Best Python MCP Servers for AI Agents
50 tools · avg score 94.7 · sorted by AgentRank score
Python is the dominant language for MCP server development, powered by the official Anthropic Python SDK and the FastMCP framework that makes building servers fast and ergonomic. The Python MCP ecosystem covers databases, search, data processing, and AI/ML integrations better than any other language.
If you are building AI pipelines with LangChain, LlamaIndex, or direct Anthropic SDK integrations, Python-native MCP servers offer the smoothest path from prototype to production. Most community servers for AI model integrations, vector databases, and data tools are Python-first.
The tools below are ranked by the AgentRank composite score: stars, freshness, issue health, contributors, and dependents. A high score means the tool is actively maintained and used in real production projects.
| # | Tool | Score | Stars | Last Commit | Category |
|---|---|---|---|---|---|
| 1 | sickn33/agentic-awesome-skills | 48k | 7d ago | MCP Server | |
| 2 | Agents365-ai/drawio-skill | 10k | 9d ago | Deployment & DevOps | |
| 3 | vstorm-co/pydantic-deepagents | 1.1k | 14d ago | Agent Framework | |
| 4 | jacob-bd/gemini-notebook-mcp-cli | 6.3k | 13d ago | MCP Server | |
| 5 | D4Vinci/Scrapling | 87k | 7d ago | Browser Automation | |
| 6 | homeassistant-ai/ha-mcp | 5.0k | 7d ago | MCP Server | |
| 7 | assafelovic/gpt-researcher | 30k | 9d ago | MCP Server | |
| 8 | ag2ai/ag2 | 5.0k | 7d ago | Communication | |
| 9 | RekklesNA/ProxmoxMCP-Plus | 584 | 8d ago | API Integration | |
| 10 | unclecode/crawl4ai | 85k | 7d ago | MCP Server | |
| 11 | haris-musa/excel-mcp-server | 4.2k | 9d ago | Filesystem | |
| 12 | Auriti-Labs/geo-optimizer-skill | 1.1k | 7d ago | MCP Server | |
| 13 | jgravelle/jcodemunch-mcp | 2.8k | 7d ago | GitHub | |
| 14 | open-webui/open-webui | 155k | 7d ago | AI Models | |
| 15 | 1Panel-dev/MaxKB | 23k | 7d ago | MCP Server | |
| 16 | xerrors/Yuxi | 7.4k | 10d ago | Agent Framework | |
| 17 | WenyuChiou/awesome-agentic-ai-zh | 7.6k | 7d ago | Agent Framework | |
| 18 | jeremylongshore/tons-of-skills-marketplace | 2.8k | 7d ago | MCP Server | |
| 19 | chubbyguan/chubbyskills | 1.2k | 12d ago | YouTube | |
| 20 | NVIDIA/NeMo-Agent-Toolkit | 2.7k | 12d ago | Agent Framework | |
| 21 | wshobson/agents | 41k | 8d ago | MCP Server | |
| 22 | Thysrael/Horizon | 9.6k | 7d ago | MCP Server | |
| 23 | IBM/AssetOpsBench | 2.4k | 7d ago | MCP Server | |
| 24 | MinishLab/semble | 6.2k | 9d ago | MCP Server | |
| 25 | samuelgursky/davinci-resolve-mcp | 3.5k | 7d ago | MCP Server | |
| 26 | evalstate/fast-agent | 3.9k | 7d ago | MCP Server | |
| 27 | sirkirby/unifi-mcp | 893 | 7d ago | MCP Server | |
| 28 | bojieli/ai-agent-book | 54k | 11d ago | MCP Server | |
| 29 | datalayer/jupyter-mcp-server | 1.3k | 8d ago | MCP Server | |
| 30 | agentic-community/mcp-gateway-registry | 972 | 7d ago | LLM Client | |
| 31 | knowsuchagency/mcp2cli | 2.4k | 8d ago | Code Generation | |
| 32 | HKUDS/Vibe-Trading | 35k | 8d ago | MCP Server | |
| 33 | doobidoo/mcp-memory-service | 2.0k | 7d ago | API Integration | |
| 34 | PrefectHQ/fastmcp | 28k | 7d ago | MCP Server | |
| 35 | Arize-ai/openinference | 1.3k | 7d ago | Monitoring | |
| 36 | Mibayy/token-savior | 1.2k | 11d ago | MCP Server | |
| 37 | magicyuan876/mineru-tianshu | 841 | 7d ago | MCP Server | |
| 38 | pab1it0/prometheus-mcp-server | 518 | 9d ago | Monitoring | |
| 39 | brycewang-stanford/StatsPAI | 338 | 7d ago | Agent Framework | |
| 40 | raullenchai/Rapid-MLX | 4.0k | 7d ago | AI Models | |
| 41 | ggozad/haiku.rag | 626 | 7d ago | Search & RAG | |
| 42 | Kohei-Wada/taskdog | 358 | 8d ago | MCP Server | |
| 43 | PDFMathTranslate/PDFMathTranslate | 38k | 7d ago | AI Models | |
| 44 | study8677/repobrain | 1.3k | 7d ago | MCP Server | |
| 45 | Classic298/open-webui-plugins | 584 | 8d ago | MCP Server | |
| 46 | robbyczgw-cla/hermes-web-search-plus | 426 | 7d ago | MCP Server | |
| 47 | can4hou6joeng4/boss-agent-cli | 2.1k | 8d ago | MCP Server | |
| 48 | blazickjp/arxiv-mcp-server | 3.2k | 11d ago | MCP Server | |
| 49 | gensecaihq/Wazuh-MCP-Server | 251 | 10d ago | MCP Server | |
| 50 | atom2ueki/mcp-server-synology | 225 | 20d ago | Filesystem |