An MCP server that turns a large codebase into a semantic feature graph for precise navigation and meaning-based search
MCP servers
An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. This section lists servers with their transport, auth method and environment variables, an install command and an honest read on the risks.
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Found: 512
Self-hosted long-term memory for agents: semantic search, a knowledge graph and autonomous consolidation over MCP and a REST API
MCP server that connects an AI agent to the Unity Editor: scene, objects, packages and project resources
A code-intelligence engine for agents: builds a project graph and serves symbol lookup, call chains and blast radius, saving context
Docs MCP Server
Grounded Docs MCP Server
A local MCP server that indexes docs from websites, GitHub, npm, PyPI and files and gives the agent version-aware search
A local MCP server for safe read, search and edit of notes in an Obsidian vault, restricted to the vault root
An MCP server for n8n: the agent manages workflows and their executions through the n8n API in natural language, creating, updating, activating and running them
data.gouv.fr MCP
data.gouv.fr MCP Server
Official MCP server for France's open data portal: search, explore and query datasets straight from a chat with the agent
MCP Server for WinDbg
MCP Server for WinDbg Crash Analysis
An MCP server that hands the agent the Windows debuggers: crash dump analysis, remote and kernel debugging in natural language
Qdrant MCP Server
mcp-server-qdrant
Qdrant's official MCP server: semantic memory for agents on a vector database, storing and retrieving by meaning
An MCP server that installs other MCP servers from npm and PyPI at the agent's request and writes them into the config
Minutes
minutes
A local-first MCP server for meeting memory: on-device recording and transcription into Markdown, searchable from Claude Code, Codex, Cursor and any MCP client
An MCP server that connects an agent to a ROS robot through rosbridge: reading sensors and control without changing the robot's code
Cocos Creator MCP Server
Cocos Creator MCP Server Plugin
An MCP server as a Cocos Creator editor extension: the agent controls scenes, nodes, components, prefabs and project assets
Official
An MCP memory server for trading agents: keeps decisions and outcomes with a tamper-evident SHA-256 journal
Official
A local browser automation platform: MCP server, CLI and skills so an agent can drive Chrome, fill forms and pull data from pages
A Python MCP server for MySQL: listing tables, reading data, running SQL and inspecting schema through a controlled interface
Official
An MCP server for voice conversations with Claude Code and other MCP agents: speech recognition and voice synthesis, local or cloud
MCP server for Apple's official developer docs: search frameworks, APIs, code samples and WWDC sessions from your agent
A self-hosted MCP server for long-term agent memory: structured records, versioned rollback and a visual dashboard
Damn Vulnerable MCP Server
Damn Vulnerable Model Context Protocol (DVMCP)
A deliberately vulnerable MCP server, a training lab of 10 challenges on attacks against MCP, run only in isolation
Claude Video Vision
claude-video-vision
An MCP server and Claude Code plugin that let the agent watch video: frames via ffmpeg and audio transcription via Gemini, local Whisper or OpenAI
Wenyan MCP
文颜 MCP Server
An MCP server that formats Markdown with ready themes and saves the article to a WeChat official account draft
Search and drop in icons from 150+ Iconify collections as an MCP server, CLI and skill, writing SVG straight into the project
Frequently asked questions
What is an MCP server?
An MCP server connects an agent to external data and tools over a single protocol: files, databases, APIs and services. The agent calls its tools while it works.
How do I connect an MCP server to an agent?
The entry lists how to run it (npx, uvx, docker or a remote URL) and the environment variables. A config snippet goes into the agent settings.
Do I need a key or a paid account?
It depends on the server. Each entry states the auth method and requirements, including paid accounts, in the limitations block.