Best MCP Servers for AI Models in 2026

Top 10 AI Models MCP Servers

1. #1

   open-webui/open-webui

   User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

   96.0
   Ranks here on adopted by 272 downstream projects and 155k GitHub stars, plus an active commit 8 days ago.
   Dependents

   22.0

   Freshness

   19.9

   Issue health

   19.6

   Downloads

   13.0

   Stars

   10.0
   ★ 155k commit 7d ago Python 272 dependents
2. #2

   LibreChat-AI/LibreChat

   Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching,...

   95.0
   Ranks here on 46k GitHub stars and a commit within the last week, plus 84% of issues closed.
   Freshness

   30.7

   Issue health

   25.7

   Stars

   15.4

   Contributors

   12.3

   Description

   6.2
   ★ 46k commit 7d ago TypeScript
3. #3

   clay-good/OpenLore

   Deterministic, local-first memory and guardrails for AI coding agents with no LLM in the hot path.

   94.5
   Ranks here on 320 GitHub stars and a commit within the last week, plus 100% of issues closed.
   Issue health

   30.8

   Freshness

   30.6

   Stars

   12.9

   Contributors

   11.2

   License

   4.6
   ★ 320 commit 7d ago TypeScript
4. #4

   raullenchai/Rapid-MLX

   Rapid-MLX is an open-source (Apache 2.0) OpenAI- and Anthropic-compatible LLM inference server for Apple Silicon, built on MLX, focused on reliable tool calling for coding agents. Up to 4× faster t...

   93.1
   Ranks here on 4.0k GitHub stars and a commit within the last week, plus 98% of issues closed.
   Freshness

   25.6

   Issue health

   25.1

   Downloads

   13.4

   Stars

   12.8

   Contributors

   10.3
   ★ 4.0k commit 7d ago Python
5. #5

   PDFMathTranslate/PDFMathTranslate

   [EMNLP 2025 Demo] PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译，支持 Google/DeepL/Ollama/OpenAI 等服务，提供 CLI/GUI/MCP/Docker/Zotero

   92.7
   Ranks here on 38k GitHub stars and a commit within the last week, plus 82% of issues closed.
   Freshness

   30.7

   Issue health

   25.3

   Stars

   15.4

   Contributors

   12.3

   Description

   6.2
   ★ 38k commit 7d ago Python
6. #6

   stacklok/toolhive

   ToolHive is an enterprise-grade platform for running and managing Model Context Protocol (MCP) servers.

   92.0
   Ranks here on 2.3k GitHub stars and a commit within the last week, plus 80% of issues closed.
   Freshness

   30.7

   Issue health

   24.6

   Stars

   15.4

   Contributors

   12.3

   License

   4.6
   ★ 2.3k commit 7d ago Go
7. #7

   thevibeworks/claude-code-docs

   Everything Anthropic ships for builders, archived and updated 4× daily. 3,900+ files. 12 sources. API, Claude Code, MCP, docs, cookbooks, skills, plugins.

   90.5
   Ranks here on a commit within the last week and 96% of issues closed.
   Freshness

   30.7

   Issue health

   29.5

   Stars

   11.1

   Contributors

   8.4

   Description

   6.2
   ★ 143 commit 7d ago Jupyter Notebook
8. #8

   jacob-bd/perplexity-web-mcp

   MCP server and Anthropic API-compatible interface for Perplexity AI web interface

   90.0
   Ranks here on 200 GitHub stars and an active commit 16 days ago, plus 100% of issues closed.
   Issue health

   30.8

   Freshness

   27.5

   Stars

   11.8

   Contributors

   8.4

   License

   4.6
   ★ 200 commit 15d ago Python
9. #9

   houtini-ai/houtini-lm

   MCP server that saves Claude Code tokens by delegating bounded tasks to local or cloud LLMs. Works with LM Studio, Ollama, vLLM, DeepSeek, Groq, Cerebras.

   89.5
   Ranks here on an active commit 10 days ago and 100% of issues closed.
   Issue health

   30.8

   Freshness

   29.6

   Stars

   10.7

   Contributors

   6.5

   Description

   6.2
   ★ 121 commit 10d ago TypeScript
10. #10

    varun29ankuS/shodh-memory

    Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and auditable — that learns from use, forgets the irrelevant, and strengthens what matters. No cloud, no API keys.

    89.1
    Ranks here on 306 GitHub stars and an active commit 8 days ago, plus 79% of issues closed.
    Freshness

    30.3

    Issue health

    24.4

    Stars

    12.8

    Contributors

    10.4

    Description

    6.2
    ★ 306 commit 8d ago Rust