName": "Prisma Mongodb Upgrade", + "identifier": "urn:air:github.com:resend:resend-skills:resend-cli", + "displayName": "Resend Cli", "mediaType": "application/ai-skill", - "url": "https://github.com/prisma/skills/blob/main/prisma-mongodb-upgrade/SKILL.md", - "description": "Decision and migration guide for Prisma ORM MongoDB projects on v6, which have no upgrade path to v7.", + "url": "https://github.com/resend/resend-skills/blob/main/skills/resend-cli/SKILL.md", + "description": "Operate the Resend platform from the terminal - send emails (including React Email .tsx templates via --react-email), manage domains, contacts...", "metadata": { - "sourceSet": "prisma/skills", - "repoPath": "prisma-mongodb-upgrade/SKILL.md" + "sourceSet": "resend/resend-skills", + "repoPath": "skills/resend-cli/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:prisma:skills:prisma-postgres-setup", - "displayName": "Prisma Postgres Setup", + "identifier": "urn:air:github.com:resend:design-skills:resend-design-system", + "displayName": "Resend Design System", "mediaType": "application/ai-skill", - "url": "https://github.com/prisma/skills/blob/main/prisma-postgres-setup/SKILL.md", - "description": "Set up a new Prisma Postgres database and connect it to a local project using the Management API.", + "url": "https://github.com/resend/design-skills/blob/main/SKILL.md", + "description": "Use when building or modifying UI in the Resend codebase.", "metadata": { - "sourceSet": "prisma/skills", - "repoPath": "prisma-postgres-setup/SKILL.md" + "sourceSet": "resend/design-skills", + "repoPath": "SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:prisma:skills:prisma-postgres", - "displayName": "Prisma Postgres", + "identifier": "urn:air:github.com:resend:resend-skills:resend", + "displayName": "Resend", "mediaType": "application/ai-skill", - "url": "https://github.com/prisma/skills/blob/main/prisma-postgres/SKILL.md", - "description": "Prisma Postgres setup and operations guidance across Console, create-db CLI, Management API, and Management API SDK.", + "url": "https://github.com/resend/resend-skills/blob/main/skills/resend/SKILL.md", + "description": "Use when working with the Resend email API - sending transactional emails (single or batch), receiving inbound emails via webhooks, managing email...", "metadata": { - "sourceSet": "prisma/skills", - "repoPath": "prisma-postgres/SKILL.md" + "sourceSet": "resend/resend-skills", + "repoPath": "skills/resend/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:prisma:skills:prisma-upgrade-v7", - "displayName": "Prisma Upgrade V7", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-analyze-coverage", + "displayName": "Slang Analyze Coverage", "mediaType": "application/ai-skill", - "url": "https://github.com/prisma/skills/blob/main/prisma-upgrade-v7/SKILL.md", - "description": "Complete migration guide from Prisma ORM v6 to v7 covering all breaking changes.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-analyze-coverage/SKILL.md", + "description": "Test coverage analysis and gap-filling for Slang language features. Only invoke when explicitly called via /slang-analyze-coverage.", "metadata": { - "sourceSet": "prisma/skills", - "repoPath": "prisma-upgrade-v7/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-analyze-coverage/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:pydantic:logfire-mcp", - "displayName": "Logfire", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/pydantic%2Flogfire-mcp/versions/latest", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-autodiff-kernel-opt", + "displayName": "Slang Autodiff Kernel Opt", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-autodiff-kernel-opt/SKILL.md", + "description": "Optimize Slang autodiff backward kernel performance by analyzing register pressure, checkpoint storage, and spills.", "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "pydantic/logfire-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-autodiff-kernel-opt/SKILL.md" }, - "type": "application/mcp-server+json" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:combining-searches", - "displayName": "Combining Searches", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-build", + "displayName": "Slang Build", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/hybrid-search/combining-searches/SKILL.md", - "description": "Fusing scores from multiple searches into a single ranked result (RRF, DBSF, custom fusion).", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-build/SKILL.md", + "description": "Platform-aware build, test, and CI inspection for the Slang compiler.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-search-quality/search-strategies/hybrid-search/combining-searches/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-build/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:debugging", - "displayName": "Debugging", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-code-reader", + "displayName": "Slang Code Reader", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-monitoring/debugging/SKILL.md", - "description": "Diagnoses Qdrant production issues using metrics and observability tools.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-code-reader/SKILL.md", + "description": "Read-only investigation of the Slang compiler codebase. Navigate source, trace compiler pipelines, understand architecture.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-monitoring/debugging/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-code-reader/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:diagnosis", - "displayName": "Diagnosis", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-code-writer", + "displayName": "Slang Code Writer", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/diagnosis/SKILL.md", - "description": "Diagnoses Qdrant search quality issues.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-code-writer/SKILL.md", + "description": "Implement changes in the Slang compiler. Edit code, write tests, format, commit.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-search-quality/diagnosis/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-code-writer/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:horizontal-scaling", - "displayName": "Horizontal Scaling", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-create-issue", + "displayName": "Slang Create Issue", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/horizontal-scaling/SKILL.md", - "description": "Diagnoses and guides Qdrant horizontal scaling decisions.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-create-issue/SKILL.md", + "description": "Create clear, well-structured GitHub issues and pull requests for the Slang compiler repository.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-scaling/scaling-data-volume/horizontal-scaling/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-create-issue/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:hybrid-search", - "displayName": "Hybrid Search", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-docs", + "displayName": "Slang Docs", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/hybrid-search/SKILL.md", - "description": "Explains hybrid search in Qdrant.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-docs/SKILL.md", + "description": "Read and write Slang compiler documentation.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-search-quality/search-strategies/hybrid-search/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-docs/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:indexing-performance-optimization", - "displayName": "Indexing Performance Optimization", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-evaluate-session", + "displayName": "Slang Evaluate Session", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-performance-optimization/indexing-performance-optimization/SKILL.md", - "description": "Diagnoses and fixes slow Qdrant indexing and data ingestion.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-evaluate-session/SKILL.md", + "description": "Evaluate the current session's skill effectiveness. Only invoke when explicitly called via /slang-evaluate-session.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-performance-optimization/indexing-performance-optimization/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-evaluate-session/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:memory-usage-optimization", - "displayName": "Memory Usage Optimization", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-fix-bug", + "displayName": "Slang Fix Bug", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-performance-optimization/memory-usage-optimization/SKILL.md", - "description": "Diagnoses and reduces Qdrant memory usage.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-fix-bug/SKILL.md", + "description": "Analyze a Slang compiler bug from a test failure, CI log, or GitHub issue. Only invoke when explicitly called via /slang-fix-bug.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-performance-optimization/memory-usage-optimization/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-fix-bug/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:minimize-latency", - "displayName": "Minimize Latency", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-github", + "displayName": "Slang GitHub", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/minimize-latency/SKILL.md", - "description": "Guides Qdrant query latency optimization.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-github/SKILL.md", + "description": "GitHub operations for the Slang compiler. Clone, branch, PR, issues, CI.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-scaling/minimize-latency/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-github/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-advisor", - "displayName": "Qdrant Advisor", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-investigate", + "displayName": "Slang Investigate", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/meta/qdrant-advisor/SKILL.md", - "description": "Diagnose, troubleshoot, and advise on any Qdrant deployment by loading the latest official Qdrant skills live from skills.qdrant.tech.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-investigate/SKILL.md", + "description": "Root cause investigation for Slang compiler bugs. Only invoke when explicitly called via /slang-investigate or from slang-fix-bug.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "meta/qdrant-advisor/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-investigate/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-clients-sdk", - "displayName": "Qdrant Clients Sdk", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-maintainer-tools", + "displayName": "Slang Maintainer Tools", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-clients-sdk/SKILL.md", - "description": "Qdrant provides client SDKs for various programming languages, allowing easy integration with Qdrant deployments.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-maintainer-tools/SKILL.md", + "description": "Bridge from /slang-maintain workflow steps to concrete slang-mcp tool calls.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-clients-sdk/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-maintainer-tools/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-deployment-options", - "displayName": "Qdrant Deployment Options", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-create", + "displayName": "Slang PR Create", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-deployment-options/SKILL.md", - "description": "Guides Qdrant deployment selection.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-create/SKILL.md", + "description": "Create and publish a GitHub pull request for Slang work, defaulting to the local origin remote and using draft PRs only for shader-slang/* targets...", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-deployment-options/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-pr-create/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-edge", - "displayName": "Qdrant Edge", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-report", + "displayName": "Slang PR Report", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-edge/SKILL.md", - "description": "Guides building on Qdrant Edge, the embedded in-process shard.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-report/SKILL.md", + "description": "Surface the open shader-slang PRs needing human attention with a bundled gh-only Python script (scripts/pr_report.py): an assignee-grouped escalation...", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-edge/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-pr-report/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-model-migration", - "displayName": "Qdrant Model Migration", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-resolve-comments", + "displayName": "Slang PR Resolve Comments", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-model-migration/SKILL.md", - "description": "Guides embedding model migration in Qdrant without downtime.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-resolve-comments/SKILL.md", + "description": "Resolve GitHub PR review feedback and CI failures. Use when asked to monitor a PR, handle LLM and human review threads and general PR comments from...", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-model-migration/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-pr-resolve-comments/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-monitoring", - "displayName": "Qdrant Monitoring", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-review-runner", + "displayName": "Slang PR Review Runner", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-monitoring/SKILL.md", - "description": "Guides Qdrant monitoring and observability setup.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-review-runner/SKILL.md", + "description": "Reproduces the shader-slang/slang production PR-review bot (anthropics/claude-code-action@v1 + .github/workflows/claude-pr-review.yml) locally.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-monitoring/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-pr-review-runner/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-performance-optimization", - "displayName": "Qdrant Performance Optimization", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-release", + "displayName": "Slang Release", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-performance-optimization/SKILL.md", - "description": "Navigation hub linking sub-skills for proactive Qdrant tuning: search speed, indexing performance, and memory usage optimization.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-release/SKILL.md", + "description": "Write-heavy Slang release engineering: update the SPIRV-Tools/SPIRV-Headers submodules and integrate GitHub master into the internal GitLab forks (the..", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-performance-optimization/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-release/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-scaling", - "displayName": "Qdrant Scaling", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-review-pr", + "displayName": "Slang Review PR", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/SKILL.md", - "description": "Guides Qdrant scaling decisions.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-review-pr/SKILL.md", + "description": "Review a Slang compiler PR for correctness, evaluate review feedback, implement fixes, and manage review threads.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-scaling/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-review-pr/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-search-quality", - "displayName": "Qdrant Search Quality", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-run-tests", + "displayName": "Slang Run Tests", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/SKILL.md", - "description": "Diagnoses and improves Qdrant search relevance.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-run-tests/SKILL.md", + "description": "Platform-aware test runner for the Slang compiler. Only invoke when explicitly called via /slang-run-tests or referenced by other skills.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-search-quality/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-run-tests/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant-version-upgrade", - "displayName": "Qdrant Version Upgrade", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-sti", + "displayName": "Slang Sti", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-version-upgrade/SKILL.md", - "description": "Guidance on how to upgrade your Qdrant version without interrupting the availability of your application and ensuring data integrity.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-sti/SKILL.md", + "description": "Install and use sti, a fast parallel test runner that replaces direct slang-test usage with crash recovery, retries, and better output.