AI & Machine Learning MCP Servers

AI services, embeddings, LLM integration

2,891 servers

mcp-rampart

uvx

Security toolkit for FastAPI-based MCP servers — pre-flight audit + runtime prompt-injection guardrail.

io.github.CloudCorpRecords/aidocs

npx

OpenAI docs, guides, changelog and API reference as MCP tools.

grounded-rag-mcp

uvx

An MCP server that gives any LLM host grounded, cited retrieval over your own documents — hybrid BM25 + dense retrieval, cross-encoder reranking, and built-in eval.

iflow-mcp_plaban1981-crewai-search

uvx

A Brave Search MCP Server built with CrewAI

mcpgen-cli

uvx

Turn any API into an MCP server in 30 seconds

ip-check-mcp

uvx

A lightweight diagnostic MCP server for AI developers to verify network environment compatibility and IP reputation for LLM API access.

qwed-mcp

uvx

MCP Server for QWED Verification - Use QWED verification tools in Claude Desktop, VS Code, and any MCP client

wefact-mcp

uvx

MCP server for WeFact — let Claude (Desktop, Code, Cursor) read and modify your WeFact administration via the v2 API.

mcp-server-wayback

uvx

MCP server giving Claude and other LLM clients structured access to the Internet Archive's Wayback Machine.

@swfte/mcp-server

npx

Official Model Context Protocol (MCP) server for the Swfte AI platform — build, validate, and deploy complete workflows, agents, chatflows, widgets, applications and MCP servers from Claude Code, Claude Desktop, Cursor, or any MCP client.

8/wk

woodstitch-mcp

uvx

MCP server for the Woodstitch API: paid human listeners judge your text-to-speech audio in blinded pairwise preference or human-vs-AI detection studies.

vision-mcp-server

uvx

MCP server that provides vision analysis tools via OpenAI-compatible API

mcp-openai-images-audio

uvx

MCP server exposing OpenAI gpt-image-2 image generation and editing as a single tool for Claude Code and other MCP clients.

ollama-openai-mcp

npx

Ollama OpenAI Proxy MCP Server

630/wk

mcp-bastion-gemini

uvx

MCP-Bastion security middleware for Google Gemini - prompt injection, PII, and rate-limit protection

openrag-mcp

uvx

RETIRED — OpenRAG MCP is now built into the OpenRAG backend as a streamable-HTTP endpoint at /mcp. See README for migration.

dsh2vs — VS C++ bridge (unofficial)

Remote

Unofficial, independent (not DeepSeek AI/Microsoft). VS C++ build+debug via MSBuild and cdb.

mcp-deutsche-bahn

uvx

MCP server exposing live Deutsche Bahn data: journeys, delays, disruptions, strikes, and alternative routes.

daily-news-mcp

uvx

MCP server exposing the Daily News engine (fetch, curate, rewrite AI/news) as tools.

pymcpx

uvx

MCP-compatible LangChain tools for AI agents — calculator, datetime, converter, and more.

mcphero

uvx

Library to use MCP servers natively with AI clients as tools.

answer-check-mcp

uvx

An MCP server that checks an AI agent's draft answer against its sources: figures, dates, citations and must/may wording, sentence by sentence; an optional LLM judge reads the prose.

arxsource-mcp

uvx

Read the paper. Find the source. An MCP server that lets AI agents search, read and analyze arXiv papers, and find their code.

rag-retrieval-mcp

uvx

A generic RAG MCP server with pluggable embedding providers and vector stores

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