machine-learning MCP servers & tools

36 Model Context Protocol servers tagged “machine-learning”, ranked by usage. Connect any of them to Claude Desktop, Cursor or Windsurf in one step.

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Classifier.dev
Sort up to 1,000 texts into your own labels with a calibrated confidence per answer. No API key.
Data Science Tools
Upvotes: 0Installs: 0GitHub stars: 425
Replicate
Replicate MCP.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
Mlflow MCP Server
us-all
MLflow — 82 tools across experiments, runs, registered models, model versions, traces, assessments. MLflow 3 GenAI traces support and 5 workflow Prompts (analyze-failed-traces, promote-best-run, compare-top-runs).
Other Tools and Integrations
Upvotes: 0Installs: 0GitHub stars: 1
SAS Viya
Execute SAS code and query Compute, CAS, and model APIs on SAS Viya via OAuth 2.0.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: 65
Huggingface
Hugging Face Hub MCP — models, datasets, spaces
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
Openreview
OpenReview MCP — ML conference submissions and reviews (API v2)
Research
Upvotes: 0Installs: 0GitHub stars: —
Paperswithcode
Papers With Code MCP — browse ML research papers and their code repositories
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
Label Studio MCP Server
HumanSignal
Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
Data Science Tools
Upvotes: 0Installs: 0GitHub stars: 37
MCP Paperswithcode
hbg
MCP to search through PapersWithCode API
Search & Data Extraction
Upvotes: 0Installs: 0GitHub stars: 26
Stats Compass
50+ pandas-powered tools for data loading, cleaning, visualization, and ML workflows
Data Science Tools
Upvotes: 0Installs: 0GitHub stars: 17
Ultralytics Platform MCP
MCP server for Ultralytics Platform projects, datasets, training, prediction, exports, and models.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: 10
Discovery Engine
leap-laboratories
Superhuman exploratory data analysis that finds the feature interactions and subgroup effects that LLMs and manual exploration miss — with p-values, effect sizes, and literature citations. Data goes in, validated insights come out. Free for public data.
Data Science Tools
Upvotes: 0Installs: 0GitHub stars: 7
Lacuna Research MCP
Search Lacuna's ML research graph for papers, directions, authors, venues, and hypotheses.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: 7
MCP Turboquant
ShipItAndPray
LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging Face Hub.
Data Science Tools
Upvotes: 0Installs: 0GitHub stars: 5
Kaggle MCP
MCP server for the Kaggle API: competitions, datasets, kernels, and models.
Data Science Tools
Upvotes: 0Installs: 0GitHub stars: —
ModelSafetyMCP
itsalissonsilva
MCP server for scanning machine learning model artifacts for unsafe serialization, malicious model patterns, risky packaging, URL-based artifact scanning, and directory-level triage using ModelScan, PickleScan, and heuristic inspection.
Security
Upvotes: 0Installs: 0GitHub stars: 1
Pcq
playidea-lab
Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools (resolve/inspect/run/validate/describe/compare/lineage) for running, validating, and tracing experiments across any framework (PyTorch / HF Trainer / Lightning / sklearn / XGBoost). Apache-2.0.
Data Science Tools
Upvotes: 0Installs: 0GitHub stars: 1
A
AI Dev Jobs
Specialized job board for AI/ML engineers. Search curated roles.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
Q
QualeQuest — AI Agent Governance Platform
84-tool governance for multi-agent systems: tasks, compliance, decisions, ML predictions.
Security
Upvotes: 0Installs: 0GitHub stars: —
Aidatataskrunner MCP
MCP server for AiDataTaskRunner Panel (MT5) - Control data generation and ML model training via MCP
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
A
ATars MCP
Crypto market signals, technical indicators, and sentiment analysis for AI agents.
Databases
Upvotes: 0Installs: 0GitHub stars: —
TrainTools
Recommend paper-backed diagnostics for PyTorch and Hugging Face training problems.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
Pixlint
Lint, curate & prepare computer-vision datasets from your AI assistant — MCP server, 67 tools
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
S
Syntology
Provenance-tagged knowledge graph of AI/ML research: papers, citations, methods, code.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
R
Rvc Training
Train portable RVC v2 voice models from audio in the cloud and download the .pth, .index, and ZIP.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
W
Wake Word Training
Train custom wake words from your agent: estimator, GPU training, benchmarks. Card or crypto.
Finance & Fintech
Upvotes: 0Installs: 0GitHub stars: —
Leakguard MCP
Static analyzer flagging lookahead bias & data leakage in ML/trading code before backtest.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
Codabench MCP
MCP server for the Codabench REST API — drives a full ML-benchmark participant workflow.
Data Science Tools
Upvotes: 0Installs: 0GitHub stars: —
Civitai
Civitai MCP.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
MCP Ml Lab
Run end-to-end ML experiments from natural language (XGBoost, LightGBM, Optuna).
Data Science Tools
Upvotes: 0Installs: 0GitHub stars: —
Mendrift
MCP server for ML drift detection, MLflow registry diffing, and HMAC-gated model rollback
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
Driftoracle
DriftOracle - 15 tools for model/data drift monitoring: PSI, KS-test, alerts, evidence packs.
Monitoring
Upvotes: 0Installs: 0GitHub stars: —
Tensorcad
Design transformer LLM architectures and report their parameters, FLOPs, memory and cost
Knowledge & Memory
Upvotes: 0Installs: 0GitHub stars: —
D
DashAI (unofficial)
Train, track and query models on a running dashAI instance. Read-oriented, no delete tools.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
Sudhanva Public Profile
Read Sudhanva Narayana's public profile, production ML case studies, and technical writing.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —
S
Symbioza
Run a GPU job under a hard dollar cap and collect the files it writes.
Developer Tools
Upvotes: 0Installs: 0GitHub stars: —