# Skillful.sh

> The most comprehensive directory aggregating MCP servers, AI skills, and autonomous agents from every major ecosystem.

Skillful.sh is an aggregator and discovery platform for the AI agent ecosystem. It indexes 298,123 tools from 55 source directories including Official MCP Registry, Smithery, PulseMCP, npm Registry, PyPI, and more. Every item is security-scored, cross-referenced, and enriched with GitHub and package registry stats.

## Quick Stats

- Total items indexed: 298,123
- MCP Servers: 28,270
- AI Skills: 265,023
- AI Agents: 4,830
- Source Directories: 55

## Primary Navigation

- Homepage: https://skillful.sh
- MCP Servers: https://skillful.sh/mcp-servers
- AI Skills: https://skillful.sh/skills
- AI Agents: https://skillful.sh/agents
- Trending: https://skillful.sh/trending
- Compare Tools: https://skillful.sh/compare
- Search: https://skillful.sh/search
- Blog: https://skillful.sh/blog
- Ecosystem Stats: https://skillful.sh/stats
- API Documentation: https://skillful.sh/docs
- About: https://skillful.sh/about
- Terms of Service: https://skillful.sh/terms
- Privacy Policy: https://skillful.sh/privacy

## MCP Server Categories

  - uncategorised: 14596 items
  - Community: 8154 items
  - Official Provider: 1590 items
  - ai: 492 items
  - Developer Tools: 231 items
  - mcp: 206 items
  - Finance & Fintech: 173 items
  - Other Tools and Integrations: 149 items
  - devtools: 135 items
  - Search & Data Extraction: 106 items
  - Databases: 94 items
  - AI Tool: 84 items
  - Knowledge & Memory: 83 items
  - cloud: 78 items
  - Security: 76 items

## AI Skill Categories

  - AI Tool: 206251 items
  - uncategorised: 15850 items
  - LLM Tool: 13212 items
  - AI Automation: 5903 items
  - Speech & Audio: 5067 items
  - Document Processing: 2857 items
  - Chatbot: 1492 items
  - Vector & Embeddings: 1220 items
  - NLP: 1110 items
  - AI Assistant: 971 items
  - FAQ: 769 items
  - awesome-gpts: 730 items
  - RAG: 662 items
  - Data Extraction: 661 items
  - MLOps: 498 items

## AI Agent Categories

  - uncategorised: 1460 items
  - ai: 727 items
  - ai-model: 509 items
  - LLM Model: 344 items
  - HF Space: 298 items
  - ai-space: 194 items
  - ai-agents: 127 items
  - Links: 119 items
  - cloud: 71 items
  - devtools: 67 items
  - Open LLM: 66 items
  - database: 39 items
  - LLM Leaderboard: 29 items
  - Services: 29 items
  - LLM Applications: 28 items

