Best MCP Servers for Agent Framework in 2026

Top 10 Agent Framework MCP Servers

1. #1

   ageerle/ruoyi-ai

   Enterprise-grade AI agent framework with multi-provider LLM management, secure knowledge bases and high-precision RAG, visual workflow orchestration, and multi-agent coordination.

   98.8
   Ranks here on 5.7k GitHub stars and an active commit 8 days ago, plus 96% of issues closed.
   Freshness

   30.5

   Issue health

   29.6

   Stars

   15.4

   Contributors

   12.3

   Description

   6.2
   ★ 5.7k commit 7d ago Java
2. #2

   vstorm-co/pydantic-deepagents

   Open-source, self-hosted Claude Code - a terminal AI assistant and the Python framework behind it. Tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, unlimited context - on...

   98.7
   Ranks here on 1.1k GitHub stars and an active commit 14 days ago, plus 98% of issues closed.
   Issue health

   30.3

   Freshness

   28.1

   Stars

   15.4

   Contributors

   11.5

   Description

   6.2
   ★ 1.1k commit 14d ago Python
3. #3

   opensolon/solon-ai

   Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java26. It can also be embedded in SpringBoot, jFinal, Vert.x, Quarkus...

   95.7
   Ranks here on 463 GitHub stars and an active commit 19 days ago, plus 98% of issues closed.
   Issue health

   30.2

   Freshness

   26.1

   Stars

   13.7

   Contributors

   12.3

   Description

   6.2
   ★ 463 commit 19d ago Java
4. #4

   xerrors/Yuxi

   可私有部署的多租户知识智能体平台：统一 RAG、知识图谱、多智能体、MCP/Skills、沙盒与权限管理。Yuxi = Cloud Agents + Knowledge RAG, Self-hosted knowledge agent platform for RAG, knowledge graphs and multi-agent workflows.

   95.7
   Ranks here on 7.4k GitHub stars and an active commit 10 days ago, plus 86% of issues closed.
   Freshness

   29.7

   Issue health

   26.4

   Stars

   15.4

   Contributors

   12.3

   Description

   6.2
   ★ 7.4k commit 10d ago Python
5. #5

   WenyuChiou/awesome-agentic-ai-zh

   A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。

   95.3
   Ranks here on 7.6k GitHub stars and a commit within the last week, plus 90% of issues closed.
   Freshness

   30.6

   Issue health

   27.8

   Stars

   15.4

   Contributors

   10.7

   Description

   6.2
   ★ 7.6k commit 7d ago Python
6. #6

   mcp-use/mcp-use

   The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.

   95.3
   Ranks here on adopted by 98 downstream projects and 11k GitHub stars, plus an active commit 8 days ago.
   Dependents

   21.9

   Freshness

   19.7

   Issue health

   16.6

   Downloads

   13.0

   Stars

   10.0
   ★ 11k commit 8d ago TypeScript 98 dependents
7. #7

   NanmiCoder/cc-haha

   本地优先的跨平台 Claude Code / AI Agent 桌面工作台：多 Agent 协作、Git Worktree、代码 Diff、技能市场、多模型、Computer Use、桌面宠物；支持微信、飞书、钉钉及 H5 等远程访问。 | Local-first Claude Code / AI Agent desktop workspace: multi-agent teams, Git...

   95.1
   Ranks here on 15k GitHub stars and an active commit 8 days ago, plus 84% of issues closed.
   Freshness

   30.4

   Issue health

   25.9

   Stars

   15.4

   Contributors

   12.3

   Description

   6.2
   ★ 15k commit 8d ago TypeScript
8. #8

   NVIDIA/NeMo-Agent-Toolkit

   The NVIDIA NeMo Agent toolkit is an open-source library for efficiently connecting and optimizing teams of AI agents.

   94.9
   Ranks here on 2.7k GitHub stars and an active commit 13 days ago, plus 90% of issues closed.
   Freshness

   28.7

   Issue health

   27.5

   Stars

   15.4

   Contributors

   12.3

   License

   4.6
   ★ 2.7k commit 12d ago Python
9. #9

   punkpeye/fastmcp

   A TypeScript framework for building MCP servers.

   94.5
   Ranks here on adopted by 1.7k downstream projects and 3.3k GitHub stars, plus an active commit 16 days ago.
   Dependents

   25.3

   Issue health

   21.4

   Freshness

   20.4

   Stars

   11.5

   Contributors

   9.2
   ★ 3.3k commit 16d ago TypeScript 1719 dependents
10. #10

    dralkh/seerai

    Zotero AI plugin Research assistant for Zotero 10. Chat with your library, run federated scholarly search, RAG, OCR, systematic reviews, and manage cloud storage. Includes standalone MCP, Agentic c...

    94.2
    Ranks here on an active commit 14 days ago and 100% of issues closed.
    Issue health

    30.8

    Freshness

    28.2

    Contributors

    11.9

    Stars

    10.0

    Description

    6.2
    ★ 89 commit 14d ago TypeScript