Machine Learning & AI MCP Servers
98 machine learning & ai MCP servers for Claude Code and AI agents, ranked by real installs from npm, PyPI and skills.sh. luma-mcp leads with 11k installs a month.
#Type
- 1luma-mcpMulti-model vision understanding MCP server. Supports GLM-4.6V (Zhipu), DeepSeek-OCR (SiliconFlow - Free), Qwen3-VL-Flash (Aliyun), and Doubao-Seed-1.6 (Volcengine)Jul 2026
- 2haiku.ragOpinionated agentic RAG powered by LanceDB, Pydantic AI, and DoclingJul 2026
- 3vmlxMLX inference server for Apple Silicon — Text, Image, Video & Audio generationJul 2026
- 4lilbeeThe whole local AI stack in one executable: run and manage local AI models across every GPU you have, and search your files, code, and the web pages you crawl, with answers that cite the source.Jul 2026
- 5mcp130+ AI models for image, video, music, and audio — 18 model families, one RunAPI account.Jul 2026
- 6openrouter-mcp-multimodalChat with 300+ LLMs via OpenRouter. Analyze and generate images, audio, and video from MCP.Jul 2026
- 7mcp-serversModel Context Protocol servers for IBM Quantum services and QiskitJul 2026
- 8mcp-server-geminiMCP server implementation for Google's Gemini APIJul 2025
- 9mcp-ollama-pythonOllama MCP Server, let's you chat with your local LLM running on your local OLLAMA server.Jul 2026
- 10midnight-mcp[DEPRECATED — migrate to Kapa + Midnight Expert: https://docs.midnight.network/blog/migrating-to-kapa-and-midnight-expert] MCP Server for Midnight Blockchain Development - Compact smart contracts, zero-knowledge proofs, and TypeScript integrationJul 2026
- 11healthchainTyped, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry.Jul 2026
- 12optuna-mcpOptuna MCP Server operates, manages, and visualizes Optuna studies.Jul 2026
- 13venice-mcp-serverUncensored, private, crypto-native AI inference (LLM, image, video, TTS, ASR, music, characters) by Venice.ai. Pay-per-call via x402, optional API key, no account required. Community-maintained, provided as-is, no SLA — use at your own risk.May 2026
- 14blatant-whyBY (Blatant-Why) protein design agent - CLI wrappers, scoring, and screeningMay 2026
- 15mcp-mathematicsProduction-ready MCP server built with FastMCP v2 for comprehensive mathematical operations, providing 52 advanced functions, 158 unit conversions, and enterprise-grade securityOct 2025
- 16wavescope-mcpWavelet-based multi-resolution context management for MCPJun 2026
- 17clearml-mcplightweight MCP server for ClearMLJun 2026
- 18dino-x-mcpOfficial DINO-X Model Context Protocol (MCP) server that empowers LLMs with real-world visual perception through image object detection, localization, and captioning APIs.Jun 2026
- 19lm-studio-mcp-serverMCP server for LM Studio model managementFeb 2026
- 20ragflow[RAGFlow](https://ragflow.io/) is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.Jul 2026
- 21ai-agents-for-beginners18 Lessons to Get Started Building AI AgentsJul 2026
- 22deeptutorAn agent-native intelligent learning companion with multi-agent collaboration and RAGJul 2026
- 23mlflowMLflow is an open source platform for the complete machine learning lifecycleJul 2026
- 24rllmReinforcement Learning for Language AgentsJul 2026
- 25unrealgenaisupportUnreal Engine plugin for LLM/GenAI models & MCP UE5 server. OpenAI GPT-5, Deepseek R1, Claude Opus/Sonnet, Gemini 3, Grok 4, Alibaba Qwen, Kimi, ElevenLabs TTS, Inworld, OpenRouter, Groq, GLM, Ollama, Local, Meshy, Tripo, Hunyuan3D, Rodin, fal, Dashscope, Seedream.Apr 2026
- 26hf-mcp-serverHugging Face MCP ServerJul 2026
- 27mcp-server-langfuseA MCP Server for Langfuse Prompt ManagementFeb 2025
- 28openra-rlPlay Red Alert with AI agents — LLMs, scripted bots, or RLMay 2026
- 29atomisticskillsIntergrating Atomistic Skills into Agentic IDEs (Cursor, Claude Code, Google Antigravity, OpenClaw, etc)Jul 2026
- 30houtini-lmMCP server that connects Claude to any OpenAI-compatible LLM endpoint. Offload routine analysis to a local model and preserve your Claude context window.Jul 2026
- 31train-in-silenceLLM fine-tuning hardware planner with CLI and API.Jun 2026