## Top MCP Servers

- n8n by 6a01de90-15be-4d9a-9148-debef44f9576 (uncategorised) [179,388 stars]: https://skillful.sh/mcp-servers/n8n
- Gemini Cli by google-gemini (Autonomous agents) [97,929 stars]: https://skillful.sh/mcp-servers/gemini-cli-1
- **Awesome MCP Servers** by punkpeye (Model Context Protocol) [83,244 stars]: https://skillful.sh/mcp-servers/awesome-mcp-servers-1
- upstash/context7 by upstash (uncategorised) [49,225 stars]: https://skillful.sh/mcp-servers/upstashcontext7
- TrendRadar by sansan0 (cloud) [49,056 stars]: https://skillful.sh/mcp-servers/trendradar
- Scrapling by D4Vinci (uncategorised) [30,180 stars]: https://skillful.sh/mcp-servers/scrapling
- chrome-devtools-mcp by GitHub Actions (uncategorised) [29,491 stars]: https://skillful.sh/mcp-servers/chrome-devtools-mcp
- microsoft/playwright-mcp by microsoft (Browser Automation) [29,021 stars]: https://skillful.sh/mcp-servers/microsoftplaywright-mcp
- github/github-mcp-server by github (Version Control) [27,940 stars]: https://skillful.sh/mcp-servers/githubgithub-mcp-server
- @next-ai-drawio/mcp-server by dayuanjiang (uncategorised) [22,951 stars]: https://skillful.sh/mcp-servers/next-ai-drawiomcp-server
- oraios/serena by oraios (Coding Agents) [21,587 stars]: https://skillful.sh/mcp-servers/oraiosserena
- Ruflo by ruvnet (uncategorised) [21,280 stars]: https://skillful.sh/mcp-servers/ruflo
- For Beginners by microsoft (uncategorised) [15,422 stars]: https://skillful.sh/mcp-servers/for-beginners
- N8n Mcp by czlonkowski (uncategorised) [15,214 stars]: https://skillful.sh/mcp-servers/n8n-mcp-1
- Trigger.Dev by triggerdotdev (cloud) [14,049 stars]: https://skillful.sh/mcp-servers/triggerdev
- lanhu-developer-mcp by qian_xiao (uncategorised) [13,726 stars]: https://skillful.sh/mcp-servers/lanhu-developer-mcp
- GLips/Figma-Context-MCP by GLips (Developer Tools) [13,715 stars]: https://skillful.sh/mcp-servers/glipsfigma-context-mcp
- googleapis/genai-toolbox by googleapis (Databases) [13,424 stars]: https://skillful.sh/mcp-servers/googleapisgenai-toolbox
- Casdoor by casdoor (security) [13,173 stars]: https://skillful.sh/mcp-servers/casdoor
- Xiaohongshu Mcp by xpzouying (uncategorised) [11,708 stars]: https://skillful.sh/mcp-servers/xiaohongshu-mcp-1
- Fastapi Mcp by tadata-org (ai) [11,652 stars]: https://skillful.sh/mcp-servers/fastapi-mcp
- Pal Mcp Server by BeehiveInnovations (uncategorised) [11,260 stars]: https://skillful.sh/mcp-servers/pal-mcp-server
- Nginx Ui by 0xJacky (cloud) [10,862 stars]: https://skillful.sh/mcp-servers/nginx-ui
- Chrome by hangwin (uncategorised) [10,784 stars]: https://skillful.sh/mcp-servers/chrome
- XHS Downloader by JoeanAmier (database) [10,395 stars]: https://skillful.sh/mcp-servers/xhs-downloader

## Top AI Skills

- langchain-perplexity by  (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-perplexity
- langchain-model-profiles by  (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-model-profiles
- langchain-nvidia-aiplay by  (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-nvidia-aiplay
- langchain-nomic by  (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-nomic
- langchain-glean by John Agan <john.agan@glean.com>, Steve Calvert <steve.calvert@glean.com> (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-glean
- langchain-openwebui by  (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-openwebui
- langchain-deepseek by  (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-deepseek
- langchain-exa by  (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-exa
- langchain-ibis by  (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-ibis
- langchain-oceanbase by shanhaikang.shk (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-oceanbase
- langchain-prompty by  (uncategorised) [129,792 stars]: https://skillful.sh/skills/langchain-prompty
- langchain-mistralai by  (uncategorised) [129,501 stars]: https://skillful.sh/skills/langchain-mistralai
- how-to-cook by anduin2017 (AI Tool) [98,858 stars]: https://skillful.sh/skills/how-to-cook-1
- @uuz.io/puppeteer by shyling (AI Tool) [93,842 stars]: https://skillful.sh/skills/uuziopuppeteer
- vue-element-admin by argotri (AI Tool) [90,294 stars]: https://skillful.sh/skills/vue-element-admin
- @fortawesome/fontawesome-free by robmadole (AI Tool) [76,420 stars]: https://skillful.sh/skills/fortawesomefontawesome-free
- @grafana/openapi by grafanabot (AI Tool) [72,704 stars]: https://skillful.sh/skills/grafanaopenapi
- langchain-paddleocr by  (uncategorised) [72,414 stars]: https://skillful.sh/skills/langchain-paddleocr
- keras-hub by Keras team <keras-users@googlegroups.com> (uncategorised) [63,935 stars]: https://skillful.sh/skills/keras-hub
- react-router-config by mjackson (AI Tool) [56,310 stars]: https://skillful.sh/skills/react-router-config
- kotlin-test by kotlin (AI Tool) [52,458 stars]: https://skillful.sh/skills/kotlin-test
- @susy-js/json-schema by superstring (AI Tool) [51,075 stars]: https://skillful.sh/skills/susy-jsjson-schema
- @flowiseai/agentflow by ginnaatworkday (LLM Tool) [50,809 stars]: https://skillful.sh/skills/flowiseaiagentflow
- llama-index-node-parser-chonkie by Hafedh Hichri <hhichri60@gmail.com> (uncategorised) [47,717 stars]: https://skillful.sh/skills/llama-index-node-parser-chonkie
- llama-index-instrumentation by Massimiliano Pippi <mpippi@gmail.com> (uncategorised) [47,717 stars]: https://skillful.sh/skills/llama-index-instrumentation

