20 个#ai-coding MCP 服务器和客户端

Serena

oraios

A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent

Shell and Coding agent for Claude and other mcp clients

rusiaaman

Shell and coding agent on mcp clients

Kodit: A Code Indexing MCP Server

helixml

👩‍💻 MCP server to index external repositories

Claude Context

zilliztech

Claude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.

Typeui

bergside

Build better interfaces with TypeUI design systems, UI prompts, and layout variations.

Auto-generate AGENTS.md from your codebase

Spec Oxide Mcp For Spec Driven Development With Claude Code To Avoid Token Waste

marconae

Spec Oxide is a comprehensive workflow and toolset that enables spec-driven development for AI-assisted coding with Claude Code. You agree on what to build before any code is written. Spec Oxide ships a CLI and an MCP server to list and manage specifications as Markdown files as

🧠 Codebase Curator

RLabs-Inc

A set of tools to use while coding using the Claude code cli. "smartgrep" is a grep-like tool that uses a semantic index of the codebase to provide Claudes with information tailored for how they think. Claudes love it! A "codebase-curator" Claude to assist the "developer" Claude

MCP Server that gives AI coding assistants instant access to your entire codebase through a persistent Tree-sitter index. Instead of grep flooding your context with 2000+ tokens per search, AiDex returns precise identifier matches in ~50 tokens. Supports 11 languages: C#, TypeScr

Ux Skill

Laith0003

A deterministic, offline design-intelligence engine for AI coding tools. Replaces improvised UI generation with structured constraints plus a rule-based anti-AI-slop linter. Ships as a Claude Code plugin, a Python package, an MCP server (18 tools), and a 17-IDE installer.

A powerful Model Context Protocol (MCP) server using gemini embedding 3 that transforms any local directory into an ultrafast, visually-aware spatial search engine for AI agents.

🧭 Vibe Check MCP

kesslerio

Stop AI coding disasters before they cost you weeks. Real-time anti-pattern detection for vibe coders who love AI tools but need a safety net to avoid expensive overengineering traps.

Contorium

ContoriumLabs

Runtime Cognitive Cortex for AI coding workflows.

Graphlens Mcp

Neko1313

Model Context Protocol (MCP) server for Graphlens. Exposes polyglot code graphs to LLM agents.

Vibefix

VibeFix-Technologies

MCP server for VibeFix — browse and post bug bounties from Claude Code, Cursor, Windsurf, and any MCP client

AI_README MCP Server

Draco-Cheng

AI_README MCP Server is a Model Context Protocol (MCP) server that helps AI assistants understand your project conventions through dedicated AI_README.md guide files. It automatically discovers, routes, and manages these files so AI can generate consistent, high-quality code that

PAPI

getpapi

Persistent Adaptive Planning Intelligence - structured loop engineering for AI coding assistants, with memory that persists across sessions, tools, and teammates.

Safari DevTools MCP — real browser debugging with network interception, DOM inspection, cookie/storage management, and CSS analysis for AI agents on macOS

Repo Graph

James-Chahwan

Structural graph memory for AI coding assistants. repo-graph maps your codebase entities, relationships, and feature flows so the model navigates to the right files instead of reading everything first. Tree-sitter, 20+ languages, frontend to backend and more, any MCP client.

Aider MCP WebSocket Server

larock22

WebSocket server that exposes Aider's AI coding capabilities through the Model Context Protocol (MCP) for programmatic access