MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
-
MCP server to connect an MCP client (Cursor, Claude Desktop etc) with your ZenML MLOps and LLMOps pipelines
MIT ★ 49 -
MCP server for educational dermatology knowledge, MoleCare API tools, and MLOps operations tooling. Runs in mock mode with no credentials. Not a medical device.
Apache-2.0 ★ 4 -
MCP server and MLOps CLI to export, quantize, audit, benchmark and auto-tune PyTorch and ONNX computer-vision models for edge deployment.
MIT -
Image Annotation, including Histopathology slides; From H&E slide to training data in one conversation: nuclei, outlines and slide QC, exported to QuPath, COCO or YOLO. No GPU needed. For Whole Slide Imaging (WSI), Digital and Computational Pathology, Bioinformatics, Tumor Microenvironment (TME) and MLOps Data Labeling.
MIT -
clearml-mcpgithub.com/prassanna-ravishankar/clearml-mcpupdated this year
lightweight MCP server for ClearML
MIT ★ 17 -
Model Context Protocol server for GitHub issue functions
MIT -
Model Context Protocol server for GitHub Actions
MIT -
Modern experiment tracking that follows you across servers, messengers, and LLMs.
NOASSERTION ★ 29 -
omni-nligithub.com/CogitatorTech/omni-nliupdated this year
A multi-interface (REST and MCP) server for natural language inference
MIT ★ 3 -
Terminal ray tracing, lightly sautéed with chaos where anyone can cook
Apache-2.0 -
MCP server for EdgeGate — set up edge-AI regression gates from Claude Code, Cursor, or Claude Desktop.
npm MIT ★ 1 -
A multi-interface (REST and MCP) server for automatic license plate recognition 🚗
MIT ★ 26 -
metaflow-mcp-servergithub.com/npow/metaflow-mcp-serverupdated this year
MCP server to inspect Metaflow runs, logs, and artifacts from your coding agent.
Apache-2.0 -
MCP server for Google Vertex AI — 181 tools covering all v1 REST API endpoints
★ 1 -
Hypothesis-first experiment tracking for agent-driven ML research, wired into Claude Code.
MIT ★ 3 -
This platform handles the entire lifecycle of an industrial anomaly detection system
MIT ★ 5 -
MCP server for EdgeGate — set up edge-AI regression gates from Claude Code, Cursor, or Claude Desktop.
npm MIT -
Train PyTorch on every GPU you can reach: one Trainer, from your laptop to many machines. NVIDIA CUDA, Apple Metal and CPU; self-hosted, open source.
pypi Apache-2.0 -
Diagnose and Fix CUDA / GPU environments compatibility issues locally, in Docker, and CI/CD. CLI + MCP server available.
MIT ★ 173 -
Domino Data Lab skills and MCP server for AI coding agents: Claude Code, OpenAI Codex and ChatGPT, Gemini CLI and Antigravity
MIT ★ 5 -
Fleet control plane: probe, boot and recover multi-node AI subsystems with proof. Docker and self-hosted inference fleet management.
MIT -
Self-hosted tabular ML that doesn't lie. Leakage Guard, conformal intervals, profit-optimized thresholds, counterfactuals & instant REST/MCP API.
MIT ★ 8 -
Denpex MCP Server: Diagnose GPU & ML training failures (CUDA OOM, NCCL timeouts, NVIDIA Xid, Slurm, vLLM) from Claude Desktop, Cursor, Windsurf, and Cline.
-
The ultimate MCP documentation server - 170+ curated repos, 11,000+ docs, full-text search for AI assistants
MIT ★ 2 -
Deep health checks for modern AI infrastructure — 44 company profiles across 5 regions, 14 compliance frameworks, governance auditing, MCP integration, and trend dashboard
MIT ★ 1 -
Self-hosted data annotation and labeling platform for images, video, audio, text, PDF and LLM evaluation. Your storage, your models, your cloud.
NOASSERTION -
AI/ML production readiness auditing. A remote MCP server that audits machine-learning projects for the issues that cause production incidents.
Apache-2.0 -
model-ledgergithub.com/block/model-ledgerupdated this year
Developer-first model inventory and governance framework for SR 11-7, EU AI Act, and NIST AI RMF compliance
pypi Apache-2.0 -
Open-source model inventory & governance. Discovers every model, rule, and pipeline across all your platforms as one immutable, agent-queryable graph — git for models.
Apache-2.0 ★ 17 -
MCP server bridging the MoleCare API to any MCP client: educational dermatology knowledge (lesion terminology, ABCDE criteria, SNOMED CT to ICD-10 mapping) and mole tracking data. Runs with no credentials. Not a medical device.
npm Apache-2.0 -
praxis-datahubgithub.com/Marc-Dvci/praxis-datahubupdated this year
Evidence-bound remediation agent for DataHub-governed data products. Turns one schema-drift incident into a proof-carrying, verified dbt change set — with an MCP server and a DataHub Skill so an agent can drive it, but never approve it.
Apache-2.0 -
agentic-experimentsgithub.com/kadenmc/agentic-experimentsupdated this year
Git-first, hypothesis-forcing experiment tracking for agent-driven ML research. Bundles a research harness for the H->E->F artifact model, uses signac for local execution/run state, and bridges to W&B for remote observability.
pypi MIT -
Auditable research provenance as local-first MCP tools. The claim checker, paper feed, knowledge graph and symbolic math assume nothing about your field — any results JSON or CSV works, from any instrument. The experiment ledger adds W&B/MLflow/Sacred/DVC/Hydra for computational work. Nothing leaves the machine.
MIT ★ 1 -
Probe Research: experiment tracking for coding agents. Plugins and skills for Claude Code, Codex and Cursor plus a read-only MCP server, so agents build on what your team already tried. CLI: pip install probe-research / npx probe-research. CI-generated mirror of Probe's monorepo.
Apache-2.0