热门好用的 MCP Server 推荐
按分类、安装方式和来源搜索比较 MCP Server。
Local-first MCP server that gives AI agents durable repo memory and fast semantic code context.
A persistent memory MCP server for AI coding agents — stores, searches, and retrieves atomic learnings so agents retain knowledge across sessions.
MCP server enabling HydraDB memory operations (store, recall, search) in AI coding tools
Shared project memory for Claude Code, Codex, Cursor and other MCP coding tools — one brain.klypix file committed with your code.
A-MEM Agentic Memory System - MCP Server for IDE Integration (Cursor, VSCode) | Dual-Storage: ChromaDB + NetworkX DiGraph with explicit typed edges | Based on Zettelkasten
你自托管的个人AI代理——一个为一人设计的智能操作系统：聊天、自主目标循环、内存、知识库、技能、自动化、双向MCP，以及一个权限门禁应用......
Local-first, zero-API memory for AI agents. Persistent, private, and yours — runs entirely on your machine, no cloud calls, no API keys.
An MCP server for Unsloth - a library that makes LLM fine-tuning 2x faster with 80% less memory
A Model Context Protocol (MCP) server that provides persistent memory capabilities for AI systems, enabling true continuity of consciousness across conversations.
为跨会话和机器的AI编码代理提供问题跟踪、共享内存和协调。MCP服务器，Go CLI，Dolt支持，离线同步。BD/珠子替代方案。
Sample Spring AI MCP Server project built for fun and experimentation. 🚀 It implements basic CRUD operations using an in-memory data store with dummy Person data. 🤖
特工的持久长期记忆——一个MCP服务器，带有联想记忆库、正典事实皮层、类似睡眠的梦境巩固和一个网页控制台。还没完全活着。
DeepSeek Harness 的内置编码代理——类似 Claude Code 的工作流程，可选模型、TUI、技能、子代理、钩子、MCP、内存和工作树。
One MCP server, 270 tools, replaces 75+ — files, shell, GitHub, Android, desktop vision, security & forensics, persistent memory.
WeChat Memory MCP Server -- 让 AI 读取你的微信聊天记录。
为AI编码代理提供持久内存。MCP服务器+生命周期钩子，为Claude代码、Codex和Cursor提供跨会话的长期记忆——一个Rust二进制文件，一个本地SQLite数据库，没有服务器。
A free, open-source MCP server for Speediance Gym Monster training data — session history, per-set logs, rowing telemetry, workouts and a coaching memory. Self-hosted alternative to GM Manager.
物理世界的loci方法代理。内存存在于对象上，而非应用。远程MCP服务器（观察/询问/提交）。
Project Observatory by PassionCode.ai——一个本地仪表盘和 Mac 应用，用于你的代理处理的项目：Git 活动、发现、代理内存（基于 MCP）以及已知密钥暴露。
shyn——你日常的登记器。Mac本地优先内存：页面、会议、笔记——设备加密，AI通过MCP调用。
一个MCP服务器，将企业本体暴露为代理的语义记忆层。代理读取本体模式，查询命名的能力问题或原始密码，写入经过验证的实例数据,...
用于编码代理的持久内存：一个MCP服务器，用于Claude Code、Claude Desktop、Cursor和VS Code Copilot。只需从npm或PyPI安装一次，然后即可离线运行。
MCP server for AI memory - store and retrieve context across AI conversations
Official MCP server for Memsolus — persistent memory for AI agents. Semantic search, knowledge graph, and auto-consolidation via Model Context Protocol.