Google PageRank for AI agents. 25,000+ tools indexed.

Best MCP Servers for AI Models in 2026

1,160 tools indexed · avg score 91.9 · sorted by AgentRank score

The AgentRank index tracks 1,160 ai models tools. The top-ranked entry is tonhowtf/omniget at 97.8 points. Across the 10 shown here, the average AgentRank score is 91.9, and 10 had a commit in the last 30 days. The most common primary language is TypeScript.

AI model provider tools give agents programmatic access to language models, embedding models, image generators, and speech services. These range from official provider SDKs (OpenAI, Anthropic, Google) to local inference tools (Ollama, llama.cpp, LM Studio) that run models on your own hardware.

In multi-agent architectures, model provider tools often serve as the "brain" that other specialized agents call. An orchestrator might use a fast, cheap model for routing decisions while delegating complex reasoning tasks to a more capable model — all through a unified model provider interface.

Local inference tools deserve special attention: Ollama in particular has become the standard for running open models (Llama, Mistral, Phi, Gemma) locally. This matters for privacy-sensitive workloads, offline operation, and cost control at scale. The tradeoff is hardware requirements and latency vs. API-based models.

Top 10 AI Models MCP Servers

  1. #1
    tonhowtf/omniget

    Udemy & Hotmart course downloader, YouTube downloader (yt-dlp GUI, 1,800+ sites) + desktop app for AI agents: Claude Code, Codex, Gemini CLI, Ollama. Permissions, undo, jobs, loops until tests pass...

    97.8
    Ranks here on 14k GitHub stars and a commit within the last week, plus 99% of issues closed.
    Freshness
    30.8
    Issue health
    30.4
    Stars
    15.4
    Contributors
    12.3
    Description
    6.2
    ★ 14k commit today Rust
  2. #2
    open-webui/open-webui

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

    95.8
    Ranks here on adopted by 270 downstream projects and 153k GitHub stars, plus a commit within the last week.
    Dependents
    22.0
    Freshness
    20.0
    Issue health
    19.4
    Downloads
    13.0
    Stars
    10.0
    ★ 153k commit today Python 270 dependents
  3. #3
    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,...

    95.6
    Ranks here on 45k GitHub stars and a commit within the last week, plus 86% of issues closed.
    Freshness
    30.8
    Issue health
    26.4
    Stars
    15.4
    Contributors
    12.3
    Description
    6.2
    ★ 45k commit today TypeScript
  4. #4
    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 37k GitHub stars and a commit within the last week, plus 82% of issues closed.
    Freshness
    30.8
    Issue health
    25.3
    Stars
    15.4
    Contributors
    12.3
    Description
    6.2
    ★ 37k commit today Python
  5. #5
    stacklok/toolhive

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

    92.2
    Ranks here on 2.2k GitHub stars and a commit within the last week, plus 81% of issues closed.
    Freshness
    30.8
    Issue health
    24.8
    Stars
    15.4
    Contributors
    12.3
    License
    4.6
    ★ 2.2k commit today Go
  6. #6
    clay-good/OpenLore

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

    90.7
    Ranks here on 309 GitHub stars and a commit within the last week, plus 88% of issues closed.
    Freshness
    30.8
    Issue health
    27.0
    Stars
    12.8
    Contributors
    11.2
    License
    4.6
    ★ 309 commit 1d ago TypeScript
  7. #7
    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 a commit within the last week and 100% of issues closed.
    Freshness
    30.8
    Issue health
    30.8
    Stars
    10.7
    Contributors
    6.5
    Description
    6.2
    ★ 119 commit 1d ago TypeScript
  8. #8
    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.

    89.0
    Ranks here on 290 GitHub stars and a commit within the last week, plus 79% of issues closed.
    Freshness
    30.8
    Issue health
    24.4
    Stars
    12.6
    Contributors
    10.4
    Description
    6.2
    ★ 290 commit today Rust
  9. #9
    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.

    88.0
    Ranks here on a commit within the last week and 96% of issues closed.
    Freshness
    30.8
    Issue health
    29.5
    Stars
    8.6
    Contributors
    8.4
    Description
    6.2
    ★ 47 commit today Jupyter Notebook
  10. #10
    AtomicBot-ai/atomic-agent

    Atomic Agent is a local-first AI agent. Runs open-weight models on your own machine via llama.cpp.

    87.6
    Ranks here on 2.5k GitHub stars and a commit within the last week.
    Freshness
    30.8
    Issue health
    20.3
    Stars
    15.4
    Contributors
    12.3
    License
    4.6
    ★ 2.5k commit today TypeScript

More AI Models MCP Servers

# Tool Score Stars Last Commit Language
11 SamurAIGPT/Generative-Media-Skills 87.0 4.3k 16d ago Shell
12 mudler/LocalAI 87.0 49k today Go
13 waybarrios/vllm-mlx 86.6 1.6k 1d ago Python
14 artokun/comfyui-mcp-panel 86.4 120 11d ago JavaScript
15 ahwurm/localharness 86.0 37 4d ago Python
16 plmbr/notebook-intelligence 85.8 344 today Python
17 aovestdipaperino/plank 85.6 31 1d ago Rust
18 bug-ops/zeph 85.1 60 3d ago Rust
19 cloud-apim/otoroshi-llm-extension 84.8 19 1d ago Scala
20 jacob-bd/perplexity-web-mcp 84.3 188 24d ago Python
21 7df-lab/devo 84.2 320 17d ago Rust
22 yuzushi-dev/Sando 84.0 54 6d ago JavaScript
23 blak0p/git-courer 82.9 43 7d ago Go
24 fkiene/llmtrim 82.8 239 9d ago Rust
25 rokbenko/quackd 82.6 237 today Python
26 PyModel/pythinker-code 81.2 27 today TypeScript
27 mockzilla/mockzilla-mcp 80.7 5 6d ago JavaScript
28 AbyssCN/oh-my-dag 80.1 40 2d ago TypeScript
29 launchapp-dev/animus-cli 79.9 39 2d ago Rust
30 tachyonmcp/tachyon 79.8 31 today Java
31 Muvon/octomind 79.8 144 today Rust
32 blakeox/courtlistener-mcp 79.5 15 21d ago TypeScript
33 everyapi-ai/everyapi-ai 79.2 3 1d ago Go
34 tylerjrbuell/reactive-agents-ts 79.0 28 3d ago TypeScript
35 sauravsingla/agentweave 78.5 39 today Python
36 linuxserver/docker-lm-studio 77.7 7 1d ago Shell
37 MarcoPorcellato/matryca-plumber 77.2 98 today Python
38 pkdindustries/soulshack 77.0 30 6d ago Go
39 gmickel/gno 76.9 114 today TypeScript
40 truehot/LMLocal 76.6 27 2d ago C#
41 AndyShaman/gemini-webapi-mcp 75.9 55 4d ago Python
42 h1ddenpr0cess20/ollamarama-matrix 74.6 68 6d ago Python
43 postmanlabs/postman-mcp-server 74.6 317 3d ago TypeScript
44 TJC-LP/sanzaru 74.1 6 8d ago Python
45 SKaiNET-developers/SKaiNET-transformers 73.7 7 today Kotlin
46 jonigl/mcp-client-for-ollama 73.7 826 11d ago Python
47 skrun-dev/skrun 73.3 209 2d ago TypeScript
48 jonigl/ollama-mcp-bridge 73.1 102 7d ago Python
49 mrsufgi/contextplus-rs 72.7 3 today Rust
50 Deltologic/datadoe-mcp 72.6 15 1mo ago TypeScript