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Model Context Protocol · For developers
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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation. | anthropics/ | 180k | 64 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 2 | Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing. | shareAI-lab/ | 78k | 5 repos | ~1.2k | Automated safety check: Pass | MIT | 9 days ago |
| 3 | Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication. | anthropics/ | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | today |
| 4 | A skill your agent uses for Laravel MCP development. An agent skill from coollabsio/coolify. | coollabsio/ | 63k | 1 repo | ~949 | Automated safety check: Pass | MIT | today |
| 5 | Verify Next.js runtime behavior after editing app code. An agent skill from vercel/next.js. | vercel/ | 143k | 9 repos | ~2.3k | Automated safety check: Pass | MIT | today |
| 6 | Decides whether an agent skill is safe to install by combining a SkillSpector static scan with the agent's own source review, ending in APPROVE, CAUTION or REJECT. | NVIDIA/ | 20k | 1 repo | ~1.8k | Automated safety check: Pass | Apache-2.0 | today |
| 7 | General Supabase skill for database, auth, Edge Functions, Realtime and storage work, plus client libraries, migrations, security audits, debugging and reading logs. | supabase/ | 2.7k | 3 repos | ~3.6k | Automated safety check: Pass | MIT | 5 days ago |
| 8 | Debug failed or wrong-output workflow executions using executions tools. | n8n-io/ | 207k | — | ~2.6k | Automated safety check: Pass | Unknown | today |
| 9 | Analyze application logs from the .evlog/logs/ directory. An agent skill from activepieces/activepieces. | activepieces/ | 25k | 1 repo | ~1.6k | Automated safety check: Pass | MIT | today |
| 10 | 10.Composio Route and complete Composio work across Composio For You and Composio Platform. | ComposioHQ/ | 30k | 1 repo | ~1.7k | Automated safety check: Pass | MIT | today |
| 11 | 11.Effect V4 Write, review, or upgrade Effect v4 code in the Composio CLI, cli-keyring, and json-schema-to-effect-schema packages, all pinned exactly to effect@4.0.0-rc.117 — Context.Service and explicit layers… | ComposioHQ/ | 30k | — | ~1k | Automated safety check: Pass | MIT | today |
| 12 | 12.E2E Agentic end-to-end tests with e2e, the e2e runner. An agent skill from callstack/react-native-pager-view. | callstack/ | 3.4k | 1 repo | ~2.1k | Automated safety check: Pass | MIT | today |
| 13 | Query and invoke tools on MCP servers using fastmcp list and fastmcp call. | PrefectHQ/ | 28k | 1 repo | ~823 | Automated safety check: Pass | Apache-2.0 | today |
| 14 | Connects an agent to a real Chrome instance through the Chrome DevTools MCP server, so it can inspect the DOM, read console errors and profile performance directly. | addyosmani/ | 103k | 4 repos | ~3.5k | Automated safety check: Warn | MIT | 4 days ago |
| 15 | Use the n8n CLI to manage workflows, credentials, executions, and more on an n8n instance. | n8n-io/ | 207k | — | ~3k | Automated safety check: Pass | Unknown | today |
| 16 | 16.Release Cut a FastMCP release end to end. An agent skill from PrefectHQ/fastmcp. | PrefectHQ/ | 28k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | today |
| 17 | Mines project files and conversation exports into a local, searchable memory palace and recalls past work by semantic search through the mempalace CLI. | MemPalace/ | 59k | — | ~1.4k | Automated safety check: Pass | MIT | today |
| 18 | Runs the Cognee AI memory platform in Docker, from a one-file prebuilt image to a full compose stack with UI, MCP server, Postgres and Neo4j. | topoteretes/ | 32k | 1 repo | ~901 | Automated safety check: Notes | Apache-2.0 | today |
| 19 | Set up, index, and manage SocratiCode codebase indexing. An agent skill from giancarloerra/SocratiCode. | giancarloerra/ | 3.3k | 1 repo | ~1.8k | Automated safety check: Pass | AGPL-3.0 | today |
| 20 | Development conventions and architecture guide for the Claude Code CLI repository. | codeaashu/ | 3.4k | 1 repo | ~2.7k | Automated safety check: Pass | Proprietary | 1 mo ago |
| 21 | A skill your agent uses when making a demo, tutorial, or feature video of Nuclear. | nukeop/ | 19k | — | ~892 | Automated safety check: Pass | AGPL-3.0 | yesterday |
| 22 | Explains how to configure the Crush coding agent with crushrc or crush.json, covering providers, models, LSPs, MCP servers, hooks, permissions and config precedence. | charmbracelet/ | 29k | — | ~3.7k | Automated safety check: Pass | Unknown | today |
| 23 | Trains or fine-tunes language and vision models with TRL or Unsloth on Hugging Face Jobs cloud GPUs, then converts the results to GGUF. | huggingface/ | 11k | 3 repos | ~7.2k | Automated safety check: Pass | Apache-2.0 | 6 days ago |
| 24 | Routes large command, file, API and browser output through context-mode tools so only the needed result enters the agent's context, instead of dumping it via Bash. | mksglu/ | 26k | — | ~4.1k | Automated safety check: Pass | Unknown | today |
| 25 | Turns an OpenAPI or Swagger spec into an MCP server with the mcp-use TypeScript SDK, mapping each operation to a tool, wiring auth, testing and deploying. | mcp-use/ | 11k | — | ~5.2k | Automated safety check: Pass | Apache-2.0 | today |
