方法论

AI Code Guide is a roadmap to start coding with AI

你是一个曾经被寄予厚望的 P8 级工程师。Anthropic 当初给你定级的时候,对你的期望是很高的。 一个agent使用的高能动性的skill。 Your AI has been placed on a PIP. 30 days to show improvement.

泄露的Claude code

软件流程化

Use Garry Tan’s exact Claude Code setup: 23 opinionated tools that serve as CEO, Designer, Eng Manager, Release Manager, Doc Engineer, and QA

An open source toolkit that allows you to focus on product scenarios and predictable outcomes instead of vibe coding every piece from scratch.

BuildingAI is an enterprise-grade open-source intelligent agent platform designed for AI developers, AI entrepreneurs, and forward-thinking organizations.

Vibe Coding 是一个与 AI 结对编程的终极工作流程,旨在帮助开发者丝滑地将想法变为现实。本指南详细介绍了从项目构思、技术选型、实施规划到具体开发、调试和扩展的全过程,强调以规划驱动和模块化为核心,避免让 AI 失控导致项目混乱。

Antigravity -> Customize->workflow

MetaGPT: The Multi-Agent Framework

build on existing github projects

Turn any codebase, knowledge base, or docs into an interactive knowledge graph you can explore, search, and ask questions about.

Code Wiki is an AI-powered platform launched by Google in November 2025 that automatically generates and maintains documentation for code repositories. It is designed to replace static README files with a “living” knowledge layer that updates whenever a codebase changes. 

1. 方法1

Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project

Step 1: Choose the type of server you want Choose one of these URL formats depending on what you want to connect to:

For GitHub repositories: gitmcp.io/{owner}/{repo} For GitHub Pages sites: {owner}.gitmcp.io/{repo} For a generic tool that supports any repository (dynamic): gitmcp.io/docs Replace {owner} with the GitHub username or organization name, and {repo} with the repository name.

Step 2: Connect your AI assistant Select your AI assistant from the options below and follow the configuration instructions:

Connecting Cursor
Update your Cursor configuration file at ~/.cursor/mcp.json:

{
  "mcpServers": {
    "gitmcp": {
      "url": "https://gitmcp.io/{owner}/{repo}"
    }
  }
}
Connecting Claude Desktop
In Claude Desktop, go to Settings > Developer > Edit Config
Replace the configuration with:
{
  "mcpServers": {
    "gitmcp": {
      "command": "npx",
      "args": [
        "mcp-remote",
        "https://gitmcp.io/{owner}/{repo}"
      ]
    }
  }
}
Connecting Windsurf
Update your Windsurf configuration file at ~/.codeium/windsurf/mcp_config.json:

{
  "mcpServers": {
    "gitmcp": {
      "serverUrl": "https://gitmcp.io/{owner}/{repo}"
    }
  }
}
Connecting VSCode
Update your VSCode configuration file at .vscode/mcp.json:

{
  "servers": {
    "gitmcp": {
      "type": "sse",
      "url": "https://gitmcp.io/{owner}/{repo}"
    }
  }
}
Connecting Cline
Update your Cline configuration file at ~/Library/Application Support/Code/User/globalStorage/saoudrizwan.claude-dev/settings/cline_mcp_settings.json:

{
  "mcpServers": {
    "gitmcp": {
      "url": "https://gitmcp.io/{owner}/{repo}",
      "disabled": false,
      "autoApprove": []
    }
  }
}
Connecting Highlight AI
Open Highlight AI and click the plugins icon (@ symbol) in the sidebar
Click Installed Plugins at the top of the sidebar
Select Custom Plugin
Click Add a plugin using a custom SSE URL
Plugin name: gitmcp SSE URL: https://gitmcp.io/{owner}/{repo}

For more details on adding custom MCP servers to HighlightAI, refer to the documentation.

Connecting Augment Code
Open Augment Code settings
Navigate to the MCP section
Add a new MCP server with the following details:
Name the MCP server: git-mcp Docs

Use this command:

npx mcp-remote https://gitmcp.io/{owner}/{repo}
Or use the following configuration:

{
  "mcpServers": {
    "git-mcp Docs": {
      "command": "npx",
      "args": [
        "mcp-remote",
        "https://gitmcp.io/{owner}/{repo}"
      ]
    }
  }
}
Connecting Msty AI
Open Msty Studio
Go to Tools > Import Tools from JSON Clipboard
Paste the following configuration:
{
  "mcpServers": {
    "git-mcp Docs": {
      "command": "npx",
      "args": [
        "mcp-remote",
        "https://gitmcp.io/{owner}/{repo}"
      ]
    }
  }
}

2. 方法2

STEP 1: Injest code - Turn any Git repository into a simple text digest of its codebase.

STEP 2: Feed previous result(Directory Structure AND File Content) to LLM

STEP 3: Give requirement

Protocol

Model Context Protocol vs Function Calling:

Model Context Protocol Clearly Explained

Sample MCP client Google maps MCP server MCP Schema Simple tool, resource, prompt servers Example servers MCP inspector (postman like tool)

coding

阿里百炼 多模态

GitHub Copilot Workspace

编程助手 codey

OpenAI’s Code Interpreter open-interpreter https://github.com/lyhistory/tools_aigc_open-interpreter

AutoGLM: Autonomous Foundation Agents for GUIs

Omni Engineer:无需等待,几秒内生成应用程序!( 支持 Ollama & Code Agent )

Open Interpreter lets LLMs run code (Python, Javascript, Shell, and more) locally.

OpenDevin

A framework to enable multimodal models to operate a computer

UI

https://typedream.com/ 前端v0.dev

Google lab stitch

Draw a ui and make it real https://github.com/tldraw/make-real

GPT+DB

An intelligent and versatile general-purpose SQL client and reporting tool for databases which integrates ChatGPT capabilities.(智能的通用数据库SQL客户端和报表工具) https://github.com/chat2db/Chat2DB

GPT GAMES World

虚拟世界的人 Generative Agents: Interactive Simulacra of Human Behavior https://github.com/joonspk-research/generative_agents

hardware

Create hardware prototype designs by chatting with AI

LeRobot: Making AI for Robotics more accessible with end-to-end learning

LeKiwi - Low-Cost Mobile Manipulator

玩转树莓派4B-部署LLM大模型-1

A wireless mod for the TI-84 (not CE).

open glass

Turn any glasses into AI-powered smart glasses

GPT+Eyes

https://www.youtube.com/watch?v=w-wxguIs-0I

GPT Robot

https://hackaday.io/project/189041-a-workbench-companion-from-an-amazon-echo-dot https://www.youtube.com/watch?v=bO-DWWFolPw&embeds_referring_euri=https%3A%2F%2Fhackaday.io%2F&source_ve_path=MjM4NTE&feature=emb_title

花60元,DIY了一个AI机器人,能聊天,会认人……