什么是 MCP 服务器?
MCP 服务器是遵循 Model Context Protocol 标准的程序,把文件访问、数据库查询、网页搜索等工具或数据源封装成 AI 助手能发现并调用的能力。
按分类浏览 MCP 服务器,按 GitHub 星标或最新收录排序。打开详情页查看配置与安装说明。
aoci-spec
Local MCP server and CLI that keeps a Git-versioned, model-written index of a codebase and its database schema, so coding agents start each task with the whole system in view.
plur-ai
AI agents start every session with amnesia — you re-explain the project, repeat your preferences, and correct the same mistakes over and over. PLUR gives them a memory that persists. Your agent's corrections, preference
aakarim
Serve your docs to AI agents over SSH and MCP. Agents use ls, cat, grep, find, and pipes against a virtual filesystem backed by your documentation. Identity-scoped access, governed writing with human approval, and portab
Round-Tower
Local AI agent for your Mac with a built-in MCP server: 18 tools for your notes and PDFs, a temporal memory graph, an on-device LLM and a neural voice. No account, no telemetry. No data centers required.
ctxfile
Local-first MCP server that snapshots your project's working state into one context object. Open-core, privacy-first.
Rarefied-Earth
Groundwork: company memory for your AI tools. Docs public. Source closed. Public proof needs no account.
alopez3006
MCP connector for Snipara, the Project Brain for AI coding agents
westonhancock
Orcha is a unified context layer for AI tools and agents. It stores and indexes and exposes organizational, team, or individual knowledge. Files, structured databases, and connected sources live in one workspace, and age
sequico
Shared, serverless, conflict-free memory for AI agents: a multi-machine drop-in for the MCP memory knowledge graph.
stonianua
Project context your AI can query through MCP — with source evidence.
LoreKeeper Ltd
Mess in, magic out: pour in your D&D and TTRPG notes and LoreKeeper keeps them as a private store for your world. Ask Claude or ChatGPT about it, or build a sourcebook.
ideaswave
Open-source Python SDK & MCP interface for Priostack Agent Context Network (ACN). Zero-setup, autonomous memory orchestration for AI agents.
modelcontextprotocol
Model Context Protocol Servers
upstash
Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors
DeusData
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 162 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.
Semantic-Org
The official Semantic-UI-React integration
vitali87
The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs
makenotion
Official Notion MCP Server
MarkusPfundstein
MCP server that interacts with Obsidian via the Obsidian rest API community plugin
basicmachines-co
AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN
arabold
Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools
silverstein
Every meeting, every idea, every voice note — searchable by your AI. Open-source, privacy-first conversation memory layer.
alioshr
A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
suekou
A Model Context Protocol server for connecting Notion to MCP-compatible clients
shaneholloman
MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development
GreatScottyMac
Context Portal (ConPort): A memory bank MCP server building a project-specific knowledge graph to supercharge AI assistants. Enables powerful Retrieval Augmented Generation (RAG) for context-aware development in your IDE.
StevenStavrakis
A simple MCP server for Obsidian
cyanheads
Read, write, search, and surgically edit Obsidian vault notes, tags, and frontmatter via MCP. STDIO or Streamable HTTP.
a-bonus
The Ultimate Google Docs, Sheets, Drive, Gmail, & Google Calendar MCP Server. This MCP (primarily for use in Claude Desktop) gains full access to your google suite and lets claude do its thing.
anyproto
An MCP server enabling AI assistants to interact with Anytype - your encrypted, local and collaborative wiki - to organize objects, lists, and more through natural language.
Beever-AI
Your First LLM-Wiki Conversation Knowledge Base
zhitongblog
A markdown editor — and the bridge to your LLM. Local-first, MIT, ~15 MB. Bundled MCP server lets Claude Code / Codex / Cursor drive your vault directly. 14 AI providers BYOK.
RafalWilinski
Talk with your notes in Claude. RAG over your Apple Notes using Model Context Protocol.
CheMiguel23
A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models.
Govcraft
🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.
hannesrudolph
An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context.
omega-memory
Persistent memory for AI coding agents
danhilse
A simple MCP integration that allows Claude to read and manage a personal Notion todo list
lostintangent
📓 An MCP server for managing your personal knowledge, daily notes, and re-usable prompts via GitHub Gists
Kapeli
MCP server for Dash, the macOS API documentation browser
awkoy
Notion MCP server for Claude, Cursor, ChatGPT & Claude Desktop. Connect AI agents to Notion via Model Context Protocol — pages, databases, blocks, comments, files.
entanglr
A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, explore and synthesize atomic notes through Claude and other MCP-compatible clients.
YUZongmin
A FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.
jbeno
Model Context Protocol (MCP) server designed to allow AI agents within Cursor to interact with Jupyter Notebook (.ipynb) files
Dicklesworthstone
Comprehensive MCP server exposing dozens of capabilities to AI agents: multi-provider LLM delegation, browser automation, document processing, vector ops, and cognitive memory systems
jjsantos01
A Model Context Protocol (MCP) for Jupyter Notebook
nkapila6
"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨
spences10
🔍 MCP server that lets you search and access Svelte documentation with built-in caching
ccabanillas
A Model Context Protocol (MCP) server implementation for Notion integration, providing a standardized interface for interacting with Notion's API.
okooo5km
A Model Context Protocol server that provides knowledge graph management capabilities.
nguyenvanduocit
🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows
IvenKooLab
A queryable second brain over your scattered notes and docs - hybrid retrieval (vector + BM25), section-level citations, and an MCP server so AI agents can use it. ~300 lines, no LangChain.
tuncer-byte
Memory Bank is an MCP server that helps teams create, manage, and access structured project documentation. It generates and maintains a set of interconnected Markdown documents that capture different aspects of project knowledge, from high-level goals to technical details and day
rawr-ai
Graphiti Model Context Protocol (MCP) Server - An MCP server for knowledge graph management via Graphiti
needle-ai
Needle MCP Server for easy RAG.Long-term memory for LLMs.
yuvalsuede
Persistent memory for Claude Code — never lose context between sessions
2b3pro
MCP Server and CLI tool for Roam Research Graph Integration
okooo5km
A Model Context Protocol server that provides knowledge graph management capabilities.
buger
Turn any github repo to MCP server, and chat with code or docs
8enSmith
A Model Context Protocol (MCP) server for the Internet Archive's Open Library API that enables AI assistants to search for book and author information.
关于 MCP 服务器、工具和集成的常见问题
MCP 服务器是遵循 Model Context Protocol 标准的程序,把文件访问、数据库查询、网页搜索等工具或数据源封装成 AI 助手能发现并调用的能力。
每个服务器详情页都提供可直接粘贴的 Claude Desktop、Cursor、VS Code 等客户端配置代码,大多数几分钟内就能装好。
本页收录的大多数服务器开源免费;部分服务器背后调用的第三方 API(云服务、付费数据源等)可能需要你自备 API key 或订阅。
本地 MCP 服务器运行在你的设备上,通常通过 stdio 连接,数据控制更直接但需要安装运行环境;远程 MCP 服务器由服务方托管,通过 HTTP 连接,配置更简单但依赖网络和第三方可用性。
Claude Desktop、Claude Code、Cursor、VS Code、Codex 以及其他支持 Model Context Protocol 的 AI 客户端都可以连接 MCP 服务器。具体配置格式和支持的传输方式可能因客户端而异。
安装前应检查源码仓库、维护活跃度、依赖、所需权限和数据处理说明,并优先选择官方或可信维护者。对文件系统、数据库、Shell 和生产环境等敏感能力应采用最小权限并定期轮换凭据。