## Top AI Agents

- Ragflow by infiniflow (ai) [75,121 stars]: https://skillful.sh/agents/ragflow
- autogen-openai by AutoGen Developers (Autonomous agents) [55,687 stars]: https://skillful.sh/agents/autogen-openai
- BettaFish by 666ghj (ai) [39,067 stars]: https://skillful.sh/agents/bettafish
- ChatTTS by 2noise (ai) [38,934 stars]: https://skillful.sh/agents/chattts
- Deer Flow by bytedance (ai) [31,070 stars]: https://skillful.sh/agents/deer-flow
- UI TARS Desktop by bytedance (uncategorised) [28,866 stars]: https://skillful.sh/agents/ui-tars-desktop
- Zeroclaw by zeroclaw-labs (ai) [27,375 stars]: https://skillful.sh/agents/zeroclaw
- Gpt Researcher by assafelovic (Agents) [25,766 stars]: https://skillful.sh/agents/gpt-researcher
- Letta by letta-ai (uncategorised) [21,599 stars]: https://skillful.sh/agents/letta
- Activepieces by activepieces (productivity) [21,235 stars]: https://skillful.sh/agents/activepieces
- MaxKB by 1Panel-dev (ai) [20,343 stars]: https://skillful.sh/agents/maxkb
- Adk Python by google (ai) [18,386 stars]: https://skillful.sh/agents/adk-python
- Agentscope by agentscope-ai (Other LLM Frameworks) [18,181 stars]: https://skillful.sh/agents/agentscope
- Eliza by elizaOS (AI Tool) [17,816 stars]: https://skillful.sh/agents/eliza
- Pydantic Ai by pydantic (Autonomous LLM Agents) [15,493 stars]: https://skillful.sh/agents/pydantic-ai
- DeepCode by HKUDS (uncategorised) [14,910 stars]: https://skillful.sh/agents/deepcode
- Openfang by RightNow-AI (ai) [14,610 stars]: https://skillful.sh/agents/openfang
- WeKnora by Tencent (ai) [13,392 stars]: https://skillful.sh/agents/weknora
- Eigent by eigent-ai (uncategorised) [13,008 stars]: https://skillful.sh/agents/eigent
- langchain-daytona by  (uncategorised) [12,976 stars]: https://skillful.sh/agents/langchain-daytona
- PocketFlow Tutorial Codebase Knowledge by The-Pocket (ai) [12,143 stars]: https://skillful.sh/agents/pocketflow-tutorial-codebase-knowledge
- E2B by e2b-dev (Autonomous LLM Agents) [11,296 stars]: https://skillful.sh/agents/e2b
- PocketFlow by The-Pocket (productivity) [10,215 stars]: https://skillful.sh/agents/pocketflow
- Hive by aden-hive (ai) [9,489 stars]: https://skillful.sh/agents/hive
- Upsonic by Upsonic (ai) [7,812 stars]: https://skillful.sh/agents/upsonic

