Best Python MCP Servers for AI Agents
50 tools · avg score 73.1 · 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 | PrefectHQ/fastmcp | 24k | 6mo ago | MCP Server | |
| 2 | oraios/serena | 21k | 6mo ago | Agent Framework | |
| 3 | NVIDIA/NeMo-Agent-Toolkit | 1.9k | 6mo ago | Agent Framework | |
| 4 | modelcontextprotocol/python-sdk | 22k | 6mo ago | MCP Server | |
| 5 | taylorwilsdon/google_workspace_mcp | 1.8k | 6mo ago | MCP Server | |
| 6 | nickclyde/duckduckgo-mcp-server | 880 | 6mo ago | MCP Server | |
| 7 | stickerdaniel/linkedin-mcp-server | 1.0k | 6mo ago | MCP Server | |
| 8 | knowsuchagency/mcp2cli | 702 | 6mo ago | Code Generation | |
| 9 | CursorTouch/Windows-MCP | 4.7k | 6mo ago | MCP Server | |
| 10 | agentic-community/mcp-gateway-registry | 484 | 6mo ago | LLM Client | |
| 11 | CodeGraphContext/CodeGraphContext | 1.9k | 6mo ago | MCP Server | |
| 12 | saidsurucu/borsa-mcp | 515 | 6mo ago | MCP Server | |
| 13 | homeassistant-ai/ha-mcp | 1.2k | 6mo ago | MCP Server | |
| 14 | IBM/mcp-context-forge | 3.4k | 6mo ago | LLM Client | |
| 15 | awslabs/mcp | 8.4k | 6mo ago | MCP Server | |
| 16 | rohitg00/kubectl-mcp-server | 849 | 6mo ago | Deployment & DevOps | |
| 17 | softaworks/agent-toolkit | 1.0k | 6mo ago | Agent Framework | |
| 18 | saidsurucu/yargi-mcp | 665 | 6mo ago | MCP Server | |
| 19 | jgravelle/jcodemunch-mcp | 1.1k | 6mo ago | MCP Server | |
| 20 | SamurAIGPT/muapi-cli | 972 | 6mo ago | MCP Server | |
| 21 | MGdaasLab/WHartTest | 705 | 6mo ago | Agent Framework | |
| 22 | robotmcp/ros-mcp-server | 1.1k | 6mo ago | MCP Server | |
| 23 | sooperset/mcp-atlassian | 4.6k | 6mo ago | MCP Server | |
| 24 | dbt-labs/dbt-mcp | 507 | 6mo ago | Data Processing | |
| 25 | ArcadeAI/arcade-mcp | 823 | 6mo ago | MCP Server | |
| 26 | datalayer/jupyter-mcp-server | 939 | 6mo ago | MCP Server | |
| 27 | Vexa-ai/vexa | 1.8k | 6mo ago | MCP Server | |
| 28 | 0x4m4/hexstrike-ai | 7.4k | 6mo ago | MCP Server | |
| 29 | snyk/agent-scan | 1.9k | 6mo ago | MCP Server | |
| 30 | golf-mcp/golf | 814 | 7mo ago | Agent Framework | |
| 31 | neo4j-contrib/mcp-neo4j | 914 | 6mo ago | MCP Server | |
| 32 | chigwell/telegram-mcp | 786 | 6mo ago | Communication | |
| 33 | pathintegral-institute/mcpm.sh | 906 | 6mo ago | MCP Server | |
| 34 | datagouv/datagouv-mcp | 1.0k | 6mo ago | MCP Server | |
| 35 | johnhuang316/code-index-mcp | 822 | 6mo ago | MCP Server | |
| 36 | samuelgursky/davinci-resolve-mcp | 632 | 6mo ago | MCP Server | |
| 37 | pipeboard-co/meta-ads-mcp | 617 | 6mo ago | MCP Server | |
| 38 | svnscha/mcp-windbg | 1.1k | 6mo ago | MCP Server | |
| 39 | alpacahq/alpaca-mcp-server | 550 | 6mo ago | MCP Server | |
| 40 | 54yyyu/zotero-mcp | 1.8k | 6mo ago | Agent Framework | |
| 41 | cisco-ai-defense/mcp-scanner | 843 | 6mo ago | MCP Server | |
| 42 | Shelpuk-AI-Technology-Consulting/kindly-web-search-mcp-server | 220 | 6mo ago | MCP Server | |
| 43 | wesammustafa/Claude-Code-Everything-You-Need-to-Know | 1.2k | 6mo ago | MCP Server | |
| 44 | zongmin-yu/semantic-scholar-fastmcp-mcp-server | 102 | 6mo ago | MCP Server | |
| 45 | jonigl/mcp-client-for-ollama | 563 | 6mo ago | AI Models | |
| 46 | Edlineas/aivectormemory | 71 | 6mo ago | MCP Server | |
| 47 | Sentinel-One/purple-mcp | 66 | 6mo ago | MCP Server | |
| 48 | arthurpanhku/DocSentinel | 70 | 6mo ago | Search & RAG | |
| 49 | alexei-led/k8s-mcp-server | 205 | 6mo ago | Deployment & DevOps | |
| 50 | alexei-led/aws-mcp-server | 181 | 6mo ago | MCP Server |