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-version-upgrade/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-sti/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:qdrant", - "displayName": "Qdrant", - "mediaType": "application/vnd.github.copilot-plugin", - "url": "https://github.com/qdrant/skills/blob/main", - "description": "Agent skills for Qdrant vector search: scaling, performance optimization, search quality, monitoring, deployment, edge, model migration, version...", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-test-feature", + "displayName": "Slang Test Feature", + "mediaType": "application/ai-skill", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-test-feature/SKILL.md", + "description": "Orchestrator that researches a language feature, produces a test plan for user review, and fans out parallel agents that each deliver test branches with", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": ".claude-plugin/plugin.json" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-test-feature/SKILL.md" }, - "type": "application/vnd.github.copilot-plugin" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:relevance-feedback", - "displayName": "Relevance Feedback", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-write-test", + "displayName": "Slang Write Test", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/relevance-feedback/SKILL.md", - "description": "Expanding the candidate pool via relevance feedback, as an alternative to reranking when a dense retriever is too weak.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-write-test/SKILL.md", + "description": "Quick reference for writing Slang compiler tests (.slang files with //TEST directives). Only invoke when explicitly called via /slang-write-test.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-search-quality/search-strategies/relevance-feedback/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slang-write-test/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:scaling-data-volume", - "displayName": "Scaling Data Volume", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-build", + "displayName": "Slangpy Build", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/SKILL.md", - "description": "Guides Qdrant data volume scaling decisions.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-build/SKILL.md", + "description": "Clone, build, and test SlangPy. Use when the repo needs setup, a rebuild, or when tests fail.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-scaling/scaling-data-volume/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-build/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:scaling-qps", - "displayName": "Scaling Qps", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-code-reader", + "displayName": "Slangpy Code Reader", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-qps/SKILL.md", - "description": "Guides Qdrant query throughput (QPS) scaling.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-code-reader/SKILL.md", + "description": "Read-only investigation of the SlangPy codebase. Navigate source, trace the functional API call path, understand architecture, apply review lenses.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-scaling/scaling-qps/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-code-reader/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:scaling-query-volume", - "displayName": "Scaling Query Volume", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-code-writer", + "displayName": "Slangpy Code Writer", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-query-volume/SKILL.md", - "description": "Guides Qdrant query volume scaling.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-code-writer/SKILL.md", + "description": "Implement changes in SlangPy. Edit code, write tests, format, commit.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-scaling/scaling-query-volume/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-code-writer/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:search-speed-optimization", - "displayName": "Search Speed Optimization", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-docs", + "displayName": "Slangpy Docs", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-performance-optimization/search-speed-optimization/SKILL.md", - "description": "Diagnoses and fixes slow Qdrant search.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-docs/SKILL.md", + "description": "Read and write SlangPy documentation.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-performance-optimization/search-speed-optimization/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-docs/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:search-strategies", - "displayName": "Search Strategies", + "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-github", + "displayName": "Slangpy GitHub", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/SKILL.md", - "description": "Guides Qdrant search strategy selection.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-github/SKILL.md", + "description": "GitHub operations for SlangPy. Clone, branch, PR, issues, CI.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-search-quality/search-strategies/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/slangpy-github/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:search-types", - "displayName": "Search Types", + "identifier": "urn:air:github.com:shader-slang:slang-skills:tmux-agent-manager", + "displayName": "Tmux Agent Manager", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-search-quality/search-strategies/hybrid-search/search-types/SKILL.md", - "description": "Constructing prefetch queries for hybrid retrieval, including sparse/dense and multi-field setups, and choosing a sparse embedding model.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/tmux-agent-manager/SKILL.md", + "description": "Manage multiple Claude Code agent sessions running in tmux. Report a status summary of all sessions, deliver instructions to a specific agent via tmux..", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-search-quality/search-strategies/hybrid-search/search-types/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/tmux-agent-manager/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:setup", - "displayName": "Setup", + "identifier": "urn:air:github.com:shader-slang:slang-skills:zellij-agent-manager", + "displayName": "Zellij Agent Manager", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-monitoring/setup/SKILL.md", - "description": "Guides Qdrant monitoring setup including Prometheus scraping, health probes, Hybrid Cloud metrics, alerting, and log centralization.", + "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/zellij-agent-manager/SKILL.md", + "description": "Manage multiple Claude Code agent sessions running in Zellij.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-monitoring/setup/SKILL.md" + "sourceSet": "shader-slang/slang-skills", + "repoPath": "skills/zellij-agent-manager/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:sliding-time-window", - "displayName": "Sliding Time Window", + "identifier": "urn:air:github.com:shopify:liquid-skills:liquid-theme-a11y", + "displayName": "Liquid Theme A11Y", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/sliding-time-window/SKILL.md", - "description": "Guides sliding time window scaling in Qdrant.", + "url": "https://github.com/shopify/liquid-skills/blob/main/plugins/liquid-skills/skills/liquid-theme-a11y/SKILL.md", + "description": "Implement WCAG 2.2 accessibility patterns in Shopify Liquid themes.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-scaling/scaling-data-volume/sliding-time-window/SKILL.md" + "sourceSet": "shopify/liquid-skills", + "repoPath": "plugins/liquid-skills/skills/liquid-theme-a11y/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:tenant-scaling", - "displayName": "Tenant Scaling", + "identifier": "urn:air:github.com:shopify:liquid-skills:liquid-theme-standards", + "displayName": "Liquid Theme Standards", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/tenant-scaling/SKILL.md", - "description": "Guides Qdrant multi-tenant scaling.", + "url": "https://github.com/shopify/liquid-skills/blob/main/plugins/liquid-skills/skills/liquid-theme-standards/SKILL.md", + "description": "CSS, JavaScript, and HTML coding standards for Shopify Liquid themes.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-scaling/scaling-data-volume/tenant-scaling/SKILL.md" + "sourceSet": "shopify/liquid-skills", + "repoPath": "plugins/liquid-skills/skills/liquid-theme-standards/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:qdrant:skills:vertical-scaling", - "displayName": "Vertical Scaling", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-admin", + "displayName": "Shopify Admin", "mediaType": "application/ai-skill", - "url": "https://github.com/qdrant/skills/blob/main/skills/qdrant-scaling/scaling-data-volume/vertical-scaling/SKILL.md", - "description": "Guides Qdrant vertical scaling decisions.", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-admin/SKILL.md", + "description": "Write or explain **Admin GraphQL** queries and mutations for apps and integrations that extend the Shopify admin.", "metadata": { - "sourceSet": "qdrant/skills", - "repoPath": "skills/qdrant-scaling/scaling-data-volume/vertical-scaling/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-admin/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:railwayapp:railway-skills:railway", - "displayName": "Railway", - "mediaType": "application/vnd.github.copilot-plugin", - "url": "https://github.com/railwayapp/railway-skills/blob/main/plugins/railway", - "description": "Railway agent skills and hosted MCP server for deploying, configuring, monitoring, and troubleshooting apps and infrastructure on Railway from...", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-app-store-review", + "displayName": "Shopify App Store Review", + "mediaType": "application/ai-skill", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-app-store-review/SKILL.md", + "description": "Run a pre-submission compliance check against your Shopify app's codebase.", "metadata": { - "sourceSet": "railwayapp/railway-skills", - "repoPath": "plugins/railway/.cursor-plugin/plugin.json" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-app-store-review/SKILL.md" }, - "type": "application/vnd.github.copilot-plugin" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:redis:agent-skills:iris-development", - "displayName": "Iris Development", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-custom-data", + "displayName": "Shopify Custom Data", "mediaType": "application/ai-skill", - "url": "https://github.com/redis/agent-skills/blob/main/skills/iris-development/SKILL.md", - "description": "Iris is Redis's umbrella for AI-focused products.", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-custom-data/SKILL.md", + "description": "MUST be used first when prompts mention Metafields or Metaobjects.", "metadata": { - "sourceSet": "redis/agent-skills", - "repoPath": "skills/iris-development/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-custom-data/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:redis:agent-skills:redis-clustering", - "displayName": "Redis Clustering", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-customer", + "displayName": "Shopify Customer", "mediaType": "application/ai-skill", - "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-clustering/SKILL.md", - "description": "Redis Cluster and replication guidance covering hash tags for multi-key operations, avoiding CROSSSLOT errors, and reading from replicas to scale...", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-customer/SKILL.md", + "description": "The Customer Account API allows customers to access their own data including orders, payment methods, and addresses.", "metadata": { - "sourceSet": "redis/agent-skills", - "repoPath": "skills/redis-clustering/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-customer/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:redis:agent-skills:redis-connections", - "displayName": "Redis Connections", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-dev", + "displayName": "Shopify Dev", "mediaType": "application/ai-skill", - "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-connections/SKILL.md", - "description": "Redis client and connection guidance covering connection pooling, multiplexing, pipelining, client-side caching with RESP3, avoiding slow commands...", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-dev/SKILL.md", + "description": "Search Shopify developer documentation across all APIs.", "metadata": { - "sourceSet": "redis/agent-skills", - "repoPath": "skills/redis-connections/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-dev/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:redis:agent-skills:redis-core", - "displayName": "Redis Core", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-functions", + "displayName": "Shopify Functions", "mediaType": "application/ai-skill", - "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-core/SKILL.md", - "description": "Core Redis modeling guidance - choose the right data structure (String, Hash, List, Set, Sorted Set, JSON, Stream, Vector Set) and use consistent...", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-functions/SKILL.md", + "description": "Shopify Functions allow developers to customize the backend logic that powers parts of Shopify.", "metadata": { - "sourceSet": "redis/agent-skills", - "repoPath": "skills/redis-core/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-functions/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:redis:agent-skills:redis-observability", - "displayName": "Redis Observability", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-hydrogen", + "displayName": "Shopify Hydrogen", "mediaType": "application/ai-skill", - "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-observability/SKILL.md", - "description": "Redis observability guidance - which metrics to monitor (memory, connections, hit ratio, ops/sec, rejected connections), which built-in commands to...", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-hydrogen/SKILL.md", + "description": "Hydrogen storefront implementation cookbooks.", "metadata": { - "sourceSet": "redis/agent-skills", - "repoPath": "skills/redis-observability/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-hydrogen/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:redis:agent-skills:redis-search", - "displayName": "Redis Search", + "identifier": "urn:air:github.com:shopify:liquid-skills:shopify-liquid-themes", + "displayName": "Shopify Liquid Themes", "mediaType": "application/ai-skill", - "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-search/SKILL.md", - "description": "Redis Search guidance covering FT.CREATE schema design, field type selection (TEXT, TAG, NUMERIC, GEO, GEOSHAPE, VECTOR, JSON path), DIALECT 2 query...", + "url": "https://github.com/shopify/liquid-skills/blob/main/plugins/liquid-skills/skills/shopify-liquid-themes/SKILL.md", + "description": "Generate Shopify Liquid theme code (sections, blocks, snippets) with correct schema JSON, LiquidDoc headers, translation keys, and CSS/JS patterns.", "metadata": { - "sourceSet": "redis/agent-skills", - "repoPath": "skills/redis-search/SKILL.md" + "sourceSet": "shopify/liquid-skills", + "repoPath": "plugins/liquid-skills/skills/shopify-liquid-themes/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:redis:agent-skills:redis-security", - "displayName": "Redis Security", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-liquid", + "displayName": "Shopify Liquid", "mediaType": "application/ai-skill", - "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-security/SKILL.md", - "description": "Redis security guidance covering authentication (requirepass and ACL users), TLS, ACL-based least-privilege access control, restricting network...", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-liquid/SKILL.md", + "description": "Liquid is an open-source templating language created by Shopify.", "metadata": { - "sourceSet": "redis/agent-skills", - "repoPath": "skills/redis-security/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-liquid/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:redis:agent-skills:redis-semantic-cache", - "displayName": "Redis Semantic Cache", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-onboarding-dev", + "displayName": "Shopify Onboarding Dev", "mediaType": "application/ai-skill", - "url": "https://github.com/redis/agent-skills/blob/main/skills/redis-semantic-cache/SKILL.md", - "description": "Redis LangCache guidance for semantic caching of LLM responses on Redis Cloud - calling search/set via the SDK or REST API, tuning the similarity...", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-onboarding-dev/SKILL.md", + "description": "Get started building on Shopify.", "metadata": { - "sourceSet": "redis/agent-skills", - "repoPath": "skills/redis-semantic-cache/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-onboarding-dev/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:remotion-dev:skills:remotion-best-practices", - "displayName": "Remotion Best Practices", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-onboarding-merchant", + "displayName": "Shopify Onboarding Merchant", "mediaType": "application/ai-skill", - "url": "https://github.com/remotion-dev/skills/blob/main/skills/remotion-best-practices/SKILL.md", - "description": "Best practices and domain knowledge for building videos programmatically with Remotion (videos in React/TypeScript, rendered to MP4).", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-onboarding-merchant/SKILL.md", + "description": "Set up and connect a Shopify store from your AI assistant.", "metadata": { - "sourceSet": "remotion-dev/skills", - "repoPath": "skills/remotion-best-practices/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-onboarding-merchant/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:replicate:skills:build-models", - "displayName": "Build Models", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-partner", + "displayName": "Shopify Partner", "mediaType": "application/ai-skill", - "url": "https://github.com/replicate/skills/blob/main/skills/build-models/SKILL.md", - "description": "Package and build custom AI models with Cog for deployment on Replicate.", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-partner/SKILL.md", + "description": "The Partner API