Machine learning MCP servers

A server here trains, fine-tunes, evaluates or hosts machine learning models.

Not here: servers that merely use AI to do something else.

463servers
239 remote224 localTagged by Odel's AI, which can make mistakes

Best fit

247 made for this, ranked by starsRemoteLocal
  1. Vibedonate @pooriaarab/vibedonateBitTorrent-style mesh for AI inference across agentic CLIs. Local-first.7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  2. Mingxin @mingxinstorage/mingxin-mcp-serverMeasured AI-inference-storage benchmarks with citations, article search, KV-cache ROI estimation.9% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  3. vLLM Ops @jaimenbell/vllm-ops-mcpRead-only ops/health MCP server for a local vLLM instance: health tiers, GPU/VRAM, service status.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  4. Kirk — Unsupervised Structural Change Detection @ulyssesmodel/kirk-mcpThe Kalman filter for the non-Gaussian, non-stationary world. Unsupervised structural change.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  5. Mendrift @suneel190700/mendrift-mcpMCP server for ML drift detection, MLflow registry diffing, and HMAC-gated model rollback5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  6. Whetstone @cyberelf/toolsVerifier-grounded AI promotion gates, disposable report cards, and signed PASS/HOLD/BLOCK receipts.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  7. TrainTools @aparajeets/traintoolsRecommend paper-backed diagnostics for PyTorch and Hugging Face training problems.2% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  8. AI Guardian @aiops-tools/ai-guardianGoverned local-LLM observability: model policy, prompt scanner, capture proxy, 21 tools.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  9. Inference AIops @aiops-tools/inference-aiopsGoverned GPU inference ops (vLLM + Ray Serve): latency RCA, scaling, drain, 39 tools.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  10. UnoRouter MCP @unorouter/mcpSearch 200+ UnoRouter models (most free), check pricing, and chat through one key5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  11. Scorecard MCP @scorecard/mcpMCP server providing access to the Scorecard API to evaluate and optimize LLM systems.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  12. LLMTest @tjacquesson/llmtest-mcpBenchmark AI models on real prompts. Find cheaper, faster alternatives across 340+ models.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  13. Telegraph @telegraphprotocol/telegraphDecentralized AI inference (weather, deepfake detection, LLMs) with x402 USDC micropayments.7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  14. ModelRunner @modelrunner/mcpRun 100+ AI models — image, video, audio, 3D — through one API with pay-per-use billing.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  15. Hive Compute @srotzin/hive-mcp-computeHiveCompute MCP Server — decentralized inference router for AI agents10% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  16. operant-mcp @saagpatel/operant-mcpRead-only MCP server for the OPERANT AI operating-agent calibration benchmark.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  17. Qwen 2 @runapi-builder/qwen-2-mcpRunAPI MCP server for Qwen 2: create tasks, poll status, check pricing.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  18. ML Lab @rohithraju-ops/mcp-ml-labRun end-to-end ML experiments from natural language (XGBoost, LightGBM, Optuna).4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  19. Qwen MCP @rocnubie/chat-mcpQwen AI Chat guide to Qwen3.6-Plus and qwen3.6-flash with practical notes on 1M context, coding7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from a package registry.
  20. DeepSeek FR MCP @rocnubie/deepseekfr-mcpIndependent French workspace for evaluating DeepSeek-V3-class chat and DeepSeek-R1 reasoning.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from a package registry.
  21. Safe Kaggle MCP @parkseokjune/kaggle-mcpSafety-first Kaggle MCP — confirm-gated destructive ops, submission budget, injection-fenced.7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  22. PathCourse Health (PCH) @pathcourse-health/mcp-serverCheaper LLM inference, USDC agent payments via x402, agent identity / reputation lookup.6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  23. Golden Dataset @nipunkhanderia/golden-dataset-mcpVersion-controlled golden datasets and RAG evaluation, no API key needed.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  24. MyAi @myaitoken/myai-mcpDecentralized AI inference on Base: OpenAI-compatible chat via community GPUs, paid in MYAI9% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.