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Local-first RAG MCP server in Python: hybrid search (semantic + BM25 keyword boost) over your own documents. 11 MCP tools + CLI, markitdown ingestion for 12 formats, multilingual embeddings, LanceDB.

VV knowledge layer for AI agents — MCP server exposing Visualize Value frameworks, voice, and content

Maybe the headless Ghidra MCP you are looking for.

Search and memory across your AI coding sessions — one index over Claude Code, Codex, and Pi. Fuzzy-find and resume from the CLI, give agents recall via MCP, and get usage reports.

MCP server for build123d to improve AI cognition when creating 3D CAD models

Your AI agent doesn't know what's broken in production. This fixes that.

A lightweight, zero-footprint TypeScript MCP server that lets AI assistants drive the Godot 4.x game engine.

MCP server de dados do agronegocio brasileiro: cotacoes (boi, soja, milho, leite) e conversoes

Stdio MCP server to build, run and read reports for JMeter test plans

It gives agents a safe, inspectable, token-efficient way to without falling back to brittle UI automation.

MCP server and CLI tool for interacting with the Internet Archive's Wayback Machine

- Access MATLAB documentation via matlab://documentation/getting-started URI - Get started guide with examples and usage instructions

Live through COM on Windows, or headless through ezdxf anywhere — one typed contract, two engines.

Agents Council The simplest way to bridge and collaborate across AI Agent sessions

mail-mcp Production-ready email MCP server for AI agents IMAP + SMTP + EWS + Microsoft Graph API — built in Rust

for Google PageSpeed Insights & Chrome UX Report APIs. Analyze, compare, and optimize web performance directly through Claude, Cursor, or any MCP-compatible AI client.

Make your MCP servers secure and production ready

A MCP server for the stock market data API, Alphavantage API.

AI‑powered YouTube uploader—no CLI, no YouTube Studio, and no secrets ever shared with LLMs or third‑party apps and all free of cost!

MCP server to fetch YouTube transcripts

CLI-first semantic code search with MCP integration. Modern, fast, and intelligent code search powered by ChromaDB and AST parsing.

Secure MCP Gateway - Setup Admin level gateway functionality for MCP servers - with guardrails at each MCP server to overcome multiple security issues with using MCPs

Grok Build plugin for Claude Code, Grok, Codex, Cursor and others. Provides /grok:search, /grok:review, /grok:rescue commands + grok_search MCP tool for live X/web search.

Universal Memory Protocol (UMP) - an open standard for agent memory. The third interop layer beside MCP (tools) and A2A (coordination).