lets you programmatically access data about your Partner Dashboard, including your apps, themes, and affiliate referrals.", "metadata": { - "sourceSet": "replicate/skills", - "repoPath": "skills/build-models/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-partner/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:replicate:skills:compare-models", - "displayName": "Compare Models", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-payments-apps", + "displayName": "Shopify Payments Apps", "mediaType": "application/ai-skill", - "url": "https://github.com/replicate/skills/blob/main/skills/compare-models/SKILL.md", - "description": "Compare Replicate models by cost, speed, quality, and capabilities.", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-payments-apps/SKILL.md", + "description": "The Payments Apps API enables payment providers to integrate their payment solutions with Shopify's checkout.", "metadata": { - "sourceSet": "replicate/skills", - "repoPath": "skills/compare-models/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-payments-apps/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:replicate:skills:find-models", - "displayName": "Find Models", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-polaris-admin-extensions", + "displayName": "Shopify Polaris Admin Extensions", "mediaType": "application/ai-skill", - "url": "https://github.com/replicate/skills/blob/main/skills/find-models/SKILL.md", - "description": "Find AI models on Replicate using search and curated collections.", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-polaris-admin-extensions/SKILL.md", + "description": "Add custom actions and blocks from your app at contextually relevant spots throughout the Shopify Admin.", "metadata": { - "sourceSet": "replicate/skills", - "repoPath": "skills/find-models/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-polaris-admin-extensions/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:replicate:skills:prompt-images", - "displayName": "Prompt Images", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-polaris-app-home", + "displayName": "Shopify Polaris App Home", "mediaType": "application/ai-skill", - "url": "https://github.com/replicate/skills/blob/main/skills/prompt-images/SKILL.md", - "description": "Prompting techniques for AI image generation and editing models on Replicate.", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-polaris-app-home/SKILL.md", + "description": "Build your app's primary user interface embedded in the Shopify admin.", "metadata": { - "sourceSet": "replicate/skills", - "repoPath": "skills/prompt-images/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-polaris-app-home/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:replicate:skills:prompt-videos", - "displayName": "Prompt Videos", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-polaris-checkout-extensions", + "displayName": "Shopify Polaris Checkout Extensions", "mediaType": "application/ai-skill", - "url": "https://github.com/replicate/skills/blob/main/skills/prompt-videos/SKILL.md", - "description": "Prompting techniques for AI video generation models on Replicate.", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-polaris-checkout-extensions/SKILL.md", + "description": "Build custom functionality that merchants can install at defined points in the checkout flow, including product information, shipping, payment, order...", "metadata": { - "sourceSet": "replicate/skills", - "repoPath": "skills/prompt-videos/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-polaris-checkout-extensions/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:replicate:skills:publish-models", - "displayName": "Publish Models", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-polaris-customer-account-extensions", + "displayName": "Shopify Polaris Customer Account Extensions", "mediaType": "application/ai-skill", - "url": "https://github.com/replicate/skills/blob/main/skills/publish-models/SKILL.md", - "description": "Push and publish custom AI models to Replicate, and set up CI/CD for releasing new model versions safely.", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-polaris-customer-account-extensions/SKILL.md", + "description": "Build custom functionality that merchants can install at defined points on the Order index, Order status, and Profile pages in customer accounts.", "metadata": { - "sourceSet": "replicate/skills", - "repoPath": "skills/publish-models/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-polaris-customer-account-extensions/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:replicate:skills:run-models", - "displayName": "Run Models", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-pos-ui", + "displayName": "Shopify Pos Ui", "mediaType": "application/ai-skill", - "url": "https://github.com/replicate/skills/blob/main/skills/run-models/SKILL.md", - "description": "Run AI models on Replicate via predictions, webhooks, and streaming.", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-pos-ui/SKILL.md", + "description": "Build retail point-of-sale applications using Shopify's POS UI components.", "metadata": { - "sourceSet": "replicate/skills", - "repoPath": "skills/run-models/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-pos-ui/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:resend:resend-skills:agent-email-inbox", - "displayName": "Agent Email Inbox", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-storefront-graphql", + "displayName": "Shopify Storefront Graphql", "mediaType": "application/ai-skill", - "url": "https://github.com/resend/resend-skills/blob/main/skills/agent-email-inbox/SKILL.md", - "description": "Use when building any system where email content triggers actions - AI agent inboxes, automated support handlers, email-to-task pipelines, or any...", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-storefront-graphql/SKILL.md", + "description": "Use for custom storefronts requiring direct GraphQL queries/mutations for data fetching and cart operations.", "metadata": { - "sourceSet": "resend/resend-skills", - "repoPath": "skills/agent-email-inbox/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-storefront-graphql/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:resend:resend-skills:email-best-practices", - "displayName": "Email Best Practices", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:shopify-use-shopify-cli", + "displayName": "Shopify Use Shopify Cli", "mediaType": "application/ai-skill", - "url": "https://github.com/resend/resend-skills/blob/main/skills/email-best-practices/SKILL.md", - "description": "Use when building email features, emails going to spam, high bounce rates, setting up SPF/DKIM/DMARC authentication, implementing email capture...", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/shopify-use-shopify-cli/SKILL.md", + "description": "Choose when the user needs **Shopify CLI** to run or fix something now: validate app or extension config on disk (`shopify.app.toml`...", "metadata": { - "sourceSet": "resend/resend-skills", - "repoPath": "skills/email-best-practices/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/shopify-use-shopify-cli/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:resend:resend-migration-skill:migrate-sendgrid", - "displayName": "Migrate Sendgrid", + "identifier": "urn:air:github.com:Shopify:Shopify-AI-Toolkit:ucp", + "displayName": "Ucp", "mediaType": "application/ai-skill", - "url": "https://github.com/resend/resend-migration-skill/blob/main/migrate-sendgrid/SKILL.md", - "description": "Use when migrating SendGrid email integration to Resend - detects @sendgrid/mail, sgMail, sendgrid-ruby, sendgrid-go, sendgrid-java, sendgrid-php, or...", + "url": "https://github.com/Shopify/Shopify-AI-Toolkit/blob/main/skills/ucp/SKILL.md", + "description": "Use when the user wants to use the UCP CLI to find, compare, buy, or track products from online merchants, or to set up and troubleshoot the local...", "metadata": { - "sourceSet": "resend/resend-migration-skill", - "repoPath": "migrate-sendgrid/SKILL.md" + "sourceSet": "Shopify/Shopify-AI-Toolkit", + "repoPath": "skills/ucp/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:resend:resend-skills:react-email", - "displayName": "React Email", + "identifier": "urn:air:github.com:smartcrabai:agent-skills:improve-review-from-pr-gap", + "displayName": "Improve Review From PR Gap", "mediaType": "application/ai-skill", - "url": "https://github.com/resend/resend-skills/blob/main/skills/react-email/SKILL.md", - "description": "Use when building HTML email templates with React components, adding a visual email editor to an application using the React Email visual editor...", + "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/improve-review-from-pr-gap/SKILL.md", + "description": "Use this when the user says a merged PR turned out to have an oversight/missed case that needed a follow-up fix PR, and wants to extract the review...", "metadata": { - "sourceSet": "resend/resend-skills", - "repoPath": "skills/react-email/SKILL.md" + "sourceSet": "smartcrabai/agent-skills", + "repoPath": "skills/improve-review-from-pr-gap/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:resend:design-skills:resend-brand", - "displayName": "Resend Brand", + "identifier": "urn:air:github.com:smartcrabai:agent-skills:improve-review-from-session", + "displayName": "Improve Review From Session", "mediaType": "application/ai-skill", - "url": "https://github.com/resend/design-skills/blob/main/resend-brand/SKILL.md", - "description": "Use when creating Resend marketing materials, documents, presentations, or visual content.", + "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/improve-review-from-session/SKILL.md", + "description": "Use this when the user asks to capture lessons from this session as review perspectives, save review viewpoints, turn this session's mistakes/feedback..", "metadata": { - "sourceSet": "resend/design-skills", - "repoPath": "resend-brand/SKILL.md" + "sourceSet": "smartcrabai/agent-skills", + "repoPath": "skills/improve-review-from-session/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:resend:resend-skills:resend-cli", - "displayName": "Resend Cli", + "identifier": "urn:air:github.com:smartcrabai:agent-skills:review-pr", + "displayName": "Review PR", "mediaType": "application/ai-skill", - "url": "https://github.com/resend/resend-skills/blob/main/skills/resend-cli/SKILL.md", - "description": "Operate the Resend platform from the terminal - send emails (including React Email .tsx templates via --react-email), manage domains, contacts...", + "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/review-pr/SKILL.md", + "description": "Use this whenever the user asks to review a pull request by number (e.g. 'review PR #123', 'PR 45を見て', 'review this PR'), to evaluate a PR's diff...", "metadata": { - "sourceSet": "resend/resend-skills", - "repoPath": "skills/resend-cli/SKILL.md" + "sourceSet": "smartcrabai/agent-skills", + "repoPath": "skills/review-pr/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:resend:design-skills:resend-design-system", - "displayName": "Resend Design System", + "identifier": "urn:air:github.com:smartcrabai:agent-skills:review-uncommitted", + "displayName": "Review Uncommitted", "mediaType": "application/ai-skill", - "url": "https://github.com/resend/design-skills/blob/main/SKILL.md", - "description": "Use when building or modifying UI in the Resend codebase.", + "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/review-uncommitted/SKILL.md", + "description": "Use this whenever the user asks to review uncommitted/local/working-tree changes, check the current diff before committing, or evaluate pending changes.", "metadata": { - "sourceSet": "resend/design-skills", - "repoPath": "SKILL.md" + "sourceSet": "smartcrabai/agent-skills", + "repoPath": "skills/review-uncommitted/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:resend:resend-skills:resend", - "displayName": "Resend", + "identifier": "urn:air:github.com:stripe:ai:connect-recommend", + "displayName": "Connect Recommend", "mediaType": "application/ai-skill", - "url": "https://github.com/resend/resend-skills/blob/main/skills/resend/SKILL.md", - "description": "Use when working with the Resend email API - sending transactional emails (single or batch), receiving inbound emails via webhooks, managing email...", + "url": "https://github.com/stripe/ai/blob/main/providers/cursor/plugin/skills/connect-recommend/SKILL.md", + "description": "This skill should be used when the user asks about Stripe Connect configuration, charge patterns, dashboard access, or how to get started with...", "metadata": { - "sourceSet": "resend/resend-skills", - "repoPath": "skills/resend/SKILL.md" + "sourceSet": "stripe/ai", + "repoPath": "providers/cursor/plugin/skills/connect-recommend/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-analyze-coverage", - "displayName": "Slang Analyze Coverage", + "identifier": "urn:air:github.com:stripe:ai:stripe-best-practices", + "displayName": "Stripe Best Practices", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-analyze-coverage/SKILL.md", - "description": "Test coverage analysis and gap-filling for Slang language features. Only invoke when explicitly called via /slang-analyze-coverage.", + "url": "https://github.com/stripe/ai/blob/main/skills/stripe-best-practices/SKILL.md", + "description": "Guides Stripe integration decisions - API selection (Checkout Sessions vs PaymentIntents), Connect platform setup (Accounts v2, controller...", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-analyze-coverage/SKILL.md" + "sourceSet": "stripe/ai", + "repoPath": "skills/stripe-best-practices/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-autodiff-kernel-opt", - "displayName": "Slang Autodiff Kernel Opt", + "identifier": "urn:air:github.com:stripe:ai:stripe-directory", + "displayName": "Stripe Directory", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-autodiff-kernel-opt/SKILL.md", - "description": "Optimize Slang autodiff backward kernel performance by analyzing register pressure, checkpoint storage, and spills.", + "url": "https://github.com/stripe/ai/blob/main/skills/stripe-directory/SKILL.md", + "description": "Use when the user wants to find businesses, software, service providers, or partners for a specific industry, workflow, pain point, capability, or...", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-autodiff-kernel-opt/SKILL.md" + "sourceSet": "stripe/ai", + "repoPath": "skills/stripe-directory/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-build", - "displayName": "Slang Build", + "identifier": "urn:air:github.com:stripe:ai:stripe-projects", + "displayName": "Stripe Projects", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-build/SKILL.md", - "description": "Platform-aware build, test, and CI inspection for the Slang compiler.", + "url": "https://github.com/stripe/ai/blob/main/skills/stripe-projects/SKILL.md", + "description": "Use when the user wants to provision infrastructure or third-party services using Stripe Projects.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-build/SKILL.md" + "sourceSet": "stripe/ai", + "repoPath": "skills/stripe-projects/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-code-reader", - "displayName": "Slang Code Reader", + "identifier": "urn:air:github.com:stripe:ai:upgrade-stripe", + "displayName": "Upgrade Stripe", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-code-reader/SKILL.md", - "description": "Read-only investigation of the Slang compiler codebase. Navigate source, trace compiler pipelines, understand architecture.", + "url": "https://github.com/stripe/ai/blob/main/skills/upgrade-stripe/SKILL.md", + "description": "Guide for upgrading Stripe API versions and SDKs", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-code-reader/SKILL.md" + "sourceSet": "stripe/ai", + "repoPath": "skills/upgrade-stripe/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-code-writer", - "displayName": "Slang Code Writer", + "identifier": "urn:air:github.com:supabase:agent-skills:supabase-postgres-best-practices", + "displayName": "Supabase Postgres Best Practices", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-code-writer/SKILL.md", - "description": "Implement changes in the Slang compiler. Edit code, write tests, format, commit.", + "url": "https://github.com/supabase/agent-skills/blob/main/skills/supabase-postgres-best-practices/SKILL.md", + "description": "Postgres performance optimization and best practices from Supabase.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-code-writer/SKILL.md" + "sourceSet": "supabase/agent-skills", + "repoPath": "skills/supabase-postgres-best-practices/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-create-issue", - "displayName": "Slang Create Issue", + "identifier": "urn:air:github.com:supabase:agent-skills:supabase", + "displayName": "Supabase", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-create-issue/SKILL.md", - "description": "Create clear, well-structured GitHub issues and pull requests for the Slang compiler repository.", + "url": "https://github.com/supabase/agent-skills/blob/main/skills/supabase/SKILL.md", + "description": "Use when doing ANY task involving Supabase.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-create-issue/SKILL.md" + "sourceSet": "supabase/agent-skills", + "repoPath": "skills/supabase/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-docs", - "displayName": "Slang Docs", + "identifier": "urn:air:github.com:sveltejs:ai-tools:svelte-code-writer", + "displayName": "Svelte Code Writer", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-docs/SKILL.md", - "description": "Read and write Slang compiler documentation.", + "url": "https://github.com/sveltejs/ai-tools/blob/main/tools/skills/svelte-code-writer/SKILL.md", + "description": "CLI tools for Svelte 5 documentation lookup and code analysis.