- 32your-first-llm-studioFirst LLM Studio: local-first LLM workbench for Apple Silicon with MLX runtimes, Compare Lab, benchmark ops, and remote model comparisons.Jul 2026
- 33vggt-mpsVGGT 3D reconstruction optimized for Apple Silicon with sparse attentionMar 2026
- 34claude-code-source-all-in-oneClaude Code source - local runnable setup for learningMay 2026
- 35mcp-llmMCP server for interacting with LLMs using LlamaIndexTSMar 2025
- 36claude-architectReference materials and demo assets for the Claude Architect Foundations 4-hour O'Reilly live trainingJul 2026
- 37tokio-prompt-orchestratorMulti-core, Tokio-native orchestration for LLM pipelines.Mar 2026
- 38octave-mcpOCTAVE MCP Server - Lenient-to-Canonical OCTAVE pipeline with schema validation and generative holographic contractsJun 2026
- 39deepseek-mcpA tiny MCP stdio server that exposes DeepSeek as a Claude/Codex tool.May 2026
- 40deepseek-claude-mcp-servera MCP server which integrates reasoning capabilities of DeepSeek R1 model into claude desktop app.Jan 2025
- 41claude-additional-models-mcpReduce Claude Desktop consumption by 10x — integrate external AI models (GLM-5, Gemini 3.x) via MCP for intelligent task delegationFeb 2026
- 42llama-mcp-streamlitThis project is an interactive AI assistant built with Streamlit, Nvidia NIM's API (LLaMa 3.3:70b)/Ollama, and Model Control Protocol (MCP).Feb 2025
- 43mercury-mcpMCP server exposing Mercury — cross-architecture LLM internal observation data — to AI coding agentsMay 2026
- 44zero-to-aiComprehensive AI/ML learning path from zero to productionJul 2026
- 45groq-mcp-serverGroq MCP ServerJun 2026
- 46mcp-rag-serverMCP server for enabling RAGApr 2025
- 47alphafold-mcp-serverA comprehensive Model Context Protocol server for accessing AlphaFold Protein Structure Database with advanced protein structure prediction toolsDec 2025
- 48ramenRAMen is a fast in-memory data store like Redis, but built for AI: drop-in Redis protocol, native vector search, semantic caching, and a built-in MCP server for agents. Single Go binary, BSD-3.Jul 2026
- 49engram-memoryThe highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.Jun 2026
- 50local_faiss_mcpLocal FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.Apr 2026
- 51long-term-memory-mcpLarge language model persistent memory module that lives outside the model itselfMar 2026
- 52lmstudio-toolpackA MCP stdio toolpack for local LLMsApr 2026
- 53prompt-chainingLoad, unload, and swap any number of local LLMs (LM Studio, Ollama, llama.cpp, ...) with full client-side control — plus unified streaming for local and cloud backends and an MCP server so agents can manage your VRAM.Jul 2026
- 54adaptive-graph-of-thoughts-mcp-serverMCP testing dependencies for Adaptive Graph of ThoughtsApr 2026
- 55gemini-mcpModel Context Protocol server for Google Gemini AI with chat, research, and groundingJul 2026
- 56context-engineering🧠 Stop building AI that forgets. Master MCP (Model Context Protocol) with production-ready semantic memory, hybrid RAG, and the WARNERCO Schematica teaching app. FastMCP + LangGraph + Vector/Graph stores. Your AI assistant's long-term memory starts here.Jul 2026
- 57text2sim-mcp-serverA multi-paradigm simulation engine that supports Discrete-Event Simulation (DES) with SimPy and System Dynamics (SD) with PySD. Features advanced Model Builder tools for iterative, conversational model development.Nov 2025
- 58mcp-server-qwen_maxMCP server for Qwen Max modelJul 2025
- 59modelscope-mcp-serverA Model Context Protocol (MCP) server that integrates with ModelScope's ecosystem.Dec 2025
- 60copiumThe Context Optimization Layer for LLM Applications - Cut costs by 65-90%Jul 2026
- 61ragscoreGenerate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.May 2026
- 62gemma-mcpMCP client and function calling for Gemma-3Jun 2025
- 63leeroopedia-mcpMCP server for Leeroopedia ML/AI knowledge searchFeb 2026
- 64vision-mcp-serverMCP server providing multimodal vision capabilities via OpenAI-compatible API endpoints (Qwen3-VL, GPT-4o, etc.)Feb 2026
