开发与代码
从代码生成到调试、测试和仓库自动化，按证据选择能进入真实工程工作流的 AI Skills 与 MCP 工具。
这类能力应该怎么选
开发类 AI 能力不应只看演示效果。真正影响生产可用性的，是它能否理解仓库上下文、约束修改范围、运行测试并在失败时给出可恢复的结果。涉及 Shell、文件系统、Git 或部署权限时，还要确认每一步是否可审计、可确认、可回滚。
本分类把文档完整度、安全扫描、工程质量、维护活跃度与采用信号拆开呈现。选择时先从你的任务边界出发：只需要代码建议，还是允许工具直接修改仓库、执行命令或触发发布；权限越高，越需要查看报告中的证据位置与风险说明。
先核对这三项
- 01确认支持的语言、框架、仓库规模与测试方式
- 02核对文件、Shell、网络和部署权限是否最小化
- 03优先选择有失败处理、变更预览与持续维护证据的项目
skills
Public repository for Agent Skills
gemini-cli
An open-source AI agent that brings the power of Gemini directly into your terminal.
caveman
🪨 why use many token when few token do trick — Claude Code skill that cuts 65% of tokens by talking like caveman
awesome-mcp-servers
A collection of MCP servers.
@modelcontextprotocol/server-filesystem
MCP server for filesystem access
@modelcontextprotocol/server-fetch
MCP server for fetching web content. HTML to markdown conversion.
@modelcontextprotocol/server-filesystem
MCP server for filesystem access
@modelcontextprotocol/server-git
MCP server for Git repository interaction. Read, search, and manipulate Git repos locally.
servers
Model Context Protocol Servers
worldmonitor
Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface
awesome-claude-skills
A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows
headroom
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
awesome-claude-code
A hand-picked collection of the finest of resources for the most awesome of agents, Claude Code, the undisputed champion of coding companions, from the unstoppable team at Anthropic PBC. A delectable showcase of top tier skills, ambidextrous agents, scintillating status lines, top notch developer tooling, and also we have plugins
awesome-claude-code
A hand-picked collection of the finest of resources for the most awesome of agents, Claude Code, the undisputed champion of coding companions, from the unstoppable team at Anthropic PBC. A delectable showcase of top tier skills, ambidextrous agents, scintillating status lines, top notch developer tooling, and also we have plugins
chrome-devtools-mcp
Chrome DevTools for coding agents
academic-research-skills
Academic Research Skills for Claude Code: research → write → review → revise → finalize
reverse-skill
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base Supports Claude Code, Kiro, Cursor, Cline, and other AI coding clients 逆向/渗透/安全技能路由包 - AI 自动路由 + 按需自举工具链 + 自动进化经验库 | 支持 Claude Code / Kiro / Cursor / Cline 等代码 AI 客户端
playwright-mcp
Playwright MCP server
awesome-agent-skills
A curated collection of 1000+ agent skills from official dev teams and the community, compatible with Claude Code, Codex, Gemini CLI, Cursor, and more.
Anthropic-Cybersecurity-Skills
817 structured cybersecurity skills for AI agents · Mapped to 6 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND, NIST AI RMF & MITRE F3 (Fight Fraud) · agentskills.io standard · Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms · 29 security domains · Apache 2.0
github-mcp-server
GitHub's official MCP Server
claude-code-templates
Claude Code 项目模板集合。开箱即用的项目结构和 CLAUDE.md。
serena
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
skills
Skills Catalog for Codex
activepieces
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
python-sdk
The official Python SDK for Model Context Protocol servers and clients
context-mode
Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.
khazix-skills
数字生命卡兹克开源的 AI Skills 合集 | Agent Skills: leader（帮你定义目标）, neat-freak 洁癖, hv-analysis, khazix-writer & more — Claude Code, Codex & 40+ agents
FunASR
Open-source speech recognition toolkit for training, inference, streaming ASR, VAD, punctuation, speaker diarization pipelines, and OpenAI-compatible/MCP serving.
Humanizer-zh
Humanizer 的汉化版本，Claude Code Skills，旨在消除文本中 AI 生成的痕迹。
xiaohongshu-mcp
MCP for xiaohongshu.com
awesome-claude-skills
A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows — particularly Claude Code
cc-haha
Local-first cross-platform desktop workspace for Claude Code / agents: multi-agent, Git worktrees, code diffs, skill marketplace, multi-model, Computer Use, task-aware desktop pets, with WeChat, Feishu, DingTalk, Telegram, WhatsApp and H5 access.
Spoon-Knife
This repo is for demonstration purposes only.
prompt-master
A Claude skill that writes the accurate prompts for any AI tool. Zero tokens or credits wasted. Full context and memory retention
typescript-sdk
The official TypeScript SDK for Model Context Protocol servers and clients
AI-Research-SKILLs
Comprehensive open-source library of AI research and engineering skills for any AI model. Package the skills and your claude code/codex/gemini agent will be an AI research agent with full horsepower. Maintained by Orchestra Research.
mcp-chrome
Chrome MCP Server is a Chrome extension-based Model Context Protocol (MCP) server that exposes your Chrome browser functionality to AI assistants like Claude, enabling complex browser automation, content analysis, and semantic search.
fastapi_mcp
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
pal-mcp-server
The power of Claude Code / GeminiCLI / CodexCLI + [Gemini / OpenAI / OpenRouter / Azure / Grok / Ollama / Custom Model / All Of The Above] working as one.
claude-skills
67 Specialized Skills for Full-Stack Developers. Transform Claude Code into your expert pair programmer.
GhidraMCP
MCP Server for Ghidra
DesktopCommanderMCP
This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities
mcp
Open source MCP Servers for AWS
git-mcp
Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project
Awesome-MCP-ZH
MCP 资源精选， MCP指南，Claude MCP，MCP Servers, MCP Clients
Windows-MCP
MCP Server for Computer Use in Windows
registry
A community driven registry service for Model Context Protocol (MCP) servers.
mcp
Browser MCP is a Model Context Provider (MCP) server that allows AI applications to control your browser
@modelcontextprotocol/server-github
MCP server for using the GitHub API