#mcp-server

Open source GitLab MCP server for AI assistants: 2-tool dynamic find/execute over 850+ GitLab actions (1,000+ Enterprise), stdio/HTTP/OAuth, safe/read-only modes.

Local RAG MCP server for Claude Code — hybrid search (semantic + BM25), cross-encoder reranking, 13 MCP tools, 20 format parsers. Zero external servers, zero API keys.

IMAP/SMTP email for AI agents -- read, send, organize folders, and manage attachments across multiple accounts, with auto-discovery.

Composite MCP server for Godot Engine -- 17 composite tools for AI-assisted game development.

Telegram for AI agents -- messages, chats, media, and contacts across both bot and full user-account modes.

Open-source MCP server for AI agents: web search, content extraction, and library docs -- 5-strategy scraping, runs without API keys.

Open-source MCP server for AI agents: web search, content extraction, and library docs -- 5-strategy scraping, runs without API keys.

Portable signed records for automated interactions.

A one-of-a-kind resume builder that keeps your privacy in mind. Completely secure, customizable, portable, open-source and free forever. Try it out today!

A type-checker and contract layer for AI agent tool calls, deny-by-default, in-process, Pydantic-only. Strict argument validation, ghost-argument stripping, and self-healing retries for MCP servers and agent frameworks.

A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.

Elnora MCP Server — connect AI agents to the Elnora bioprotocol platform

A full featured, enterprise grade rust MCP SDK

End-to-end ML toolkit automating the complete workflow — data profiling, preprocessing, feature engineering, model selection, training, validation, explainability, drift monitoring, fairness checks, and interactive HTML reporting. Includes a full CLI for zero-code ML pipelines. Python 3.10+.

A MCP server for integrating Stata into your agent loop with a safety-first design.

Native Safari browser automation for AI agents. 97 tools via AppleScript — zero overhead, keeps logins, runs silently in background. Drop-in alternative to Chrome DevTools MCP with 40-60% less CPU/heat on Apple Silicon.

Paper trading simulator for Polymarket

Let your coding agent develop firmware on the real board, with the hardware as the gate.

OpenZIM MCP is a modern, secure, and high-performance MCP (Model Context Protocol) server that enables AI models to access and search ZIM format knowledge bases offline.

Currents MCP Server

Read, write, search, and surgically edit Obsidian vault notes, tags, and frontmatter via MCP. STDIO or Streamable HTTP.

MCP server that enables AI agents to perform comprehensive web audits using Google Lighthouse with 13+ tools for performance, accessibility, SEO, and security analysis.

A metasearch library that aggregates results from diverse web search services

Odoo MCP for AI agents — gated writes, multi-instance. Hosted product: https://erpipe.com

MCP (Model Context Protocol) server plugin for CAP NodeJS

An MCP server to access Giant Swarm's documentation, handbook, and intranet.

다이소·편의점 재고와 생활 정보를 AI에서 바로 조회해보세요. 설치·API 키 없이 연결하는 공개 MCP & Skill 입니다.

The Proxmox MCP you can hand the keys. All four products: PVE, PBS, PMG, PDM.

Cut AI context cost without trusting the compressor. Every reduction is reversible, byte-exact recoverable, and carries an auditable receipt. Local-first, works through proxy, MCP, SDK, or agent wrapper.

Short-term memory proxy gateway with proactive memory surfacing for AI agents