A curated directory of Model Context Protocol (MCP) servers, plus runnable reference implementations in Python.
Awesome MCP Servers
以下摘录自该仓库的 README(片段) · 在 GitHub 读完整 README →
**A directory of Model Context Protocol servers that checks every hosted server nightly — plus runnable reference implementations you can learn from.**
**Browse the live directory →**
Servers in this repo · Community directory · Contributing · Resources
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The Model Context Protocol is the open standard for connecting AI
assistants to tools and data. This repository is two things:
1. **A directory** — a categorized list of MCP servers the community has built and shipped. Every hosted server is sent a real MCP handshake each night, and the site shows which ones answered, which need auth, how many tools they expose and how much context those tools cost.
2. **A teaching repo** — small, readable server implementations in Python you can clone, run, and copy from.
Built and maintained by AI Anytime. Additions come from the community — see Contributing.
🗒 Contents
- Servers in this repo
- Quick start
- Community directory
- Agents, IDEs & developer tools
- Search & discovery
- Knowledge, memory & context
- Media & generation
- Security
- Finance & markets
- Marketing, content & social
- Cloud, ops & data
- Commerce, travel & logistics
- Work & productivity
- Contributing
- Resources
- License
🧱 Servers in this repo
Reference implementations you can run locally. Each folder is self-contained — open it and follow its README.md.
| Server | What it does | Stack |
| --- | --- | --- |
| weather | Active US weather alerts by state and short-term forecasts by lat/long, from the National Weather Service API. | Python · stdio |
| linkedin-profile-mcp | Fetches LinkedIn profile data as JSON through the Fresh LinkedIn Profile Data API on RapidAPI. | Python · stdio · needs RAPIDAPI_KEY |
| pubmed-mcp-server | Searches PubMed and returns article abstracts, via BioPython's Entrez module. | Python · stdio |
| mcp-wiki | Reads a Wikipedia article and hands it back as clean Markdown. | Python · stdio |
| http-sse-mcp-starter | Starter template for a **remote** MCP server over HTTP/SSE (Starlette + FastMCP), with a matching client. | Python · SSE |
| directory-mcp | Searches this directory from inside an MCP client: find servers by keyword, category and live status. Runs locally or as a remote server. | Python · stdio or HTTP |
| streamlit as an MCP Host | Streamlit app acting as an MCP **host** — connects to an SSE server, calls its tools, summarizes with a local Ollama model. | Python · Streamlit |
> [!TIP]
> New to MCP? Read weather first (smallest surface area), then http-sse-mcp-starter to see the same
> idea served remotely, then streamlit as an MCP Host to see the other side of the wire.
🚀 Quick start
Then point an MCP client at it. With Claude Code:
For Claude Desktop, add the same command to claude_desktop_config.json under mcpServers.
Stuck? The MCP playlist on the AI Anytime YouTube channel walks through it end to end.
🌍 Community directory
Servers built by the community, alphabetical within each category. This list is generated from the files in servers/; for live status, tool counts and one-line install commands, use the site.
A listing is not a security review. Read a server's source and permissions before you connect it.
**Legend** — stdio runs locally on your machine · http is a hosted remote server (nothing to install) · sse is a remote server over Server-Sent Events.
Agents, IDEs & developer tools
- **Agent QA** stdio — Author, validate, run, and inspect natural-language web and mobile regression tests, with persistent test memory. Install: npx -y agent-qa mcp
- **AI Developer Toolkit MCP** http — Read-only search and fetch over 950+ guides on AI-assisted development (Cursor, Claude Code, Codex) in English and Polish. No account or API key. Endpoint: https://developertoolkit.ai/mcp · Registry: io.github.mjaskolski/developer-toolkit-mcp
- **Aident Loadout** http — Connect Codex, Claude Code, Cursor, ChatGPT and other MCP clients to 1,000+ apps and 400+ Skills through one reusable setup with Vault-protected credentials. Endpoint: https://loadout.aident.ai/mcp · Docs · Website · Registry: io.github.Aident-AI/loadout
- **AIHawk** stdio — AI browser agent that browses, clicks, types, and reads real web pages from plain-English instructions. Install: uvx aihawk
- **Antigravity Link** stdio — Mirror active AI chat sessions from Google's Antigravity IDE to your phone: send messages, upload files, stop generation, automate workflows across 9 tools. Registry: io.github.cafeTechne/antigravity-link
- **API.market MCP Gateway** http — Discover and call 580+ APIs through five gateway tools, with OAuth or API-key authentication; pricing and free tiers vary by API. Endpoint: https://api.market/api/mcp/gateway