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。
Diagram generation for understanding codebases and system architecture using Nano Banana Pro.
Stop managing DevOps. Ship more, stress less.
A tool for discovering, crawl, and indexing web sites to be exposed as an MCP server for LLM agents for better and more up-to-date reasoning and code generation.
Persistent, provider-neutral memory for Codex, Claude Code, OpenCode, Pi, and MCP coding agents.
An opinionated AI-native workflow for evolving modern Java Enterprise SDLC practices through reusable Skills, Agents, Commands & MCP servers.
Computer-use agents work every task out from scratch, even one you've done a hundred times. And between tasks, your agent has no idea what you've been doing all day, so it starts every conversation...
Multi-Agent + Automation: Workflows, Automation, Self-Improving Agents
AtomicMemory is a memory layer you embed where your AI code already runs. Capture context, ground generations in prior interactions, and carry knowledge across sessions — from a direct SDK call, a...
EdgeEver is an open-source, self-hosted, Cloudflare-native notes workspace. It keeps the classic Evernote-style three-pane experience while providing a clear data model, REST API, OpenAPI schema,...
Open-source adversary emulation for AI agents, LLM apps, and MCP servers. Test your AI like a real attacker would — from your CLI, your IDE, or a browser extension that anyone on your team can use.
用自然语言和一位威科夫大师对话。系统把 A 股日线行情、威科夫结构识别、AI 研报、持仓风控、形态复盘和通知推送串成一条自动化链路，并已扩展支持港股与美股漏斗扫描。
You describe your goal → AI inspects your Home Assistant → designs a custom solution → and deploys it on-board automatically. 🚀
https://github.com/user-attachments/assets/2430b854-168b-4a9a-af2e-489e5efa7543
· · · · · academic foundation (KDD 2024, ICLR 2026) · runs in CI/CD, as a Python library, an MCP server, or an Astro integration
The web data API for AI agents — search, scrape, map, and crawl any site into clean markdown or JSON .
Docs Quickstart // Join us on Slack
SkillDock is an AI skill manager and skill management desktop app for Claude Code, Cursor, Codex, Windsurf, Gemini CLI, and other AI coding tools.
MCP server with runtime-level tools for Rails development
The only SEO skill your agent needs. 70+ SEO audit tools through a local CLI and MCP server, using your own crawl, Search Console, and GA4 data.
Your ssh config, synced with your cloud.
Zero config. Zero dependencies. Under 10 seconds.
MCP Playbooks for AI agents
Aleph is an MCP server and skill for (RLMs). It keeps working state — search indexes, code execution, evidence, recursion — in a Python process outside the prompt window, so the LLM reasons...
System Audio Capture | 12 ASR Providers | Local-First AI Review Workspace