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-docs/SKILL.md" + "sourceSet": "sveltejs/ai-tools", + "repoPath": "tools/skills/svelte-code-writer/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-evaluate-session", - "displayName": "Slang Evaluate Session", + "identifier": "urn:air:github.com:sveltejs:ai-tools:svelte-core-bestpractices", + "displayName": "Svelte Core Bestpractices", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-evaluate-session/SKILL.md", - "description": "Evaluate the current session's skill effectiveness. Only invoke when explicitly called via /slang-evaluate-session.", + "url": "https://github.com/sveltejs/ai-tools/blob/main/tools/skills/svelte-core-bestpractices/SKILL.md", + "description": "Guidance on writing fast, robust, modern Svelte code.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-evaluate-session/SKILL.md" + "sourceSet": "sveltejs/ai-tools", + "repoPath": "tools/skills/svelte-core-bestpractices/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-fix-bug", - "displayName": "Slang Fix Bug", - "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-fix-bug/SKILL.md", - "description": "Analyze a Slang compiler bug from a test failure, CI log, or GitHub issue. Only invoke when explicitly called via /slang-fix-bug.", + "identifier": "urn:air:github.com:sveltejs:ai-tools:svelte", + "displayName": "Svelte", + "mediaType": "application/vnd.github.copilot-plugin", + "url": "https://github.com/sveltejs/ai-tools/blob/main/plugins/cursor/svelte", + "description": "A plugin for all things related to Svelte development, MCP, skills, and more.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-fix-bug/SKILL.md" + "sourceSet": "sveltejs/ai-tools", + "repoPath": "plugins/cursor/svelte/.cursor-plugin/plugin.json" }, - "type": "application/ai-skill" + "type": "application/vnd.github.copilot-plugin" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-github", - "displayName": "Slang GitHub", + "identifier": "urn:air:github.com:sveltejs:ai-tools:writing-great-skills", + "displayName": "Writing Great Skills", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-github/SKILL.md", - "description": "GitHub operations for the Slang compiler. Clone, branch, PR, issues, CI.", + "url": "https://github.com/sveltejs/ai-tools/blob/main/.agents/skills/writing-great-skills/SKILL.md", + "description": "Reference for writing and editing skills well - the vocabulary and principles that make a skill predictable.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-github/SKILL.md" + "sourceSet": "sveltejs/ai-tools", + "repoPath": ".agents/skills/writing-great-skills/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-investigate", - "displayName": "Slang Investigate", + "identifier": "urn:air:github.com:sveltejs:ai-tools:writing-opencode-plugins", + "displayName": "Writing Opencode Plugins", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-investigate/SKILL.md", - "description": "Root cause investigation for Slang compiler bugs. Only invoke when explicitly called via /slang-investigate or from slang-fix-bug.", + "url": "https://github.com/sveltejs/ai-tools/blob/main/.agents/skills/writing-opencode-plugins/SKILL.md", + "description": "OpenCode plugins, @opencode-ai/plugin, @opencode-ai/plugin/tui, plugin hooks, custom tools, TUI routes, slots, keymaps, and packaging.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-investigate/SKILL.md" + "sourceSet": "sveltejs/ai-tools", + "repoPath": ".agents/skills/writing-opencode-plugins/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-maintainer-tools", - "displayName": "Slang Maintainer Tools", + "identifier": "urn:air:github.com:trailofbits:skills:address-sanitizer", + "displayName": "Address Sanitizer", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-maintainer-tools/SKILL.md", - "description": "Bridge from /slang-maintain workflow steps to concrete slang-mcp tool calls.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/address-sanitizer/SKILL.md", + "description": "AddressSanitizer detects memory errors during fuzzing.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-maintainer-tools/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/address-sanitizer/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-create", - "displayName": "Slang PR Create", + "identifier": "urn:air:github.com:trailofbits:skills:aflpp", + "displayName": "Aflpp", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-create/SKILL.md", - "description": "Create and publish a GitHub pull request for Slang work, defaulting to the local origin remote and using draft PRs only for shader-slang/* targets...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/aflpp/SKILL.md", + "description": "AFL++ is a fork of AFL with better fuzzing performance and advanced features.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-pr-create/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/aflpp/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-report", - "displayName": "Slang PR Report", + "identifier": "urn:air:github.com:trailofbits:skills:agentic-actions-auditor", + "displayName": "Agentic Actions Auditor", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-report/SKILL.md", - "description": "Surface the open shader-slang PRs needing human attention with a bundled gh-only Python script (scripts/pr_report.py): an assignee-grouped escalation...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/agentic-actions-auditor/skills/agentic-actions-auditor/SKILL.md", + "description": "Audits GitHub Actions workflows for security vulnerabilities in AI agent integrations including Claude Code Action, Gemini CLI, OpenAI Codex, and...", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-pr-report/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/agentic-actions-auditor/skills/agentic-actions-auditor/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-resolve-comments", - "displayName": "Slang PR Resolve Comments", + "identifier": "urn:air:github.com:trailofbits:skills:algorand-vulnerability-scanner", + "displayName": "Algorand Vulnerability Scanner", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-resolve-comments/SKILL.md", - "description": "Resolve GitHub PR review feedback and CI failures. Use when asked to monitor a PR, handle LLM and human review threads and general PR comments from...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/algorand-vulnerability-scanner/SKILL.md", + "description": "Scans Algorand smart contracts for 11 common vulnerabilities including rekeying attacks, unchecked transaction fees, missing field validations, and...", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-pr-resolve-comments/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/building-secure-contracts/skills/algorand-vulnerability-scanner/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-pr-review-runner", - "displayName": "Slang PR Review Runner", + "identifier": "urn:air:github.com:trailofbits:skills:ask-questions-if-underspecified", + "displayName": "Ask Questions If Underspecified", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-pr-review-runner/SKILL.md", - "description": "Reproduces the shader-slang/slang production PR-review bot (anthropics/claude-code-action@v1 + .github/workflows/claude-pr-review.yml) locally.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/ask-questions-if-underspecified/skills/ask-questions-if-underspecified/SKILL.md", + "description": "Clarify requirements before implementing.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-pr-review-runner/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/ask-questions-if-underspecified/skills/ask-questions-if-underspecified/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-release", - "displayName": "Slang Release", + "identifier": "urn:air:github.com:trailofbits:skills:atheris", + "displayName": "Atheris", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-release/SKILL.md", - "description": "Write-heavy Slang release engineering: update the SPIRV-Tools/SPIRV-Headers submodules and integrate GitHub master into the internal GitLab forks (the..", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/atheris/SKILL.md", + "description": "Atheris is a coverage-guided Python fuzzer based on libFuzzer.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-release/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/atheris/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-review-pr", - "displayName": "Slang Review PR", + "identifier": "urn:air:github.com:trailofbits:skills:audit-augmentation", + "displayName": "Audit Augmentation", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-review-pr/SKILL.md", - "description": "Review a Slang compiler PR for correctness, evaluate review feedback, implement fixes, and manage review threads.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/trailmark/skills/audit-augmentation/SKILL.md", + "description": "Augments Trailmark code graphs with external audit findings from SARIF static analysis results and weAudit annotation files.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-review-pr/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/trailmark/skills/audit-augmentation/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-run-tests", - "displayName": "Slang Run Tests", + "identifier": "urn:air:github.com:trailofbits:skills:audit-context-building", + "displayName": "Audit Context Building", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-run-tests/SKILL.md", - "description": "Platform-aware test runner for the Slang compiler. Only invoke when explicitly called via /slang-run-tests or referenced by other skills.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/audit-context-building/skills/audit-context-building/SKILL.md", + "description": "Enables ultra-granular, line-by-line code analysis to build deep architectural context before vulnerability or bug finding.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-run-tests/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/audit-context-building/skills/audit-context-building/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-sti", - "displayName": "Slang Sti", + "identifier": "urn:air:github.com:trailofbits:skills:audit-prep-assistant", + "displayName": "Audit Prep Assistant", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-sti/SKILL.md", - "description": "Install and use sti, a fast parallel test runner that replaces direct slang-test usage with crash recovery, retries, and better output.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/audit-prep-assistant/SKILL.md", + "description": "Prepares codebases for security review using Trail of Bits' checklist.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-sti/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/building-secure-contracts/skills/audit-prep-assistant/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-test-feature", - "displayName": "Slang Test Feature", + "identifier": "urn:air:github.com:trailofbits:skills:burpsuite-project-parser", + "displayName": "Burpsuite Project Parser", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-test-feature/SKILL.md", - "description": "Orchestrator that researches a language feature, produces a test plan for user review, and fans out parallel agents that each deliver test branches with", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/burpsuite-project-parser/skills/burpsuite-project-parser/SKILL.md", + "description": "Searches and explores Burp Suite project files (.burp) from the command line.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-test-feature/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/burpsuite-project-parser/skills/burpsuite-project-parser/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slang-write-test", - "displayName": "Slang Write Test", + "identifier": "urn:air:github.com:trailofbits:skills:c-review", + "displayName": "C Review", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slang-write-test/SKILL.md", - "description": "Quick reference for writing Slang compiler tests (.slang files with //TEST directives). Only invoke when explicitly called via /slang-write-test.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/c-review/skills/c-review/SKILL.md", + "description": "Performs comprehensive C/C++ security review for memory corruption, integer overflows, race conditions, and platform-specific vulnerabilities.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slang-write-test/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/c-review/skills/c-review/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-build", - "displayName": "Slangpy Build", + "identifier": "urn:air:github.com:trailofbits:skills:cairo-vulnerability-scanner", + "displayName": "Cairo Vulnerability Scanner", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-build/SKILL.md", - "description": "Clone, build, and test SlangPy. Use when the repo needs setup, a rebuild, or when tests fail.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/cairo-vulnerability-scanner/SKILL.md", + "description": "Scans Cairo/StarkNet smart contracts for 6 critical vulnerabilities including felt252 arithmetic overflow, L1-L2 messaging issues, address conversion...", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slangpy-build/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/building-secure-contracts/skills/cairo-vulnerability-scanner/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-code-reader", - "displayName": "Slangpy Code Reader", + "identifier": "urn:air:github.com:trailofbits:skills:cargo-fuzz", + "displayName": "Cargo Fuzz", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-code-reader/SKILL.md", - "description": "Read-only investigation of the SlangPy codebase. Navigate source, trace the functional API call path, understand architecture, apply review lenses.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/cargo-fuzz/SKILL.md", + "description": "cargo-fuzz is the de facto fuzzing tool for Rust projects using Cargo.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slangpy-code-reader/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/cargo-fuzz/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-code-writer", - "displayName": "Slangpy Code Writer", + "identifier": "urn:air:github.com:trailofbits:skills:chrome-mcp-troubleshooting", + "displayName": "Chrome Mcp Troubleshooting", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-code-writer/SKILL.md", - "description": "Implement changes in SlangPy. Edit code, write tests, format, commit.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/claude-in-chrome-troubleshooting/skills/chrome-mcp-troubleshooting/SKILL.md", + "description": "Diagnose and fix Claude in Chrome MCP extension connectivity issues.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slangpy-code-writer/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/claude-in-chrome-troubleshooting/skills/chrome-mcp-troubleshooting/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-docs", - "displayName": "Slangpy Docs", + "identifier": "urn:air:github.com:trailofbits:skills:code-maturity-assessor", + "displayName": "Code Maturity Assessor", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-docs/SKILL.md", - "description": "Read and write SlangPy documentation.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/code-maturity-assessor/SKILL.md", + "description": "Systematic code maturity assessment using Trail of Bits' 9-category framework.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slangpy-docs/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/building-secure-contracts/skills/code-maturity-assessor/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:slangpy-github", - "displayName": "Slangpy GitHub", + "identifier": "urn:air:github.com:trailofbits:skills:codeql", + "displayName": "Codeql", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/slangpy-github/SKILL.md", - "description": "GitHub operations for SlangPy. Clone, branch, PR, issues, CI.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/static-analysis/skills/codeql/SKILL.md", + "description": "Scans a codebase for security vulnerabilities using CodeQL's interprocedural data flow and taint tracking analysis.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/slangpy-github/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/static-analysis/skills/codeql/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:tmux-agent-manager", - "displayName": "Tmux Agent Manager", + "identifier": "urn:air:github.com:trailofbits:skills:constant-time-analysis", + "displayName": "Constant Time Analysis", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/tmux-agent-manager/SKILL.md", - "description": "Manage multiple Claude Code agent sessions running in tmux. Report a status summary of all sessions, deliver instructions to a specific agent via tmux..", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/constant-time-analysis/skills/constant-time-analysis/SKILL.md", + "description": "Detects timing side-channel vulnerabilities in cryptographic code.", "metadata": { - "sourceSet": "shader-slang/slang-skills", - "repoPath": "skills/tmux-agent-manager/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/constant-time-analysis/skills/constant-time-analysis/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:shader-slang:slang-skills:zellij-agent-manager", - "displayName": "Zellij Agent Manager", + "identifier": "urn:air:github.com:trailofbits:skills:constant-time-testing", + "displayName": "Constant Time Testing", "mediaType": "application/ai-skill", - "url": "https://github.com/shader-slang/slang-skills/blob/main/skills/zellij-agent-manager/SKILL.md", - "description": "Manage multiple Claude Code agent sessions running in Zellij.