| 26 | Migrates the compatible subset of settings and global file-based MCP servers from the Warp desktop app into Warp Agent CLI without exposing credentials or state. | warpdotdev/ | 65k | 1 repo | ~2.1k | Automated safety check: Pass | AGPL-3.0 | today |
| 27 | Installs and configures MemPalace as a private local palace, a shared-brain hub or a client of an existing hub, including MCP registration and version-correct initialization. | MemPalace/ | 59k | — | ~2.2k | Automated safety check: Pass | MIT | today |
| 28 | Run Nx generators with prioritization for workspace-plugin generators. | nrwl/ | 29k | 2 repos | ~592 | Automated safety check: Notes | MIT | today |
| 29 | 29.Vexor CLI Semantic file discovery via vexor. An agent skill from scarletkc/vexor. | scarletkc/ | 243 | 4 repos | ~1.2k | Automated safety check: Pass | MIT | 5 days ago |
| 30 | Guides building, debugging and testing LangBot plugins: components, SDK calls, README and locale rules, SDK pitfalls and WebSocket-based testing. | langbot-app/ | 18k | — | ~3.9k | Automated safety check: Pass | Apache-2.0 | today |
| 31 | 31.Avatar Video Create AI avatar videos with precise control over avatars, voices, scripts, scenes, and backgrounds using HeyGen's v2 API. | calesthio/ | 65k | — | ~1.6k | Automated safety check: Pass | AGPL-3.0 | 4 days ago |
| 32 | Use the Dot's browser (invisibleplaywright) for any task on a website: logging in, reading pages, filling forms, clicking through a site as a person would. | feder-cr/ | 32k | — | ~989 | Automated safety check: Pass | MIT | today |
| 33 | Guides end-to-end testing of the Qwen Code CLI in headless mode with real model calls, MCP test servers and inspection of raw API traffic. | QwenLM/ | 28k | — | ~2.1k | Automated safety check: Pass | Apache-2.0 | today |
| 34 | Migrate prompts and code from Claude Sonnet 4.0, Sonnet 4.5, or Opus 4.1 to Opus 4.5. | gotalab/ | 414 | 5 repos | ~1.2k | Automated safety check: Pass | MIT | 3 mo ago |
| 35 | Detects the type of a knowledge source and uses the Skill Seekers MCP tools to turn docs, repos, PDFs or videos into packaged AI skills. | yusufkaraaslan/ | 15k | — | ~760 | Automated safety check: Pass | MIT | 7 days ago |
| 36 | Sets up and troubleshoots a local agentmemory install, covering the MCP connection, environment variables, ports, authentication and optional feature flags. | rohitg00/ | 29k | — | ~1k | Automated safety check: Notes | Apache-2.0 | yesterday |
| 37 | 37.Fastmcp Build, test, inspect, install, and deploy MCP servers with FastMCP in Python. | Tommy-yw/ | 546 | 4 repos | ~2.1k | Automated safety check: Pass | MIT | 4 mo ago |
| 38 | 38.Md2wechat Convert Markdown to WeChat Official Account HTML. An agent skill from geekjourneyx/md2wechat-skill. | geekjourneyx/ | 3.7k | — | ~3.8k | Automated safety check: Pass | Unknown | 14 days ago |
| 39 | Scan Apple's SwiftUI documentation for deprecated APIs and update the SwiftUI Expert Skill with modern replacements. | AvdLee/ | 3.7k | — | ~1.2k | Automated safety check: Pass | MIT | 2 days ago |
| 40 | Design, implement, and debug autonomous AI agents and multi-agent systems using the Google Antigravity (AGY) SDK. | google-antigravity/ | 3.7k | — | ~2.1k | Automated safety check: Notes | Apache-2.0 | today |
| 41 | Looks up library and framework documentation through Context7 first, with bundled Node scripts as a fallback that fetch and analyze llms.txt files. | withkynam/ | 1.1k | 2 repos | ~1k | Automated safety check: Notes | MIT | 3 mo ago |
| 42 | Searches and rewrites code by syntax-tree shape across 25 languages with ast-grep, for codemods, structural queries and YAML lint rules, using a Python wrapper script. | code-yeongyu/ | 70k | — | ~3.3k | Automated safety check: Pass | MIT | today |
| 43 | Build native-feeling, benchmark-quality mobile app screens (Expo / React Native). | Appllama/ | 2.5k | 1 repo | ~5k | Automated safety check: Pass | MIT | 1 mo ago |
| 44 | 44.Graphify A skill your agent uses for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a… | EBISPOT/ | 105 | 6 repos | ~9.5k | Automated safety check: Pass | Apache-2.0 | today |
| 45 | 45.Create Video Create videos from a text prompt using HeyGen's Video Agent. | calesthio/ | 65k | — | ~1.3k | Automated safety check: Pass | AGPL-3.0 | 4 days ago |
| 46 | Map of the agent-squad Python framework for async multi-agent orchestration: which agent, classifier, storage and tool provider to pick, and the pitfalls to avoid. | 2FastLabs/ | 7.8k | — | ~4.7k | Automated safety check: Pass | Apache-2.0 | today |
| 47 | Uses ChatGPT in the browser as the planning and review brain for a Codex session, with Codex keeping all execution and ChatGPT reading the workspace through a bridge. | XiaoDuoYa/ | 7.1k | — | ~11k | Automated safety check: Notes | MIT | 7 days ago |
| 48 | Routing rules for using context-mode MCP tools in Antigravity CLI: sandboxed code runs, file analysis, indexed search and web fetches that keep large output out of the conversation. | mksglu/ | 26k | — | ~850 | Automated safety check: Pass | Unknown | today |