- 65axiomos-labs一项致力于通过神经符号与沙盒审计自演进重构通用智能底层逻辑的前沿探索Feb 2026
- 66tuneforgeMCP server that lets coding agents generate datasets, fine-tune, and evaluate LLMs.Apr 2026
- 67yade-mcpMCP server for YADE — open-source DEM engine. Browse API docs, run simulations, manage tasks.Jul 2026
- 68gemini-mcp-serverA TypeScript MCP server for Google Gemini — text, chat, search, code execution, and image generation.Feb 2026
- 69linear-regression-mcpMCP server for training Linear Regression Model.Jul 2025
- 70agentsAI agents implementation to demostrate agentic programming frameworks and concepts like DSPy, MCP, etc.Aug 2025
- 71novita-mcp-serverMCP server for interacting with Novita AI APIMay 2025
- 72sarvam-mcp-serverA Model Context Protocol (MCP) server implementation for Sarvam's text processing capabilities, providing language identification, text analytics, translation, and transliteration services for Indian languages.Jun 2025
- 73codeclawExport your Claude Code and Codex conversations to Hugging Face as structured training dataFeb 2026
- 74agentic-visionPersistent visual memory for AI agents — capture screenshots, embed with CLIP ViT-B/32, compare, recall. MCP server + Rust core library.Mar 2026
- 75aikitLightweight generation abstraction for OpenAI, Anthropic and Google GeminiAug 2025
- 76deep-thinkerAdvanced cognitive thinking MCP with DAG-based thought graph, 10 reasoning strategies, node aliases, session persistence, structured responses, auto strategy selection, and 17 tools with help & concludeMay 2026
- 77oathmcpAgent-native MCP server for evidence-backed clinical calculators.Jul 2026
- 78apus-medical-mcp-serverAPUS岐黄（医疗）& 智草（中医）大模型的MCP服务Apr 2025
- 79mcp-phenoage-clockMCP server for calculating biological age using the Morgan Levine PhenoAge clockMay 2025
- 80mcts-mcp-serverA Monte Carlo Tree Search MCP server with multiple LLM provider support.Jun 2025
- 81reflective-agent-architectureA novel cognitive architecture integrating modern associative memory with metacognitive monitoring for insight-like problem solvingDec 2025
- 82gcf-pythonThe AI-native wire format for structured data. 50-92% fewer tokens than JSON, with multi-turn delta encoding for agent loops. 100% comprehension on every frontier model. Zero dependencies.Jul 2026
- 83protein-mcp-serverFederated protein structure & annotation across experimental (PDB) and predicted (AlphaFold) models.Jul 2026
- 84nextgen-aiAI agent powered by MCP, LangGraph, LangChain, RAG, OpenAI, and PostgreSQLAug 2025
- 85matlab-mcp-server-pythonMCP server exposing MATLAB capabilities to AI agentsJul 2026
- 86ollama-mcp-serverModern MCP server for Ollama – rebooted and actively maintained.Jul 2025
- 87pddl-mcp-serverMCP server for PDDL generation and Fast Downward planning.Jul 2026
- 88image-analysis-mcpImage understanding for AI agents — analyze and describe any image via the three.ws pipeline.Jul 2026
- 89mcp-llama-swapMCP server for hot-swapping llama.cpp models in Claude Code sessionsApr 2026
- 90logic-lm-mcpA Model Context Protocol server that provides symbolic reasoning capabilities using Logic-LM framework and Answer Set ProgrammingAug 2025
- 91google-ai-mcp-serverModel Context Protocol server for Google AI services (VEO 3, Imagen 4, Gemini, Lyria 2)Jul 2025
- 92gemini-embedding-2-mcp-serverA multimodal local memory MCP for AI agents powered by Gemini Embedding 2Jun 2026
- 93vertex-mcp-chatbotInteractive LLM chatbot powered by Google's models on Vertex AIOct 2025
- 94mcp-server-gemini-bridgeMCP Server - Bridge to Google Gemini API. Part of HumoticaOS/SymbAIon ecosystem.Jun 2026
- 95mcp-server-ollama-bridgeMCP Server - Bridge to local Ollama LLM. Part of HumoticaOS/SymbAIon ecosystem.Jun 2026
- 96nexusmind-2.0NexusMind: Intelligent Scientific Reasoning through Graph-of-Thoughts MCP ServerJun 2025
- 97mcp-turboquantMCP server for LLM quantization. Compress any HuggingFace model to GGUF, GPTQ, or AWQ.Apr 2026
- 98mcp-server-deepseekMCP Server for deepseek integration in Claude desktopJan 2025