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/constant-time-testing/SKILL.md", + "description": "Constant-time testing detects timing side channels in cryptographic code.", "metadata": { - 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"description": "Use when the user wants to use the UCP CLI to find, compare, buy, or track products from online merchants, or to set up and troubleshoot the local...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/culture-index/skills/interpreting-culture-index/SKILL.md", + "description": "Interprets Culture Index (CI) surveys, behavioral profiles, and personality assessment data.", "metadata": { - "sourceSet": "Shopify/Shopify-AI-Toolkit", - "repoPath": "skills/ucp/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/culture-index/skills/interpreting-culture-index/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:smartcrabai:agent-skills:improve-review-from-pr-gap", - "displayName": "Improve Review From PR Gap", + "identifier": "urn:air:github.com:trailofbits:skills:let-fate-decide", + "displayName": "Let Fate Decide", "mediaType": "application/ai-skill", - "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/improve-review-from-pr-gap/SKILL.md", - "description": "Use this when the user says a merged PR turned out to have an oversight/missed case that needed a follow-up fix PR, and wants to extract the review...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/let-fate-decide/skills/let-fate-decide/SKILL.md", + "description": "Draws the 12 Houses of the Zodiac Tarot spread to inject entropy into planning when prompts are vague, ambiguous, or casually delegated.", "metadata": { - "sourceSet": "smartcrabai/agent-skills", - "repoPath": "skills/improve-review-from-pr-gap/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/let-fate-decide/skills/let-fate-decide/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:smartcrabai:agent-skills:improve-review-from-session", - "displayName": "Improve Review From Session", + "identifier": "urn:air:github.com:trailofbits:skills:libafl", + "displayName": "Libafl", "mediaType": "application/ai-skill", - "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/improve-review-from-session/SKILL.md", - "description": "Use this when the user asks to capture lessons from this session as review perspectives, save review viewpoints, turn this session's mistakes/feedback..", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/libafl/SKILL.md", + "description": "LibAFL is a modular fuzzing library for building custom fuzzers.", "metadata": { - "sourceSet": "smartcrabai/agent-skills", - "repoPath": "skills/improve-review-from-session/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/libafl/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:smartcrabai:agent-skills:review-pr", - "displayName": "Review PR", + "identifier": "urn:air:github.com:trailofbits:skills:libfuzzer", + "displayName": "Libfuzzer", "mediaType": "application/ai-skill", - "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/review-pr/SKILL.md", - "description": "Use this whenever the user asks to review a pull request by number (e.g. 'review PR #123', 'PR 45を見て', 'review this PR'), to evaluate a PR's diff...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/libfuzzer/SKILL.md", + "description": "Coverage-guided fuzzer built into LLVM for C/C++ projects.", "metadata": { - "sourceSet": "smartcrabai/agent-skills", - "repoPath": "skills/review-pr/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/libfuzzer/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:smartcrabai:agent-skills:review-uncommitted", - "displayName": "Review Uncommitted", + "identifier": "urn:air:github.com:trailofbits:skills:mermaid-to-proverif", + "displayName": "Mermaid To Proverif", "mediaType": "application/ai-skill", - "url": "https://github.com/smartcrabai/agent-skills/blob/main/skills/review-uncommitted/SKILL.md", - "description": "Use this whenever the user asks to review uncommitted/local/working-tree changes, check the current diff before committing, or evaluate pending changes.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/trailmark/skills/mermaid-to-proverif/SKILL.md", + "description": "Translates Mermaid sequenceDiagrams describing cryptographic protocols into ProVerif formal verification models (.pv files).", "metadata": { - "sourceSet": "smartcrabai/agent-skills", - "repoPath": "skills/review-uncommitted/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/trailmark/skills/mermaid-to-proverif/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:stripe:ai:connect-recommend", - "displayName": "Connect Recommend", + "identifier": "urn:air:github.com:trailofbits:skills:modern-python", + "displayName": "Modern Python", "mediaType": "application/ai-skill", - "url": "https://github.com/stripe/ai/blob/main/providers/cursor/plugin/skills/connect-recommend/SKILL.md", - "description": "This skill should be used when the user asks about Stripe Connect configuration, charge patterns, dashboard access, or how to get started with...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/modern-python/skills/modern-python/SKILL.md", + "description": "Configures Python projects with modern tooling (uv, ruff, ty).", "metadata": { - "sourceSet": "stripe/ai", - "repoPath": "providers/cursor/plugin/skills/connect-recommend/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/modern-python/skills/modern-python/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:stripe:ai:stripe-best-practices", - "displayName": "Stripe Best Practices", + "identifier": "urn:air:github.com:trailofbits:skills:mutation-testing", + "displayName": "Mutation Testing", "mediaType": "application/ai-skill", - "url": "https://github.com/stripe/ai/blob/main/skills/stripe-best-practices/SKILL.md", - "description": "Guides Stripe integration decisions - API selection (Checkout Sessions vs PaymentIntents), Connect platform setup (Accounts v2, controller...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/mutation-testing/skills/mutation-testing/SKILL.md", + "description": "Configures mewt or muton mutation testing campaigns - scopes targets, tunes timeouts, and optimizes long-running runs.", "metadata": { - "sourceSet": "stripe/ai", - "repoPath": "skills/stripe-best-practices/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/mutation-testing/skills/mutation-testing/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:stripe:ai:stripe-directory", - "displayName": "Stripe Directory", + "identifier": "urn:air:github.com:trailofbits:skills:ossfuzz", + "displayName": "Ossfuzz", "mediaType": "application/ai-skill", - "url": "https://github.com/stripe/ai/blob/main/skills/stripe-directory/SKILL.md", - "description": "Use when the user wants to find businesses, software, service providers, or partners for a specific industry, workflow, pain point, capability, or...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/ossfuzz/SKILL.md", + "description": "OSS-Fuzz provides free continuous fuzzing for open source projects.", "metadata": { - "sourceSet": "stripe/ai", - "repoPath": "skills/stripe-directory/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/ossfuzz/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:stripe:ai:stripe-projects", - "displayName": "Stripe Projects", + "identifier": "urn:air:github.com:trailofbits:skills:property-based-testing", + "displayName": "Property Based Testing", "mediaType": "application/ai-skill", - "url": "https://github.com/stripe/ai/blob/main/skills/stripe-projects/SKILL.md", - "description": "Use when the user wants to provision infrastructure or third-party services using Stripe Projects.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/property-based-testing/skills/property-based-testing/SKILL.md", + "description": "Provides guidance for property-based testing across multiple languages and smart contracts.", "metadata": { - "sourceSet": "stripe/ai", - "repoPath": "skills/stripe-projects/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/property-based-testing/skills/property-based-testing/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:stripe:ai:upgrade-stripe", - "displayName": "Upgrade Stripe", + "identifier": "urn:air:github.com:trailofbits:skills:rust-review", + "displayName": "Rust Review", "mediaType": "application/ai-skill", - "url": "https://github.com/stripe/ai/blob/main/skills/upgrade-stripe/SKILL.md", - "description": "Guide for upgrading Stripe API versions and SDKs", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/rust-review/skills/rust-review/SKILL.md", + "description": "Performs comprehensive Rust security review for safe/unsafe boundary issues, memory safety in unsafe blocks, concurrency hazards, panic-induced DoS...", "metadata": { - "sourceSet": "stripe/ai", - "repoPath": "skills/upgrade-stripe/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/rust-review/skills/rust-review/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:sunriseapps:imagesorcery-mcp", - "displayName": "Imagesorcery", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/sunriseapps%2Fimagesorcery-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "sunriseapps/imagesorcery-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - }, - "type": "application/mcp-server+json" - }, - { - "identifier": "urn:air:github.com:supabase:agent-skills:supabase-postgres-best-practices", - "displayName": "Supabase Postgres Best Practices", + "identifier": "urn:air:github.com:trailofbits:skills:ruzzy", + "displayName": "Ruzzy", "mediaType": "application/ai-skill", - "url": "https://github.com/supabase/agent-skills/blob/main/skills/supabase-postgres-best-practices/SKILL.md", - "description": "Postgres performance optimization and best practices from Supabase.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/ruzzy/SKILL.md", + "description": "Ruzzy is a coverage-guided Ruby fuzzer by Trail of Bits.", "metadata": { - "sourceSet": "supabase/agent-skills", - "repoPath": "skills/supabase-postgres-best-practices/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/testing-handbook-skills/skills/ruzzy/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:supabase:agent-skills:supabase", - "displayName": "Supabase", + "identifier": "urn:air:github.com:trailofbits:skills:sarif-parsing", + "displayName": "Sarif Parsing", "mediaType": "application/ai-skill", - "url": "https://github.com/supabase/agent-skills/blob/main/skills/supabase/SKILL.md", - "description": "Use when doing ANY task involving Supabase.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/static-analysis/skills/sarif-parsing/SKILL.md", + "description": "Parses and processes SARIF files from static analysis tools like CodeQL, Semgrep, or other scanners.", "metadata": { - "sourceSet": "supabase/agent-skills", - "repoPath": "skills/supabase/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/static-analysis/skills/sarif-parsing/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:sveltejs:ai-tools:svelte-code-writer", - "displayName": "Svelte Code Writer", + "identifier": "urn:air:github.com:trailofbits:skills:seatbelt-sandboxer", + "displayName": "Seatbelt Sandboxer", "mediaType": "application/ai-skill", - "url": "https://github.com/sveltejs/ai-tools/blob/main/tools/skills/svelte-code-writer/SKILL.md", - "description": "CLI tools for Svelte 5 documentation lookup and code analysis.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/seatbelt-sandboxer/skills/seatbelt-sandboxer/SKILL.md", + "description": "Generates minimal macOS Seatbelt sandbox configurations.", "metadata": { - "sourceSet": "sveltejs/ai-tools", - "repoPath": "tools/skills/svelte-code-writer/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/seatbelt-sandboxer/skills/seatbelt-sandboxer/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:sveltejs:ai-tools:svelte-core-bestpractices", - "displayName": "Svelte Core Bestpractices", + "identifier": "urn:air:github.com:trailofbits:skills:second-opinion", + "displayName": "Second Opinion", "mediaType": "application/ai-skill", - "url": "https://github.com/sveltejs/ai-tools/blob/main/tools/skills/svelte-core-bestpractices/SKILL.md", - "description": "Guidance on writing fast, robust, modern Svelte code.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/second-opinion/skills/second-opinion/SKILL.md", + "description": "Runs external LLM code reviews (OpenAI Codex or Google Gemini CLI) on uncommitted changes, branch diffs, or specific commits.", "metadata": { - "sourceSet": "sveltejs/ai-tools", - "repoPath": "tools/skills/svelte-core-bestpractices/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/second-opinion/skills/second-opinion/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:sveltejs:ai-tools:svelte", - "displayName": "Svelte", - "mediaType": "application/vnd.github.copilot-plugin", - "url": "https://github.com/sveltejs/ai-tools/blob/main/plugins/cursor/svelte", - "description": "A plugin for all things related to Svelte development, MCP, skills, and more.", + "identifier": "urn:air:github.com:trailofbits:skills:secure-workflow-guide", + "displayName": "Secure Workflow Guide", + "mediaType": "application/ai-skill", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/secure-workflow-guide/SKILL.md", + "description": "Guides through Trail of Bits' 5-step secure development workflow.", "metadata": { - "sourceSet": "sveltejs/ai-tools", - "repoPath": "plugins/cursor/svelte/.cursor-plugin/plugin.json" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/building-secure-contracts/skills/secure-workflow-guide/SKILL.md" }, - "type": "application/vnd.github.copilot-plugin" + "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:sveltejs:ai-tools:writing-great-skills", - "displayName": "Writing Great Skills", + "identifier": "urn:air:github.com:trailofbits:skills:semgrep-rule-creator", + "displayName": "Semgrep Rule Creator", "mediaType": "application/ai-skill", - "url": "https://github.com/sveltejs/ai-tools/blob/main/.agents/skills/writing-great-skills/SKILL.md", - "description": "Reference for writing and editing skills well - the vocabulary and principles that make a skill predictable.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/semgrep-rule-creator/skills/semgrep-rule-creator/SKILL.md", + "description": "Creates custom Semgrep rules for detecting security vulnerabilities, bug patterns, and code patterns.", "metadata": { - "sourceSet": "sveltejs/ai-tools", - "repoPath": ".agents/skills/writing-great-skills/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/semgrep-rule-creator/skills/semgrep-rule-creator/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:sveltejs:ai-tools:writing-opencode-plugins", - "displayName": "Writing Opencode Plugins", + "identifier": "urn:air:github.com:trailofbits:skills:semgrep-rule-variant-creator", + "displayName": "Semgrep Rule Variant Creator", "mediaType": "application/ai-skill", - "url": "https://github.com/sveltejs/ai-tools/blob/main/.agents/skills/writing-opencode-plugins/SKILL.md", - "description": "OpenCode plugins, @opencode-ai/plugin, @opencode-ai/plugin/tui, plugin hooks, custom tools, TUI routes, slots, keymaps, and packaging.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/semgrep-rule-variant-creator/skills/semgrep-rule-variant-creator/SKILL.md", + "description": "Creates language variants of existing Semgrep rules.", "metadata": { - "sourceSet": "sveltejs/ai-tools", - "repoPath": ".agents/skills/writing-opencode-plugins/SKILL.md" + "sourceSet": "trailofbits/skills", + "repoPath": "plugins/semgrep-rule-variant-creator/skills/semgrep-rule-variant-creator/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:trailofbits:skills:address-sanitizer", - "displayName": "Address Sanitizer", + "identifier": "urn:air:github.com:trailofbits:skills:semgrep", + "displayName": "Semgrep", "mediaType": "application/ai-skill", - "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/address-sanitizer/SKILL.md", - "description": "AddressSanitizer detects memory errors during fuzzing.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/static-analysis/skills/semgrep/SKILL.md", + "description": "Run Semgrep static analysis scan on a codebase using parallel subagents.", "metadata": { "sourceSet": "trailofbits/skills", - "repoPath": "plugins/testing-handbook-skills/skills/address-sanitizer/SKILL.md" + "repoPath": "plugins/static-analysis/skills/semgrep/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:trailofbits:skills:aflpp", - "displayName": "Aflpp", + "identifier": "urn:air:github.com:trailofbits:skills:sharp-edges", + "displayName": "Sharp Edges", "mediaType": "application/ai-skill", - "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/aflpp/SKILL.md", - "description": "AFL++ is a fork of AFL with better fuzzing performance and advanced features.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/sharp-edges/skills/sharp-edges/SKILL.md", + "description": "Identifies error-prone APIs, dangerous configurations, and footgun designs that enable security mistakes.", "metadata": { "sourceSet": "trailofbits/skills", - "repoPath": "plugins/testing-handbook-skills/skills/aflpp/SKILL.md" + "repoPath": "plugins/sharp-edges/skills/sharp-edges/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:trailofbits:skills:agentic-actions-auditor", - "displayName": "Agentic Actions Auditor", + "identifier": "urn:air:github.com:trailofbits:skills:skill-improver", + "displayName": "Skill Improver", "mediaType": "application/ai-skill", - "url": "https://github.com/trailofbits/skills/blob/main/plugins/agentic-actions-auditor/skills/agentic-actions-auditor/SKILL.md", - "description": "Audits GitHub Actions workflows for security vulnerabilities in AI agent integrations including Claude Code Action, Gemini CLI, OpenAI Codex, and...