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
- #1tonhowtf/omniget97.8
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...
Ranks here on 14k GitHub stars and a commit within the last week, plus 99% of issues closed.Freshness 30.8Issue health 30.4Stars 15.4Contributors 12.3Description 6.2 - Ranks here on adopted by 270 downstream projects and 153k GitHub stars, plus a commit within the last week.Dependents 22.0Freshness 20.0Issue health 19.4Downloads 13.0Stars 10.0
- #3LibreChat-AI/LibreChat95.6
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,...
Ranks here on 45k GitHub stars and a commit within the last week, plus 86% of issues closed.Freshness 30.8Issue health 26.4Stars 15.4Contributors 12.3Description 6.2 - #4PDFMathTranslate/PDFMathTranslate92.7
[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
Ranks here on 37k GitHub stars and a commit within the last week, plus 82% of issues closed.Freshness 30.8Issue health 25.3Stars 15.4Contributors 12.3Description 6.2 - #5stacklok/toolhive92.2
ToolHive is an enterprise-grade platform for running and managing Model Context Protocol (MCP) servers.
Ranks here on 2.2k GitHub stars and a commit within the last week, plus 81% of issues closed.Freshness 30.8Issue health 24.8Stars 15.4Contributors 12.3License 4.6 - #6clay-good/OpenLore90.7
Deterministic, local-first memory and guardrails for AI coding agents with no LLM in the hot path.
Ranks here on 309 GitHub stars and a commit within the last week, plus 88% of issues closed.Freshness 30.8Issue health 27.0Stars 12.8Contributors 11.2License 4.6 - #7houtini-ai/houtini-lm89.5
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.
Ranks here on a commit within the last week and 100% of issues closed.Freshness 30.8Issue health 30.8Stars 10.7Contributors 6.5Description 6.2 - #8varun29ankuS/shodh-memory89.0
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.
Ranks here on 290 GitHub stars and a commit within the last week, plus 79% of issues closed.Freshness 30.8Issue health 24.4Stars 12.6Contributors 10.4Description 6.2 - #9thevibeworks/claude-code-docs88.0
Everything Anthropic ships for builders, archived and updated 4× daily. 3,900+ files. 12 sources. API, Claude Code, MCP, docs, cookbooks, skills, plugins.
Ranks here on a commit within the last week and 96% of issues closed.Freshness 30.8Issue health 29.5Stars 8.6Contributors 8.4Description 6.2 - #10AtomicBot-ai/atomic-agent87.6
Atomic Agent is a local-first AI agent. Runs open-weight models on your own machine via llama.cpp.
Ranks here on 2.5k GitHub stars and a commit within the last week.Freshness 30.8Issue health 20.3Stars 15.4Contributors 12.3License 4.6
More AI Models MCP Servers
| # | Tool | Score | Stars | Last Commit | Language |
|---|---|---|---|---|---|
| 11 | SamurAIGPT/Generative-Media-Skills | 4.3k | 16d ago | Shell | |
| 12 | mudler/LocalAI | 49k | today | Go | |
| 13 | waybarrios/vllm-mlx | 1.6k | 1d ago | Python | |
| 14 | artokun/comfyui-mcp-panel | 120 | 11d ago | JavaScript | |
| 15 | ahwurm/localharness | 37 | 4d ago | Python | |
| 16 | plmbr/notebook-intelligence | 344 | today | Python | |
| 17 | aovestdipaperino/plank | 31 | 1d ago | Rust | |
| 18 | bug-ops/zeph | 60 | 3d ago | Rust | |
| 19 | cloud-apim/otoroshi-llm-extension | 19 | 1d ago | Scala | |
| 20 | jacob-bd/perplexity-web-mcp | 188 | 24d ago | Python | |
| 21 | 7df-lab/devo | 320 | 17d ago | Rust | |
| 22 | yuzushi-dev/Sando | 54 | 6d ago | JavaScript | |
| 23 | blak0p/git-courer | 43 | 7d ago | Go | |
| 24 | fkiene/llmtrim | 239 | 9d ago | Rust | |
| 25 | rokbenko/quackd | 237 | today | Python | |
| 26 | PyModel/pythinker-code | 27 | today | TypeScript | |
| 27 | mockzilla/mockzilla-mcp | 5 | 6d ago | JavaScript | |
| 28 | AbyssCN/oh-my-dag | 40 | 2d ago | TypeScript | |
| 29 | launchapp-dev/animus-cli | 39 | 2d ago | Rust | |
| 30 | tachyonmcp/tachyon | 31 | today | Java | |
| 31 | Muvon/octomind | 144 | today | Rust | |
| 32 | blakeox/courtlistener-mcp | 15 | 21d ago | TypeScript | |
| 33 | everyapi-ai/everyapi-ai | 3 | 1d ago | Go | |
| 34 | tylerjrbuell/reactive-agents-ts | 28 | 3d ago | TypeScript | |
| 35 | sauravsingla/agentweave | 39 | today | Python | |
| 36 | linuxserver/docker-lm-studio | 7 | 1d ago | Shell | |
| 37 | MarcoPorcellato/matryca-plumber | 98 | today | Python | |
| 38 | pkdindustries/soulshack | 30 | 6d ago | Go | |
| 39 | gmickel/gno | 114 | today | TypeScript | |
| 40 | truehot/LMLocal | 27 | 2d ago | C# | |
| 41 | AndyShaman/gemini-webapi-mcp | 55 | 4d ago | Python | |
| 42 | h1ddenpr0cess20/ollamarama-matrix | 68 | 6d ago | Python | |
| 43 | postmanlabs/postman-mcp-server | 317 | 3d ago | TypeScript | |
| 44 | TJC-LP/sanzaru | 6 | 8d ago | Python | |
| 45 | SKaiNET-developers/SKaiNET-transformers | 7 | today | Kotlin | |
| 46 | jonigl/mcp-client-for-ollama | 826 | 11d ago | Python | |
| 47 | skrun-dev/skrun | 209 | 2d ago | TypeScript | |
| 48 | jonigl/ollama-mcp-bridge | 102 | 7d ago | Python | |
| 49 | mrsufgi/contextplus-rs | 3 | today | Rust | |
| 50 | Deltologic/datadoe-mcp | 15 | 1mo ago | TypeScript |