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MCP 服务器

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。

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记忆与知识

AOCI-CODE

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.

1.7K记忆与知识

PLUR

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

226记忆与知识

OpenLore

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

66记忆与知识

M1K3

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.

7记忆与知识

ctxfile

ctxfile

Local-first MCP server that snapshots your project's working state into one context object. Open-core, privacy-first.

2记忆与知识

Groundwork

Rarefied-Earth

Groundwork: company memory for your AI tools. Docs public. Source closed. Public proof needs no account.

1记忆与知识

Snipara

alopez3006

MCP connector for Snipara, the Project Brain for AI coding agents

1记忆与知识

Orcha

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

记忆与知识

server-noonien - shared memory MCP

sequico

Shared, serverless, conflict-free memory for AI agents: a multi-machine drop-in for the MCP memory knowledge graph.

记忆与知识

Neither MCP

stonianua

Project context your AI can query through MCP — with source evidence.

记忆与知识

LoreKeeper RPG (lorekeeper.com)

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.

记忆与知识

priostack

ideaswave

Open-source Python SDK & MCP interface for Priostack Agent Context Network (ACN). Zero-setup, autonomous memory orchestration for AI agents.

记忆与知识

Memory

modelcontextprotocol

Model Context Protocol Servers

88.1K记忆与知识

Context7 MCP - Up-to-date Docs For Any Cursor Prompt

upstash

Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors

58.7K记忆与知识

Codebase Memory

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.

46.7K记忆与知识

Semantic Ui React

Semantic-Org

The official Semantic-UI-React integration

13.2K记忆与知识

Code Graph Rag

vitali87

The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs

5.3K记忆与知识

Notion MCP Server

makenotion

Official Notion MCP Server

4.5K记忆与知识

MCP server for Obsidian

MarkusPfundstein

MCP server that interacts with Obsidian via the Obsidian rest API community plugin

4.0K记忆与知识

Basic Memory

basicmachines-co

AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN

3.4K记忆与知识

Docs MCP Server

arabold

Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools

1.5K记忆与知识

minutes

silverstein

Every meeting, every idea, every voice note — searchable by your AI. Open-source, privacy-first conversation memory layer.

1.3K记忆与知识

Memory Bank MCP Server

alioshr

A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.

913记忆与知识

Notion MCP Server

suekou

A Model Context Protocol server for connecting Notion to MCP-compatible clients

910记忆与知识

Mcp Knowledge Graph

shaneholloman

MCP server enabling persistent memory for Claude through a local knowledge graph - fork focused on local development

871记忆与知识

Context Portal MCP (ConPort)

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.

763记忆与知识

Obsidian MCP Server

StevenStavrakis

A simple MCP server for Obsidian

717记忆与知识

Obsidian MCP Server

cyanheads

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

618记忆与知识

Ultimate Google Docs & Drive MCP Server

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.

605记忆与知识

Anytype MCP Server

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.

467记忆与知识

Beever Atlas

Beever-AI

Your First LLM-Wiki Conversation Knowledge Base

449记忆与知识

Solomd

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.

425记忆与知识

MCP Apple Notes

RafalWilinski

Talk with your notes in Claude. RAG over your Apple Notes using Model Context Protocol.

401记忆与知识

MemoryMesh

CheMiguel23

A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models.

348记忆与知识

Rust Docs MCP Server

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.

286记忆与知识

RAG Documentation MCP Server

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.

267记忆与知识

Omega Memory

omega-memory

Persistent memory for AI coding agents

224记忆与知识

Notion MCP Integration

danhilse

A simple MCP integration that allows Claude to read and manage a personal Notion todo list

208记忆与知识

📓 GistPad MCP

lostintangent

📓 An MCP server for managing your personal knowledge, daily notes, and re-usable prompts via GitHub Gists

199记忆与知识

Dash Api Docs Mcp Server

Kapeli

MCP server for Dash, the macOS API documentation browser

167记忆与知识

Notion MCP Server

awkoy

Notion MCP server for Claude, Cursor, ChatGPT & Claude Desktop. Connect AI agents to Notion via Model Context Protocol — pages, databases, blocks, comments, files.

159记忆与知识

Zettelkasten MCP Server

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.

159记忆与知识

Semantic Scholar MCP Server

YUZongmin

A FastMCP server implementation for the Semantic Scholar API, providing comprehensive access to academic paper data, author information, and citation networks.

158记忆与知识

Jupyter Notebook MCP Server (for Cursor)

jbeno

Model Context Protocol (MCP) server designed to allow AI agents within Cursor to interact with Jupyter Notebook (.ipynb) files

157记忆与知识

🧠 Ultimate MCP Server

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

154记忆与知识

JupyterMCP - Jupyter Notebook Model Context Protocol Integration

jjsantos01

A Model Context Protocol (MCP) for Jupyter Notebook

130记忆与知识

mcp-local-rag

nkapila6

"primitive" RAG-like web search model context protocol (MCP) server that runs locally. ✨ no APIs ✨

128记忆与知识

mcp-svelte-docs

spences10

🔍 MCP server that lets you search and access Svelte documentation with built-in caching

122记忆与知识

Notion MCP Server

ccabanillas

A Model Context Protocol (MCP) server implementation for Notion integration, providing a standardized interface for interacting with Notion's API.

112记忆与知识

Memory MCP Server

okooo5km

A Model Context Protocol server that provides knowledge graph management capabilities.

107记忆与知识

THE PROJECT IS MOVED

nguyenvanduocit

🚀 All-in-one MCP server with AI search, RAG, and multi-service integrations (GitLab/Jira/Confluence/YouTube) for AI-enhanced development workflows

104记忆与知识

Loci

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.

100记忆与知识

Memory Bank MCP

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

100记忆与知识

Graphiti MCP Server • Fast Multi‑Project Knowledge Graphs

rawr-ai

Graphiti Model Context Protocol (MCP) Server - An MCP server for knowledge graph management via Graphiti

100记忆与知识

Build Agents with Needle MCP Server

needle-ai

Needle MCP Server for easy RAG.Long-term memory for LLMs.

99记忆与知识

Memory

yuvalsuede

Persistent memory for Claude Code — never lose context between sessions

99记忆与知识

Roam Research MCP Server

2b3pro

MCP Server and CLI tool for Roam Research Graph Integration

98记忆与知识

Memory MCP Server (Go)

okooo5km

A Model Context Protocol server that provides knowledge graph management capabilities.

93记忆与知识

Docs MCP Server

buger

Turn any github repo to MCP server, and chat with code or docs

89记忆与知识

mcp-open-library

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.

82记忆与知识

常见问题

关于 MCP 服务器、工具和集成的常见问题

1

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。

2

如何安装 MCP 服务器?

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。

3

MCP 服务器要收费吗?

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。

4

本地 MCP 服务器和远程 MCP 服务器有什么区别?

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。

5

哪些 AI 客户端可以连接 MCP 服务器?

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。

6

如何判断 MCP 服务器是否安全可靠?

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。