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/skill-improver/skills/skill-improver/SKILL.md", + "description": "Iteratively reviews and fixes Claude Code skill quality issues until they meet standards.", "metadata": { "sourceSet": "trailofbits/skills", - "repoPath": "plugins/agentic-actions-auditor/skills/agentic-actions-auditor/SKILL.md" + "repoPath": "plugins/skill-improver/skills/skill-improver/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:trailofbits:skills:algorand-vulnerability-scanner", - "displayName": "Algorand Vulnerability Scanner", + "identifier": "urn:air:github.com:trailofbits:skills:solana-vulnerability-scanner", + "displayName": "Solana Vulnerability Scanner", "mediaType": "application/ai-skill", - "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/algorand-vulnerability-scanner/SKILL.md", - "description": "Scans Algorand smart contracts for 11 common vulnerabilities including rekeying attacks, unchecked transaction fees, missing field validations, and...", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/building-secure-contracts/skills/solana-vulnerability-scanner/SKILL.md", + "description": "Scans Solana programs for 6 critical vulnerabilities including arbitrary CPI, improper PDA validation, missing signer/ownership checks, and sysvar...", "metadata": { "sourceSet": "trailofbits/skills", - "repoPath": "plugins/building-secure-contracts/skills/algorand-vulnerability-scanner/SKILL.md" + "repoPath": "plugins/building-secure-contracts/skills/solana-vulnerability-scanner/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:trailofbits:skills:ask-questions-if-underspecified", - "displayName": "Ask Questions If Underspecified", + "identifier": "urn:air:github.com:trailofbits:skills:spec-to-code-compliance", + "displayName": "Spec To Code Compliance", "mediaType": "application/ai-skill", - "url": "https://github.com/trailofbits/skills/blob/main/plugins/ask-questions-if-underspecified/skills/ask-questions-if-underspecified/SKILL.md", - "description": "Clarify requirements before implementing.", + "url": "https://github.com/trailofbits/skills/blob/main/plugins/spec-to-code-compliance/skills/spec-to-code-compliance/SKILL.md", + "description": "Verifies code implements exactly what documentation specifies for blockchain audits.", "metadata": { "sourceSet": "trailofbits/skills", - "repoPath": "plugins/ask-questions-if-underspecified/skills/ask-questions-if-underspecified/SKILL.md" + "repoPath": "plugins/spec-to-code-compliance/skills/spec-to-code-compliance/SKILL.md" }, "type": "application/ai-skill" }, { - "identifier": "urn:air:github.com:trailofbits:skills:atheris", - "displayName": "Atheris", + "identifier": "urn:air:github.com:trailofbits:skills:substrate-vulnerability-scanner", + "displayName": "Substrate Vulnerability Scanner", "mediaType": "application/ai-skill", - "url": "https://github.com/trailofbits/skills/blob/main/plugins/testing-handbook-skills/skills/atheris/SKILL.md", - 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"version": "2.1.46", - "updatedAt": "2026-08-06T13:09:06Z", + "url": "https://api.mcp.github.com/v0.1/servers/microsoftdocs%2Fmcp/versions/1.0.0", + "description": "Enables clients like GitHub Copilot and other AI agents to bring trusted and up-to-date information directly from Microsoft's official documentation.", + "tags": [ + "ai", + "ai-agents", + "documentation", + "mcp", + "microsoft", + "microsoft-learn", + "rag", + "copilot", + "llm", + "skills" + ], + "version": "1.0.0", + "updatedAt": "2026-01-19T03:45:57Z", "metadata": { "primaryLanguage": "TypeScript", - "readmeUrl": "https://github.com/zereight/gitlab-mcp#readme", - "repository": "https://github.com/zereight/gitlab-mcp", + "readmeUrl": "https://github.com/microsoftdocs/mcp#readme", + "repository": "https://github.com/microsoftdocs/mcp", "repositorySource": "github", - "stargazerCount": 1880 + "stargazerCount": 1830 } }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.picsee:short-link", - "displayName": "PicSee Short Link", + "identifier": "urn:air:registry.modelcontextprotocol.io:neondatabase:mcp-server-neon", + "displayName": "neondatabase/mcp-server-neon", "type": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.picsee%2Fshort-link/versions/3.1.0", - "description": "Official PicSee MCP server for short links, link management, click analytics, and optional OAuth.", - "tags": [ - "link-analytics", - "mcp", - "mcp-server", - "model-context-protocol", - "oauth", - "picsee", - "short-link", - "streamable-http", - "typescript", - "url-shortener" - ], - "version": "3.1.0", - "updatedAt": "2026-08-06T13:09:09Z", + "url": "https://api.mcp.github.com/v0.1/servers/neondatabase%2Fmcp-server-neon/versions/1.0.0", + "description": "MCP server for interacting with Neon Management API and databases", + "version": "1.0.0", + "updatedAt": "2026-01-20T21:06:38Z", "metadata": { "primaryLanguage": "TypeScript", - "readmeUrl": "https://github.com/PicSeeInc/picsee-mcp#readme", - "repository": "https://github.com/PicSeeInc/picsee-mcp", + "readmeUrl": "https://github.com/neondatabase/mcp-server-neon#readme", + "repository": "https://github.com/neondatabase/mcp-server-neon", "repositorySource": "github", - "websiteUrl": "https://picsee.io/help/agent-skill" + "stargazerCount": 623 } }, { - "identifier": "urn:air:registry.modelcontextprotocol.io:io.unstructured:transform", - "displayName": "Unstructured Transform", + "identifier": "urn:air:registry.modelcontextprotocol.io:octopusdeploy:mcp-server", + "displayName": "octopusdeploy/mcp-server", "type": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.unstructured%2Ftransform/versions/0.7.2", - "description": "Turn documents into structured, AI-ready data by parsing, enriching, chunking, and embedding.", - "version": "0.7.2", - "updatedAt": "2026-08-06T13:09:13Z", + "url": "https://api.mcp.github.com/v0.1/servers/octopusdeploy%2Fmcp-server/versions/0.0.1-seed", + "description": "Deliver software to Kubernetes, multi-cloud, on-prem infrastructure, and anywhere else", + "tags": [ + "devops", + "mcp", + "mcp-server" + ], + "version": "0.0.1-seed", + "updatedAt": "2026-01-19T07:47:36Z", "metadata": { "primaryLanguage": "TypeScript", - "readmeUrl": "https://github.com/Unstructured-IO/unstructured-mcp-integrations#readme", - "repository": "https://github.com/Unstructured-IO/unstructured-mcp-integrations", + "readmeUrl": "https://github.com/OctopusDeploy/mcp-server#readme", + "repository": "https://github.com/OctopusDeploy/mcp-server", "repositorySource": "github", - "websiteUrl": "https://docs.unstructured.io/transform/overview" + "stargazerCount": 101 } }, { "identifier": "urn:air:registry.modelcontextprotocol.io:one.faf:claude-faf-mcp", "displayName": "Claude FAF", "type": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/one.faf%2Fclaude-faf-mcp/versions/5.20.0", + "url": "https://api.mcp.github.com/v0.1/servers/one.faf%2Fclaude-faf-mcp/versions/5.21.0", "description": "Persistent project context for Claude. IANA-registered .faf format.", "tags": [ "ai", @@ -25764,8 +26516,8 @@ "mcp-server", "model-context-protocol" ], - "version": "5.20.0", - "updatedAt": "2026-08-06T13:09:21Z", + "version": "5.21.0", + "updatedAt": "2026-08-12T17:07:57Z", "metadata": { "primaryLanguage": "TypeScript", "readmeUrl": "https://github.com/Wolfe-Jam/claude-faf-mcp#readme", @@ -25794,7 +26546,7 @@ "typescript" ], "version": "2.3.1", - "updatedAt": "2026-08-06T13:09:22Z", + "updatedAt": "2026-08-12T17:07:58Z", "metadata": { "primaryLanguage": "TypeScript", "readmeUrl": "https://github.com/Wolfe-Jam/faf-mcp#readme", @@ -25804,12 +26556,40 @@ "websiteUrl": "https://faf.one" } }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:oraios:serena", + "displayName": "oraios/serena", + "type": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/oraios%2Fserena/versions/1.0.0", + "description": "Semantic code retrieval & editing tools for coding agents.", + "tags": [ + "agent", + "ai", + "vibe-coding", + "mcp-server", + "ai-coding", + "language-server", + "programming", + "claude", + "claude-code", + "codex" + ], + "version": "1.0.0", + "updatedAt": "2026-01-14T17:47:30Z", + "metadata": { + "primaryLanguage": "Python", + "readmeUrl": "https://github.com/oraios/serena#readme", + "repository": "https://github.com/oraios/serena", + "repositorySource": "github", + "stargazerCount": 27925 + } + }, { "identifier": "urn:air:registry.modelcontextprotocol.io:org.sylin:ghostlight", "displayName": "org.sylin/ghostlight", "type": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/org.sylin%2Fghostlight/versions/0.7.3", - "description": "Drive your real logged-in browser from any MCP client. Governed or wide open, one portable binary.", + "url": "https://api.mcp.github.com/v0.1/servers/org.sylin%2Fghostlight/versions/0.8.0", + "description": "Visible local browser automation in signed-in Chromium, with optional policy and audit.", "tags": [ "access-control", "ai-agents", @@ -25822,16 +26602,88 @@ "model-context-protocol", "rust" ], - "version": "0.7.3", - "updatedAt": "2026-08-06T13:09:23Z", + "version": "0.8.0", + "updatedAt": "2026-08-12T17:08:00Z", "metadata": { "primaryLanguage": "Rust", "readmeUrl": "https://github.com/sylin-org/ghostlight#readme", "repository": "https://github.com/sylin-org/ghostlight", "repositorySource": "github", + "stargazerCount": 1, "websiteUrl": "https://sylin.org/ghostlight/" } }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:pl.gamedev:creator", + "displayName": "gamedev.pl", + "type": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/pl.gamedev%2Fcreator/versions/1.0.1", + "description": "Build browser games on gamedev.pl from your coding agent.", + "tags": [ + "gamedev", + "ai", + "ai-agents", + "browser-games", + "fastify", + "game-development", + "multiplayer", + "party-games", + "react", + "typescript" + ], + "version": "1.0.1", + "updatedAt": "2026-08-12T17:08:01Z", + "metadata": { + "primaryLanguage": "TypeScript", + "readmeUrl": "https://github.com/gamedevpl/www.gamedev.pl#readme", + "repository": "https://github.com/gamedevpl/www.gamedev.pl", + "repositorySource": "github", + "stargazerCount": 7, + "websiteUrl": "https://www.gamedev.pl" + } + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:pydantic:logfire-mcp", + "displayName": "pydantic/logfire-mcp", + "type": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/pydantic%2Flogfire-mcp/versions/1.0.0", + "description": "Provides access to OpenTelemetry traces and metrics through Logfire.", + "version": "1.0.0", + "updatedAt": "2026-01-17T15:20:48Z", + "metadata": { + "primaryLanguage": "Python", + "readmeUrl": "https://github.com/pydantic/logfire-mcp#readme", + "repository": "https://github.com/pydantic/logfire-mcp", + "repositorySource": "github", + "stargazerCount": 162 + } + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:sunriseapps:imagesorcery-mcp", + "displayName": "sunriseapps/imagesorcery-mcp", + "type": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/sunriseapps%2Fimagesorcery-mcp/versions/1.0.0", + "description": "Local image processing with computer vision capabilities including object detection, OCR, image editing, and transformations.", + "tags": [ + "computer-vision", + "image-processing", + "ocr", + "opencv", + "image-editing", + "image-manipulation", + "mcp", + "mcp-server" + ], + "version": "1.0.0", + "updatedAt": "2026-01-19T00:45:53Z", + "metadata": { + "primaryLanguage": "Python", + "readmeUrl": "https://github.com/sunriseapps/imagesorcery-mcp#readme", + "repository": "https://github.com/sunriseapps/imagesorcery-mcp", + "repositorySource": "github", + "stargazerCount": 325 + } + }, { "identifier": "urn:air:registry.modelcontextprotocol.io:uk.sadiqoon:sakh", "displayName": "SAKH — Ayatollah Khamenei Research Corpus", @@ -25839,13 +26691,41 @@ "url": "https://api.mcp.github.com/v0.1/servers/uk.sadiqoon%2Fsakh/versions/1.0.1", "description": "Ayatollah Khamenei corpus: fatwas, lectures, knowledge graph. Arabic/Persian. Research access.", "version": "1.0.1", - "updatedAt": "2026-08-06T13:09:25Z", + "updatedAt": "2026-08-12T17:08:02Z", "metadata": { "readmeUrl": "https://github.com/SADIQOON-LTD/sakh-mcp#readme", "repository": "https://github.com/SADIQOON-LTD/sakh-mcp", "repositorySource": "github", "websiteUrl": "https://khamenei-online.org/mcp/" } + }, + { + "identifier": "urn:air:registry.modelcontextprotocol.io:zapier:zapier-mcp", + "displayName": "zapier/zapier-mcp", + "type": "application/mcp-server+json", + "url": "https://api.mcp.github.com/v0.1/servers/zapier%2Fzapier-mcp/versions/1.0.0", + "description": "Zapier MCP is a remote MCP server that gives your AI direct access to 8,000+ apps and 30,000+ actions—no complex API integrations required.", + "tags": [ + "mcp", + "ai-agents", + "automation", + "claude-code", + "claude-code-plugin", + "codex-plugin", + "cursor-ai", + "cursor-plugin", + "integrations", + "skills" + ], + "version": "1.0.0", + "updatedAt": "2026-01-21T13:35:03Z", + "metadata": { + "primaryLanguage": "Shell", + "readmeUrl": "https://github.com/zapier/zapier-mcp#readme", + "repository": "https://github.com/zapier/zapier-mcp", + "repositorySource": "github", + "stargazerCount": 377 + } } ] } diff --git a/catalog/amplitude/mcp-server-guide.json b/catalog/amplitude/mcp-server-guide.json deleted file mode 100644 index bec92bf..0000000 --- a/catalog/amplitude/mcp-server-guide.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:amplitude:mcp-server-guide", - "displayName": "Amplitude", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/amplitude%2Fmcp-server-guide/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "amplitude/mcp-server-guide", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/antfu/nuxt-mcp.json b/catalog/antfu/nuxt-mcp.json deleted file mode 100644 index 7b449ef..0000000 --- a/catalog/antfu/nuxt-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:antfu:nuxt-mcp", - "displayName": "Nuxt", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/antfu%2Fnuxt-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "antfu/nuxt-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/azure-ai-foundry/mcp-foundry.json b/catalog/azure-ai-foundry/mcp-foundry.json deleted file mode 100644 index a96080d..0000000 --- a/catalog/azure-ai-foundry/mcp-foundry.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:azure-ai-foundry:mcp-foundry", - "displayName": "Azure AI Foundry", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/azure-ai-foundry%2Fmcp-foundry/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "azure-ai-foundry/mcp-foundry", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/azure/aks-mcp.json b/catalog/azure/aks-mcp.json deleted file mode 100644 index 251e191..0000000 --- a/catalog/azure/aks-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:azure:aks-mcp", - "displayName": "Azure Kubernetes Service", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/azure%2Faks-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "azure/aks-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/box/mcp-server-box-remote.json b/catalog/box/mcp-server-box-remote.json deleted file mode 100644 index d1de0f7..0000000 --- a/catalog/box/mcp-server-box-remote.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:box:mcp-server-box-remote", - "displayName": "Box", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/box%2Fmcp-server-box-remote/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "box/mcp-server-box-remote", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/chroma-core/chroma-mcp.json b/catalog/chroma-core/chroma-mcp.json deleted file mode 100644 index 0950cb7..0000000 --- a/catalog/chroma-core/chroma-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:chroma-core:chroma-mcp", - "displayName": "Chroma", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/chroma-core%2Fchroma-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "chroma-core/chroma-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/co.axiom/mcp.json b/catalog/co.axiom/mcp.json deleted file mode 100644 index 23cc3a4..0000000 --- a/catalog/co.axiom/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:co.axiom:mcp", - "displayName": "Axiom", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/co.axiom%2Fmcp/versions/latest", - "description": "List datasets, schemas, run APL queries, and use prompts for exploration, anomalies, and monitoring.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "co.axiom/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/codacy/codacy-mcp-server.json b/catalog/codacy/codacy-mcp-server.json deleted file mode 100644 index 2bdeeb5..0000000 --- a/catalog/codacy/codacy-mcp-server.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:codacy:codacy-mcp-server", - "displayName": "Codacy", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/codacy%2Fcodacy-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "codacy/codacy-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/cognitionai/deepwiki.json b/catalog/cognitionai/deepwiki.json deleted file mode 100644 index a11f546..0000000 --- a/catalog/cognitionai/deepwiki.