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 persistent memory for Claude Code & Codex CLI - Rust CLI, hooks, MCP server, SQLite/SQLCipher, auditable recall for long-running coding work.

A self-modifying, self-verifying AI agent with persistent state. Reads its own source code. Plans changes. Tests them in a sandbox before applying.

MCP-based assistant for busy people who are context switching

MCP server for interacting with Roblox game clients

This MCP server provides tools for listing and retrieving content from different knowledge bases.

Reliability gateway for AI tool output: schema-stable, secret-safe, pagination-complete JSON for MCP and CLI agents.

Spring AI Playground is a cross-platform desktop app for building, testing, validating, and executing MCP tools in a controlled local environment.

Open-source, local-first memory and context for AI agents. One memory store, every agent.

makes it easy to deploy and serve Haystack Pipelines and Agents.

开源金融数据 MCP / HTTP 服务,面向 AI Agent、量化脚本和普通后端集成。

make your ai track the progress of your project without drifting off

(pronounced arc one [ɑːrk wʌn]) — Enterprise-ready MCP server for SAP ABAP systems. Secure by default, deployable to BTP or on-premise, and hardened with large unit/integration/E2E test coverage.

The enterprise-grade TypeScript framework for building production-ready MCP servers. Decorators. Dependency Injection. Widgets. One framework to ship AI-native backends.

Curated AI agent skills and MCP servers for economists and accountants

AI 端到端开发 Cocos Creator 3.8 游戏 — 42 个 MCP 工具 + Claude / Codex / Cursor Skill

Roblox Studio MCP server & plugin for Claude Code, Cursor, Codex, and Gemini. AI-powered scripts, terrain, assets, lighting, and bidirectional project sync.

allows AI to control the Godot Editor to create scenes, nodes, scripts. It can debug script errors, debugger and output logs.

Perplexity Advanced MCP is an advanced integration package that leverages the OpenRouter and Perplexity APIs to provide enhanced query processing capabilities.

SpringAI和SpringAI-alibaba都发布了最新依赖稳定版本(之前基于快照版本需要设置Repository 如今已经不需要设置),如果遇到依赖下载不下来请按照最新的官方文档修改依赖版本,官网快照版本更新很快可能出现API冲突的情况 请以最新版本的API设计为准 推荐参考文档:https://java2ai.com/docs/1.0.0.

IDE-style navigation for structured data — code, JSON, YAML. Jump to definitions, find callers, follow references. Available as an MCP server or a mounted folder.

Agent-managed GitHub merge queue for Codex, Claude Code, Cursor, and MCP clients

Deploy anything on your own servers. Connect a server, click deploy, done. MIT licensed and free to self-host forever.

Local macOS control server for MCP clients and Custom GPT Actions

IGraph 把代码仓库解析为「符号节点 + 调用关系边」的知识图谱,叠加 LLM 语义摘要与向量索引,通过双通道(Dense + FTS5)RRF 融合检索对外服务。支持挂载 PRD / DB Schema 等多模态资源建立跨模态关联,内置 MCP Server 可直接接入 Cursor / Claude Code 等 AI 助手。