## Recently Added

- [2026-03-17] gohighlevel-mcp by f7ac235d-f94c-40ed-8a2f-6a5b0314b39d: https://skillful.sh/mcp-servers/gohighlevel-mcp
- [2026-03-17] knownissue by e998342d-f4fc-454f-bf12-61bdaf5fcfd4: https://skillful.sh/mcp-servers/knownissue
- [2026-03-17] rate-limit-manager by 6087f38c-365d-4310-bee1-4eb8c0196fed: https://skillful.sh/mcp-servers/rate-limit-manager
- [2026-03-17] agent-audit-trail by 6087f38c-365d-4310-bee1-4eb8c0196fed: https://skillful.sh/mcp-servers/agent-audit-trail
- [2026-03-17] agent-cost-meter by 6087f38c-365d-4310-bee1-4eb8c0196fed: https://skillful.sh/mcp-servers/agent-cost-meter
- [2026-03-17] multi-agent-trust-verifier by 6087f38c-365d-4310-bee1-4eb8c0196fed: https://skillful.sh/mcp-servers/multi-agent-trust-verifier
- [2026-03-17] Roundtable by 51410526-8fbd-4286-bf07-786a488505c2: https://skillful.sh/mcp-servers/roundtable-1
- [2026-03-17] io.github.sapiom/mcp-server by undefined: https://skillful.sh/mcp-servers/iogithubsapiommcp-server
- [2026-03-17] 🔍 AI Fraud Investigation Agent by undefined: https://skillful.sh/agents/ai-fraud-investigation-agent
- [2026-03-17] io.github.mcfredrick/tenkai-mcp by undefined: https://skillful.sh/mcp-servers/iogithubmcfredricktenkai-mcp
- [2026-03-17] io.github.gregario/onepiece-oracle by undefined: https://skillful.sh/mcp-servers/iogithubgregarioonepiece-oracle
- [2026-03-17] io.github.gregario/lorcana-oracle by undefined: https://skillful.sh/mcp-servers/iogithubgregariolorcana-oracle
- [2026-03-17] io.github.gregario/hearthstone-oracle by undefined: https://skillful.sh/mcp-servers/iogithubgregariohearthstone-oracle
- [2026-03-17] Submit: knownissue - Shared debugging memory for AI coding agents by gong8: https://skillful.sh/mcp-servers/submit-knownissue-shared-debugging-memory-for-ai-coding-agents
- [2026-03-17] Add agentwatch — Multi-agent observability via MCP by nicofains1: https://skillful.sh/mcp-servers/add-agentwatch-multi-agent-observability-via-mcp
- [2026-03-17] [Server Submission]: HoloMime — Behavioral therapy for AI agents by productstein: https://skillful.sh/mcp-servers/server-submission-holomime-behavioral-therapy-for-ai-agents
- [2026-03-17] cerebrixos-org/tuning-engines-cli by undefined: https://skillful.sh/mcp-servers/cerebrixos-orgtuning-engines-cli
- [2026-03-17] io.github.cletcher/chaprola by undefined: https://skillful.sh/mcp-servers/iogithubcletcherchaprola
- [2026-03-17] bear-shelf by null: https://skillful.sh/skills/bear-shelf
- [2026-03-17] langchain-browseaidev by BrowseAI Dev: https://skillful.sh/mcp-servers/langchain-browseaidev