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:cognitionai:deepwiki", - "displayName": "Deepwiki", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/cognitionai%2Fdeepwiki/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "cognitionai/deepwiki", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.apify/apify-mcp-server.json b/catalog/com.apify/apify-mcp-server.json deleted file mode 100644 index f68fa6d..0000000 --- a/catalog/com.apify/apify-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.apify:apify-mcp-server", - "displayName": "Apify", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.apify%2Fapify-mcp-server/versions/latest", - "description": "Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store ⚡", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.apify/apify-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.atlassian/atlassian-mcp-server.json b/catalog/com.atlassian/atlassian-mcp-server.json deleted file mode 100644 index 9b7e3fc..0000000 --- a/catalog/com.atlassian/atlassian-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.atlassian:atlassian-mcp-server", - "displayName": "Atlassian", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.atlassian%2Fatlassian-mcp-server/versions/latest", - "description": "Atlassian Rovo MCP Server", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.atlassian/atlassian-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.figma.mcp/mcp.json b/catalog/com.figma.mcp/mcp.json deleted file mode 100644 index 0a5896b..0000000 --- a/catalog/com.figma.mcp/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.figma.mcp:mcp", - "displayName": "Figma", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.figma.mcp%2Fmcp/versions/latest", - "description": "The Figma MCP server brings Figma design context directly into your AI workflow.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.figma.mcp/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.getguru/mcp-server.json b/catalog/com.getguru/mcp-server.json deleted file mode 100644 index b9c1131..0000000 --- a/catalog/com.getguru/mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.getguru:mcp-server", - "displayName": "Guru", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.getguru%2Fmcp-server/versions/latest", - "description": "Guru MCP Server - Connect AI tools to your Guru knowledge base", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.getguru/mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.glean/mcp.json b/catalog/com.glean/mcp.json deleted file mode 100644 index 982af5b..0000000 --- a/catalog/com.glean/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.glean:mcp", - "displayName": "Glean", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.glean%2Fmcp/versions/latest", - "description": "Remote MCP Server that securely connects Glean Enterprise Knowledge with your IDE, LLM, or agents.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.glean/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.microsoft/azure.json b/catalog/com.microsoft/azure.json deleted file mode 100644 index c1c67b1..0000000 --- a/catalog/com.microsoft/azure.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.microsoft:azure", - "displayName": "Azure", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.microsoft%2Fazure/versions/latest", - "description": "All Azure MCP tools to create a seamless connection between AI agents and Azure services.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.microsoft/azure", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.microsoft/microsoft-fabric.json b/catalog/com.microsoft/microsoft-fabric.json deleted file mode 100644 index 62693c0..0000000 --- a/catalog/com.microsoft/microsoft-fabric.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.microsoft:microsoft-fabric", - "displayName": "Microsoft Fabric", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.microsoft%2Fmicrosoft-fabric/versions/latest", - "description": "MCP tools for interacting with Microsoft Fabric", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.microsoft/microsoft-fabric", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.microsoft/nuget.json b/catalog/com.microsoft/nuget.json deleted file mode 100644 index 95093e5..0000000 --- a/catalog/com.microsoft/nuget.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.microsoft:nuget", - "displayName": "NuGet", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.microsoft%2Fnuget/versions/latest", - "description": "A Model Context Protocol (MCP) server for NuGet.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.microsoft/nuget", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.microsoft/sentinel-data-exploration.json b/catalog/com.microsoft/sentinel-data-exploration.json deleted file mode 100644 index 7fefd7d..0000000 --- a/catalog/com.microsoft/sentinel-data-exploration.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.microsoft:sentinel-data-exploration", - "displayName": "Microsoft Sentinel Data Exploration", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.microsoft%2Fsentinel-data-exploration/versions/latest", - "description": "Find relevant security data from Sentinel data lake for building effective agents. More:aka.ms/s/de", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.microsoft/sentinel-data-exploration", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.monday/monday.com.json b/catalog/com.monday/monday.com.json deleted file mode 100644 index 453a311..0000000 --- a/catalog/com.monday/monday.com.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.monday:monday.com", - "displayName": "Monday.com", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.monday%2Fmonday.com/versions/latest", - "description": "MCP server for monday.com integration.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.monday/monday.com", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.postman/postman-mcp-server.json b/catalog/com.postman/postman-mcp-server.json deleted file mode 100644 index 59ae1ad..0000000 --- a/catalog/com.postman/postman-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.postman:postman-mcp-server", - "displayName": "Postman", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.postman%2Fpostman-mcp-server/versions/latest", - "description": "A basic MCP server to operate on the Postman API.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.postman/postman-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.qualityclouds/mcp-server-qualityclouds.json b/catalog/com.qualityclouds/mcp-server-qualityclouds.json deleted file mode 100644 index 9b92c14..0000000 --- a/catalog/com.qualityclouds/mcp-server-qualityclouds.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.qualityclouds:mcp-server-qualityclouds", - "displayName": "LiveCheck AI", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.qualityclouds%2Fmcp-server-qualityclouds/versions/latest", - "description": "Secure MCP runtime server for scanning and autofixing code issues", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.qualityclouds/mcp-server-qualityclouds", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.shipstatic/mcp.json b/catalog/com.shipstatic/mcp.json deleted file mode 100644 index 0ee2993..0000000 --- a/catalog/com.shipstatic/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.shipstatic:mcp", - "displayName": "ShipStatic", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.shipstatic%2Fmcp/versions/latest", - "description": "Deploy websites from AI agents. Free at mcp.shipstatic.com. Install for the full toolset.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.shipstatic/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.smartbear/smartbear-mcp.json b/catalog/com.smartbear/smartbear-mcp.json deleted file mode 100644 index 4c01aa5..0000000 --- a/catalog/com.smartbear/smartbear-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.smartbear:smartbear-mcp", - "displayName": "SmartBear", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.smartbear%2Fsmartbear-mcp/versions/latest", - "description": "MCP server for AI access to SmartBear tools, including BugSnag, Reflect, Swagger, PactFlow, QTM4J.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.smartbear/smartbear-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.sonatype/dependency-management-mcp-server.json b/catalog/com.sonatype/dependency-management-mcp-server.json deleted file mode 100644 index 281e4eb..0000000 --- a/catalog/com.sonatype/dependency-management-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.sonatype:dependency-management-mcp-server", - "displayName": "Sonatype Dependency Management", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.sonatype%2Fdependency-management-mcp-server/versions/latest", - "description": "Sonatype component intelligence: versions, security analysis, and Trust Score recommendations", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.sonatype/dependency-management-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.stackhawk/stackhawk.json b/catalog/com.stackhawk/stackhawk.json deleted file mode 100644 index 1dcac90..0000000 --- a/catalog/com.stackhawk/stackhawk.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.stackhawk:stackhawk", - "displayName": "StackHawk", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.stackhawk%2Fstackhawk/versions/latest", - "description": "An MCP server that provides interaction with StackHawk's security scanning platform.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.stackhawk/stackhawk", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.stackoverflow.mcp/mcp.json b/catalog/com.stackoverflow.mcp/mcp.json deleted file mode 100644 index b3d4095..0000000 --- a/catalog/com.stackoverflow.mcp/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.stackoverflow.mcp:mcp", - "displayName": "Stack Overflow", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.stackoverflow.mcp%2Fmcp/versions/latest", - "description": "Access Stack Overflow's trusted and verified technical questions and answers.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.stackoverflow.mcp/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.stripe/mcp.json b/catalog/com.stripe/mcp.json deleted file mode 100644 index b39074d..0000000 --- a/catalog/com.stripe/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.stripe:mcp", - "displayName": "Stripe", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.stripe%2Fmcp/versions/latest", - "description": "MCP server integrating with Stripe - tools for customers, products, payments, and more.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.stripe/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.supabase/mcp.json b/catalog/com.supabase/mcp.json deleted file mode 100644 index d49fe25..0000000 --- a/catalog/com.supabase/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.supabase:mcp", - "displayName": "Supabase", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.supabase%2Fmcp/versions/latest", - "description": "MCP server for interacting with the Supabase platform", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.supabase/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.vercel/vercel-mcp.json b/catalog/com.vercel/vercel-mcp.json deleted file mode 100644 index da164c8..0000000 --- a/catalog/com.vercel/vercel-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.vercel:vercel-mcp", - "displayName": "Vercel", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.vercel%2Fvercel-mcp/versions/latest", - "description": "An MCP server for Vercel", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.vercel/vercel-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.webflow/mcp.json b/catalog/com.webflow/mcp.json deleted file mode 100644 index d55587d..0000000 --- a/catalog/com.webflow/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.webflow:mcp", - "displayName": "Webflow", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.webflow%2Fmcp/versions/latest", - "description": "AI-powered design and management for Webflow Sites", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.webflow/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/com.wix/mcp.json b/catalog/com.wix/mcp.json deleted file mode 100644 index 2db9581..0000000 --- a/catalog/com.wix/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:com.wix:mcp", - "displayName": "Wix", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/com.wix%2Fmcp/versions/latest", - "description": "A Model Context Protocol server for Wix AI tools", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "com.wix/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/coplaydev/unity-mcp.json b/catalog/coplaydev/unity-mcp.json deleted file mode 100644 index c171c89..0000000 --- a/catalog/coplaydev/unity-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:coplaydev:unity-mcp", - "displayName": "Unity", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/coplaydev%2Funity-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "coplaydev/unity-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/dev.svelte/mcp.json b/catalog/dev.svelte/mcp.json deleted file mode 100644 index 49a95a2..0000000 --- a/catalog/dev.svelte/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:dev.svelte:mcp", - "displayName": "Svelte", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/dev.svelte%2Fmcp/versions/latest", - "description": "The official Svelte MCP server providing docs and autofixing tools for Svelte development", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "dev.svelte/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/doist/todoist-ai.json b/catalog/doist/todoist-ai.json deleted file mode 100644 index 1c1d1d1..0000000 --- a/catalog/doist/todoist-ai.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:doist:todoist-ai", - "displayName": "Todoist AI", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/doist%2Ftodoist-ai/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "doist/todoist-ai", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/elastic/mcp-server-elasticsearch.json b/catalog/elastic/mcp-server-elasticsearch.json deleted file mode 100644 index 56b81d4..0000000 --- a/catalog/elastic/mcp-server-elasticsearch.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:elastic:mcp-server-elasticsearch", - "displayName": "Elasticsearch", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/elastic%2Fmcp-server-elasticsearch/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "elastic/mcp-server-elasticsearch", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/firecrawl/firecrawl-mcp-server.json b/catalog/firecrawl/firecrawl-mcp-server.json deleted file mode 100644 index ff9f31c..0000000 --- a/catalog/firecrawl/firecrawl-mcp-server.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:firecrawl:firecrawl-mcp-server", - "displayName": "Firecrawl", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/firecrawl%2Ffirecrawl-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "firecrawl/firecrawl-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/host.justcall.mcp/justcall-mcp-server.json b/catalog/host.justcall.mcp/justcall-mcp-server.json deleted file mode 100644 index 1c0bef3..0000000 --- a/catalog/host.justcall.mcp/justcall-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:host.justcall.mcp:justcall-mcp-server", - "displayName": "JustCall", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/host.justcall.mcp%2Fjustcall-mcp-server/versions/latest", - "description": "JustCall MCP Server enables LLMs and AI agents to make voice calls and send SMS via JustCall APIs.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "host.justcall.mcp/justcall-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/huggingface/hf-mcp-server.json b/catalog/huggingface/hf-mcp-server.json deleted file mode 100644 index b63412d..0000000 --- a/catalog/huggingface/hf-mcp-server.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:huggingface:hf-mcp-server", - "displayName": "Hugging Face", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/huggingface%2Fhf-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "huggingface/hf-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/intercom/intercom-mcp-server.json b/catalog/intercom/intercom-mcp-server.json deleted file mode 100644 index 3b8bcad..0000000 --- a/catalog/intercom/intercom-mcp-server.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:intercom:intercom-mcp-server", - "displayName": "Intercom", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/intercom%2Fintercom-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "intercom/intercom-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.AnimaApp/anima.json b/catalog/io.github.AnimaApp/anima.json deleted file mode 100644 index db6c16f..0000000 --- a/catalog/io.github.AnimaApp/anima.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.AnimaApp:anima", - "displayName": "Anima", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.AnimaApp%2Fanima/versions/latest", - "description": "Connect AI coding agents to Anima Playground, Figma, and your design system.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.AnimaApp/anima", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.ChromeDevTools/chrome-devtools-mcp.json b/catalog/io.github.ChromeDevTools/chrome-devtools-mcp.json deleted file mode 100644 index 5522c20..0000000 --- a/catalog/io.github.ChromeDevTools/chrome-devtools-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.ChromeDevTools:chrome-devtools-mcp", - "displayName": "Chrome DevTools", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.ChromeDevTools%2Fchrome-devtools-mcp/versions/latest", - "description": "MCP server for Chrome DevTools", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.ChromeDevTools/chrome-devtools-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.CrowdStrike/falcon-mcp.json b/catalog/io.github.CrowdStrike/falcon-mcp.json deleted file mode 100644 index 71096b1..0000000 --- a/catalog/io.github.CrowdStrike/falcon-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.CrowdStrike:falcon-mcp", - "displayName": "CrowdStrike Falcon", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.CrowdStrike%2Ffalcon-mcp/versions/latest", - "description": "Connects AI agents with CrowdStrike Falcon for security analysis and automation.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.CrowdStrike/falcon-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.PagerDuty/pagerduty-mcp.json b/catalog/io.github.PagerDuty/pagerduty-mcp.json deleted file mode 100644 index 30a9819..0000000 --- a/catalog/io.github.PagerDuty/pagerduty-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.PagerDuty:pagerduty-mcp", - "displayName": "PagerDuty", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.PagerDuty%2Fpagerduty-mcp/versions/latest", - "description": "PagerDuty's official MCP server which provides tools to interact with your PagerDuty account.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.PagerDuty/pagerduty-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.SAP/fiori-mcp-server.json b/catalog/io.github.SAP/fiori-mcp-server.json deleted file mode 100644 index 1dadab4..0000000 --- a/catalog/io.github.SAP/fiori-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.SAP:fiori-mcp-server", - "displayName": "SAP Fiori", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.SAP%2Ffiori-mcp-server/versions/latest", - "description": "SAP Fiori - Model Context Protocol (MCP) server", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.SAP/fiori-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.ScrapeGraphAI/scrapegraph-mcp.json b/catalog/io.github.ScrapeGraphAI/scrapegraph-mcp.json deleted file mode 100644 index 675cc25..0000000 --- a/catalog/io.github.ScrapeGraphAI/scrapegraph-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.ScrapeGraphAI:scrapegraph-mcp", - "displayName": "ScrapeGraph", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.ScrapeGraphAI%2Fscrapegraph-mcp/versions/latest", - "description": "AI-powered web scraping and data extraction capabilities through ScrapeGraph API", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.ScrapeGraphAI/scrapegraph-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.SonarSource/sonarqube-mcp-server.json b/catalog/io.github.SonarSource/sonarqube-mcp-server.json deleted file mode 100644 index 2ce489d..0000000 --- a/catalog/io.github.SonarSource/sonarqube-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.SonarSource:sonarqube-mcp-server", - "displayName": "SonarQube", - 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"version": "latest" - } -} diff --git a/catalog/io.github.Wopee-io/wopee-mcp.json b/catalog/io.github.Wopee-io/wopee-mcp.json deleted file mode 100644 index bcba3c5..0000000 --- a/catalog/io.github.Wopee-io/wopee-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.Wopee-io:wopee-mcp", - "displayName": "Wopee", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.Wopee-io%2Fwopee-mcp/versions/latest", - "description": "AI testing agents for web apps — dispatch test runs, crawls, fetch artifacts and status.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.Wopee-io/wopee-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.arm/arm-mcp.json b/catalog/io.github.arm/arm-mcp.json deleted file mode 100644 index 0763e35..0000000 --- a/catalog/io.github.arm/arm-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.arm:arm-mcp", - "displayName": "Arm", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.arm%2Farm-mcp/versions/latest", - "description": "Official Arm MCP server for code migration, optimization, and Arm architecture guidance", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.arm/arm-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.brightdata/brightdata-mcp.json b/catalog/io.github.brightdata/brightdata-mcp.json deleted file mode 100644 index 8146982..0000000 --- a/catalog/io.github.brightdata/brightdata-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.brightdata:brightdata-mcp", - "displayName": "Bright Data", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.brightdata%2Fbrightdata-mcp/versions/latest", - "description": "Bright Data's Web MCP server enabling AI agents to search, extract & navigate the web", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.brightdata/brightdata-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.bytebase/dbhub.json b/catalog/io.github.bytebase/dbhub.json deleted file mode 100644 index 987f40a..0000000 --- a/catalog/io.github.bytebase/dbhub.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.bytebase:dbhub", - "displayName": "DBHub", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.bytebase%2Fdbhub/versions/latest", - "description": "Minimal, token-efficient Database MCP Server for PostgreSQL, MySQL, SQL Server, SQLite, MariaDB", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.bytebase/dbhub", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.cap-js/mcp-server.json b/catalog/io.github.cap-js/mcp-server.json deleted file mode 100644 index 2746f71..0000000 --- a/catalog/io.github.cap-js/mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.cap-js:mcp-server", - "displayName": "CAP JS", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.cap-js%2Fmcp-server/versions/latest", - "description": "Model Context Protocol (MCP) server for AI-assisted development of CAP applications.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.cap-js/mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.contextstreamio/mcp-server.json b/catalog/io.github.contextstreamio/mcp-server.json deleted file mode 100644 index abb194a..0000000 --- a/catalog/io.github.contextstreamio/mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.contextstreamio:mcp-server", - "displayName": "ContextStream", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.contextstreamio%2Fmcp-server/versions/latest", - "description": "ContextStream MCP server for code context, memory, search, and AI tools.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.contextstreamio/mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.dynatrace-oss/Dynatrace-mcp.json b/catalog/io.github.dynatrace-oss/Dynatrace-mcp.json deleted file mode 100644 index 45b0c08..0000000 --- a/catalog/io.github.dynatrace-oss/Dynatrace-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.dynatrace-oss:Dynatrace-mcp", - "displayName": "Dynatrace", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.dynatrace-oss%2FDynatrace-mcp/versions/latest", - "description": "Access Dynatrace observability data: logs, metrics, problems, vulnerabilities via DQL and Davis AI", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.dynatrace-oss/Dynatrace-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.dynatrace-oss/dynatrace-managed-mcp.json b/catalog/io.github.dynatrace-oss/dynatrace-managed-mcp.json deleted file mode 100644 index c0cfc15..0000000 --- a/catalog/io.github.dynatrace-oss/dynatrace-managed-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.dynatrace-oss:dynatrace-managed-mcp", - "displayName": "Dynatrace Managed", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.dynatrace-oss%2Fdynatrace-managed-mcp/versions/latest", - "description": "MCP server for Dynatrace Managed to access logs, events, and metrics.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.dynatrace-oss/dynatrace-managed-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.f/prompts.chat-mcp.json b/catalog/io.github.f/prompts.chat-mcp.json deleted file mode 100644 index face5f6..0000000 --- a/catalog/io.github.f/prompts.chat-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.f:prompts.chat-mcp", - "displayName": "Prompts.chat", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.f%2Fprompts.chat-mcp/versions/latest", - "description": "Search and retrieve AI prompts from prompts.chat, the social platform for AI prompts.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.f/prompts.chat-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.getsentry/sentry-mcp.json b/catalog/io.github.getsentry/sentry-mcp.json deleted file mode 100644 index bd0f239..0000000 --- a/catalog/io.github.getsentry/sentry-mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.getsentry:sentry-mcp", - "displayName": "Sentry", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.getsentry%2Fsentry-mcp/versions/latest", - "description": "MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.getsentry/sentry-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.github/github-mcp-server.json b/catalog/io.github.github/github-mcp-server.json deleted file mode 100644 index 3847c9d..0000000 --- a/catalog/io.github.github/github-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.github:github-mcp-server", - "displayName": "GitHub", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.github%2Fgithub-mcp-server/versions/latest", - "description": "Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.github/github-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.goreleaser/mcp.json b/catalog/io.github.goreleaser/mcp.json deleted file mode 100644 index f3fa379..0000000 --- a/catalog/io.github.goreleaser/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.goreleaser:mcp", - "displayName": "GoReleaser", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.goreleaser%2Fmcp/versions/latest", - "description": "GoReleaser MCP server", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.goreleaser/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.hashicorp/terraform-mcp-server.json b/catalog/io.github.hashicorp/terraform-mcp-server.json deleted file mode 100644 index 43c0411..0000000 --- a/catalog/io.github.hashicorp/terraform-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.hashicorp:terraform-mcp-server", - "displayName": "Terraform", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.hashicorp%2Fterraform-mcp-server/versions/latest", - "description": "Generate more accurate Terraform and automate workflows for HCP Terraform and Terraform Enterprise", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.hashicorp/terraform-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.holomodular/servicebricks.json b/catalog/io.github.holomodular/servicebricks.json deleted file mode 100644 index 96bb920..0000000 --- a/catalog/io.github.holomodular/servicebricks.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.github.holomodular:servicebricks", - "displayName": "ServiceBricks", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.github.holomodular%2Fservicebricks/versions/latest", - "description": "Generate a ServiceBricks C# .NET microservice as a ZIP file.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.github.holomodular/servicebricks", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.github.jfrog/jfrog-mcp-server.json b/catalog/io.github.jfrog/jfrog-mcp-server.json deleted file mode 100644 index a5e85d1..0000000 --- a/catalog/io.github.jfrog/jfrog-mcp-server.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - 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"approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.shipbook/mcp.json b/catalog/io.shipbook/mcp.json deleted file mode 100644 index 78d2fb3..0000000 --- a/catalog/io.shipbook/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.shipbook:mcp", - "displayName": "Shipbook", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/io.shipbook%2Fmcp/versions/latest", - "description": "Debug production issues using Shipbook logs and Loglytics error insights.", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "io.shipbook/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/io.snyk/mcp.json b/catalog/io.snyk/mcp.json deleted file mode 100644 index dad04d8..0000000 --- a/catalog/io.snyk/mcp.json +++ /dev/null @@ -1,13 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:io.snyk:mcp", - 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"approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/makenotion/notion-mcp-server.json b/catalog/makenotion/notion-mcp-server.json deleted file mode 100644 index e0fb549..0000000 --- a/catalog/makenotion/notion-mcp-server.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:makenotion:notion-mcp-server", - "displayName": "Notion", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/makenotion%2Fnotion-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "makenotion/notion-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/microsoft/azure-devops-mcp.json b/catalog/microsoft/azure-devops-mcp.json deleted file mode 100644 index b5afe22..0000000 --- a/catalog/microsoft/azure-devops-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:microsoft:azure-devops-mcp", - "displayName": "Azure DevOps", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/microsoft%2Fazure-devops-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "microsoft/azure-devops-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/microsoft/clarity-mcp-server.json b/catalog/microsoft/clarity-mcp-server.json deleted file mode 100644 index 4533846..0000000 --- a/catalog/microsoft/clarity-mcp-server.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:microsoft:clarity-mcp-server", - "displayName": "Clarity", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/microsoft%2Fclarity-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "microsoft/clarity-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/microsoft/devbox-mcp-server.json b/catalog/microsoft/devbox-mcp-server.json deleted file mode 100644 index 428a19f..0000000 --- a/catalog/microsoft/devbox-mcp-server.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:microsoft:devbox-mcp-server", - "displayName": "Devbox", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/microsoft%2Fdevbox-mcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "microsoft/devbox-mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/microsoft/fabric-rti-mcp.json b/catalog/microsoft/fabric-rti-mcp.json deleted file mode 100644 index df8b78d..0000000 --- a/catalog/microsoft/fabric-rti-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:microsoft:fabric-rti-mcp", - "displayName": "Fabric RTI", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/microsoft%2Ffabric-rti-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "microsoft/fabric-rti-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/microsoft/markitdown.json b/catalog/microsoft/markitdown.json deleted file mode 100644 index 1eb7ae4..0000000 --- a/catalog/microsoft/markitdown.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:microsoft:markitdown", - "displayName": "Markitdown", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/microsoft%2Fmarkitdown/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "microsoft/markitdown", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/microsoft/playwright-mcp.json b/catalog/microsoft/playwright-mcp.json deleted file mode 100644 index edd0358..0000000 --- a/catalog/microsoft/playwright-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:microsoft:playwright-mcp", - "displayName": "Playwright", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/microsoft%2Fplaywright-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "microsoft/playwright-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/microsoftdocs/mcp.json b/catalog/microsoftdocs/mcp.json deleted file mode 100644 index 418e597..0000000 --- a/catalog/microsoftdocs/mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:microsoftdocs:mcp", - "displayName": "Microsoft Docs", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/microsoftdocs%2Fmcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "microsoftdocs/mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/neondatabase/mcp-server-neon.json b/catalog/neondatabase/mcp-server-neon.json deleted file mode 100644 index a4bebac..0000000 --- a/catalog/neondatabase/mcp-server-neon.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:neondatabase:mcp-server-neon", - "displayName": "Neon", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/neondatabase%2Fmcp-server-neon/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "neondatabase/mcp-server-neon", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/octopusdeploy/mcp-server.json b/catalog/octopusdeploy/mcp-server.json deleted file mode 100644 index ec51a98..0000000 --- a/catalog/octopusdeploy/mcp-server.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:octopusdeploy:mcp-server", - "displayName": "Octopus Deploy", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/octopusdeploy%2Fmcp-server/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "octopusdeploy/mcp-server", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/oraios/serena.json b/catalog/oraios/serena.json deleted file mode 100644 index 4c89e94..0000000 --- a/catalog/oraios/serena.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:oraios:serena", - "displayName": "Serena", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/oraios%2Fserena/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "oraios/serena", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/pydantic/logfire-mcp.json b/catalog/pydantic/logfire-mcp.json deleted file mode 100644 index a0a6cb1..0000000 --- a/catalog/pydantic/logfire-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:pydantic:logfire-mcp", - "displayName": "Logfire", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/pydantic%2Flogfire-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "pydantic/logfire-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/sunriseapps/imagesorcery-mcp.json b/catalog/sunriseapps/imagesorcery-mcp.json deleted file mode 100644 index 375bd23..0000000 --- a/catalog/sunriseapps/imagesorcery-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:sunriseapps:imagesorcery-mcp", - "displayName": "Imagesorcery", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/sunriseapps%2Fimagesorcery-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "sunriseapps/imagesorcery-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -} diff --git a/catalog/zapier/zapier-mcp.json b/catalog/zapier/zapier-mcp.json deleted file mode 100644 index 31b8d47..0000000 --- a/catalog/zapier/zapier-mcp.json +++ /dev/null @@ -1,12 +0,0 @@ -{ - "identifier": "urn:ai:registry.modelcontextprotocol.io:zapier:zapier-mcp", - "displayName": "Zapier", - "mediaType": "application/mcp-server+json", - "url": "https://api.mcp.github.com/v0.1/servers/zapier%2Fzapier-mcp/versions/latest", - "metadata": { - "sourceSet": "mcp-registry-approved", - "serverName": "zapier/zapier-mcp", - "approvalSource": "github/mcp-registry:data/approved_server_names.json", - "version": "latest" - } -}