## Tracked Directories

- Official MCP Registry (10552 items) - The official Model Context Protocol server registry maintained by Anthropic.: https://skillful.sh/directories/official-mcp-registry
- Smithery (3948 items) - Smithery is a registry and runtime for MCP servers with install tooling.: https://skillful.sh/directories/smithery
- PulseMCP (2939 items) - PulseMCP is a directory and search engine for MCP servers.: https://skillful.sh/directories/pulsemcp
- npm Registry (6959 items) - The npm package registry, searched for MCP-related packages.: https://skillful.sh/directories/npm-registry
- PyPI (203 items) - The Python Package Index for MCP Python packages.: https://skillful.sh/directories/pypi
- Glama (10 items) - Glama is an AI gateway and MCP server directory.: https://skillful.sh/directories/glama
- Hugging Face Hub (747 items) - Hugging Face Hub models and spaces for AI agents and MCP tools.: https://skillful.sh/directories/huggingface
- Awesome MCP Servers (1633 items) - Community-curated awesome list of MCP servers.: https://skillful.sh/directories/github-awesome
- Awesome Claude Skills (18 items) - Community-curated Claude Code slash commands and skills.: https://skillful.sh/directories/awesome-claude-skills
- mcp.so (3121 items) - mcp.so community directory of 18,000+ MCP servers and tools.: https://skillful.sh/directories/mcp-so
- OpenTools - OpenTools directory of AI tools and MCP servers.: https://skillful.sh/directories/opentools
- mcp-get - mcp-get package manager and registry for MCP servers.: https://skillful.sh/directories/mcp-get
- Cursor Directory - Community-sourced Cursor rules and AI prompts.: https://skillful.sh/directories/cursor-directory
- GitHub Search (3138 items) - GitHub Search API scanning for MCP servers, AI agents, skills, and frameworks.: https://skillful.sh/directories/github-search
- LobeHub (40 items) - LobeHub chat plugins and MCP server integrations.: https://skillful.sh/directories/lobehub
- Best of MCP Servers (421 items) - Ranked list of best MCP servers from GitHub metrics.: https://skillful.sh/directories/best-of-mcp
- MCPMarket (2 items) - MCPMarket by CherryHQ - community MCP server marketplace.: https://skillful.sh/directories/mcpmarket
- TensorBlock Awesome MCP (1059 items) - TensorBlock's curated MCP servers categorized by function.: https://skillful.sh/directories/tensorblock
- Cline MCP Marketplace (749 items) - Cline's MCP Marketplace - community-submitted MCP servers.: https://skillful.sh/directories/cline-marketplace
- Anthropic Official Skills (18 items) - Official Anthropic skills repo for Claude Code.: https://skillful.sh/directories/anthropic-skills
- npm Skills Registry (300684 items) - npm scanned for AI skills, developer tools, and automation packages.: https://skillful.sh/directories/npm-skills
- PyPI Skills Registry (15004 items) - PyPI scanned for AI skills, ML tools, and automation packages.: https://skillful.sh/directories/pypi-skills
- Awesome AI Agents (149 items) - Curated list of AI agents from e2b-dev.: https://skillful.sh/directories/awesome-ai-agents
- Awesome MCP Tools (1637 items) - Aggregated MCP tool lists from multiple GitHub repos.: https://skillful.sh/directories/awesome-mcp-tools
- Composio - Composio AI agent tool integrations with 250+ apps.: https://skillful.sh/directories/composio
- LangChain Hub - LangChain Hub prompt templates, chains, and tools.: https://skillful.sh/directories/langchain-hub
- CrewAI Tools (125 items) - CrewAI multi-agent framework tools.: https://skillful.sh/directories/crewai-tools
- Zapier MCP (8 items) - Zapier MCP server and AI actions for 7,000+ apps.: https://skillful.sh/directories/zapier-mcp
- ModelScope - Alibaba's ModelScope AI model hub.: https://skillful.sh/directories/modelscope
- Awesome LLM Apps (497 items) - Curated lists of LLM-powered applications.: https://skillful.sh/directories/awesome-llm-apps
- AutoGen (Microsoft) (5 items) - Microsoft AutoGen multi-agent framework.: https://skillful.sh/directories/autogen-tools
- LlamaIndex Tools - LlamaIndex/LlamaHub agent tools and RAG components.: https://skillful.sh/directories/llamaindex-tools
- OpenAI Ecosystem (809 items) - OpenAI GPT plugins, custom GPTs, and assistants.: https://skillful.sh/directories/openai-plugins
- MCP Hub - MCP Hub server registry for editors.: https://skillful.sh/directories/mcp-hub
- ChatGPT Plugins (771 items) - Community ChatGPT plugins directory.: https://skillful.sh/directories/chatgpt-plugins
- SuperAgent & Frameworks (16 items) - SuperAgent, Semantic Kernel, Haystack agent frameworks.: https://skillful.sh/directories/superagent
- Dify Marketplace (3 items) - Dify.ai AI workflow marketplace and plugins.: https://skillful.sh/directories/dify-marketplace
- Raycast AI Extensions (10 items) - Raycast AI extensions for productivity.: https://skillful.sh/directories/raycast-extensions
- Cloudflare Workers AI - Cloudflare Workers AI model catalog.: https://skillful.sh/directories/cloudflare-ai
- Vercel AI SDK (527 items) - Vercel AI SDK providers and tools ecosystem.: https://skillful.sh/directories/vercel-ai-sdk
- GitHub Copilot Extensions - GitHub Copilot extensions and AI developer tools.: https://skillful.sh/directories/copilot-extensions
- Windsurf Rules - Windsurf/Codeium AI coding rules.: https://skillful.sh/directories/windsurf-rules
- Ollama Library - Ollama local AI model library.: https://skillful.sh/directories/ollama-models
- Replicate - Replicate cloud AI model platform.: https://skillful.sh/directories/replicate-models
- Toolhouse - Toolhouse universal tool platform for LLMs.: https://skillful.sh/directories/toolhouse
- Phidata/Agno (5 items) - Phidata (Agno) AI agent framework.: https://skillful.sh/directories/phidata-tools
- Agentic (250 items) - Agentic.so AI agent tools.: https://skillful.sh/directories/agentic
- AI Collections (1653 items) - Aggregated AI tool collections from community repos.: https://skillful.sh/directories/extra-directories
- VS Code Marketplace (326 items) - Visual Studio Code Marketplace AI and MCP extensions.: https://skillful.sh/directories/vscode-extensions
- JetBrains Marketplace - JetBrains IDE plugin marketplace - AI and MCP plugins.: https://skillful.sh/directories/jetbrains-plugins
- n8n Community Nodes (3074 items) - n8n workflow automation community nodes.: https://skillful.sh/directories/n8n-nodes
- Hugging Face Spaces (452 items) - Hugging Face Spaces - Gradio AI demo apps and tools.: https://skillful.sh/directories/gradio-spaces
- OpenRouter (344 items) - OpenRouter unified LLM API with models from all major providers.: https://skillful.sh/directories/openrouter-models
- PyPI (Real-time) - Real-time PyPI feed for AI/MCP packages: https://skillful.sh/directories/pypi-realtime
- npm Registry (Real-time) - Real-time npm registry change stream for AI/MCP packages: https://skillful.sh/directories/npm-realtime

## Blog Posts

- Coming soon

## Public API

The Skillful.sh REST API provides programmatic access to the full directory.

Base URL: https://skillful.sh/api/v1

### Endpoints

- GET /api/v1/items - List all items with pagination, filtering by type/category/author, and sorting by stars/downloads/date
- GET /api/v1/items/:slug - Get full item details including security analysis, cross-directory presence, and stats
- GET /api/v1/items/facets - Get available filter values (categories, types, security grades) with counts
- GET /api/v1/directories - List all tracked source directories
- GET /api/v1/search?q=query - Full-text search across items (name, description, tags, author)
- GET /api/v1/stats - Ecosystem-wide statistics and trends
- GET /api/v1/authors/:username - Author profile with published tools and aggregate metrics

### Rate Limits

- Unauthenticated: 100 requests/minute
- Authenticated (x-api-key header): 500 requests/minute

### Response Format

All responses are JSON with consistent pagination (page, limit, total, totalPages).

## Data Schema

Each indexed item includes:
- Name, slug, description, category, type (mcp_server | skill | agent)
- Security analysis with grade (A+ through F) and detailed scoring breakdown
- Cross-directory presence tracking (which directories list this item)
- GitHub statistics (stars, forks, open issues, last commit date, contributors)
- Package registry stats (npm weekly downloads, PyPI downloads)
- Compatibility matrix (supported platforms, AI clients)
- License details and repository URL
- Tags and related items

## Author Profiles

Every author has a profile page at https://skillful.sh/authors/:username showing:
- GitHub-verified identity and credentials
- All published tools with statistics
- Aggregate metrics (total stars, total downloads, average security grade)

## About

Skillful.sh is built by Basel Ismail. Our mission is to make the AI agent ecosystem discoverable, transparent, and secure. We continuously crawl and index tools from 55+ directories, run automated security analysis, and cross-reference entries to provide the most complete picture of every tool.

## Contact

- Website: https://skillful.sh
- Parent company: https://firmadapt.com