[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-jasonjmcghee--claude-debugs-for-you":3,"tool-jasonjmcghee--claude-debugs-for-you":64},[4,17,27,35,43,56],{"id":5,"name":6,"github_repo":7,"description_zh":8,"stars":9,"difficulty_score":10,"last_commit_at":11,"category_tags":12,"status":16},3808,"stable-diffusion-webui","AUTOMATIC1111\u002Fstable-diffusion-webui","stable-diffusion-webui 是一个基于 Gradio 构建的网页版操作界面，旨在让用户能够轻松地在本地运行和使用强大的 Stable Diffusion 图像生成模型。它解决了原始模型依赖命令行、操作门槛高且功能分散的痛点，将复杂的 AI 绘图流程整合进一个直观易用的图形化平台。\n\n无论是希望快速上手的普通创作者、需要精细控制画面细节的设计师，还是想要深入探索模型潜力的开发者与研究人员，都能从中获益。其核心亮点在于极高的功能丰富度：不仅支持文生图、图生图、局部重绘（Inpainting）和外绘（Outpainting）等基础模式，还独创了注意力机制调整、提示词矩阵、负向提示词以及“高清修复”等高级功能。此外，它内置了 GFPGAN 和 CodeFormer 等人脸修复工具，支持多种神经网络放大算法，并允许用户通过插件系统无限扩展能力。即使是显存有限的设备，stable-diffusion-webui 也提供了相应的优化选项，让高质量的 AI 艺术创作变得触手可及。",162132,3,"2026-04-05T11:01:52",[13,14,15],"开发框架","图像","Agent","ready",{"id":18,"name":19,"github_repo":20,"description_zh":21,"stars":22,"difficulty_score":23,"last_commit_at":24,"category_tags":25,"status":16},1381,"everything-claude-code","affaan-m\u002Feverything-claude-code","everything-claude-code 是一套专为 AI 编程助手（如 Claude Code、Codex、Cursor 等）打造的高性能优化系统。它不仅仅是一组配置文件，而是一个经过长期实战打磨的完整框架，旨在解决 AI 代理在实际开发中面临的效率低下、记忆丢失、安全隐患及缺乏持续学习能力等核心痛点。\n\n通过引入技能模块化、直觉增强、记忆持久化机制以及内置的安全扫描功能，everything-claude-code 能显著提升 AI 在复杂任务中的表现，帮助开发者构建更稳定、更智能的生产级 AI 代理。其独特的“研究优先”开发理念和针对 Token 消耗的优化策略，使得模型响应更快、成本更低，同时有效防御潜在的攻击向量。\n\n这套工具特别适合软件开发者、AI 研究人员以及希望深度定制 AI 工作流的技术团队使用。无论您是在构建大型代码库，还是需要 AI 协助进行安全审计与自动化测试，everything-claude-code 都能提供强大的底层支持。作为一个曾荣获 Anthropic 黑客大奖的开源项目，它融合了多语言支持与丰富的实战钩子（hooks），让 AI 真正成长为懂上",138956,2,"2026-04-05T11:33:21",[13,15,26],"语言模型",{"id":28,"name":29,"github_repo":30,"description_zh":31,"stars":32,"difficulty_score":23,"last_commit_at":33,"category_tags":34,"status":16},2271,"ComfyUI","Comfy-Org\u002FComfyUI","ComfyUI 是一款功能强大且高度模块化的视觉 AI 引擎，专为设计和执行复杂的 Stable Diffusion 图像生成流程而打造。它摒弃了传统的代码编写模式，采用直观的节点式流程图界面，让用户通过连接不同的功能模块即可构建个性化的生成管线。\n\n这一设计巧妙解决了高级 AI 绘图工作流配置复杂、灵活性不足的痛点。用户无需具备编程背景，也能自由组合模型、调整参数并实时预览效果，轻松实现从基础文生图到多步骤高清修复等各类复杂任务。ComfyUI 拥有极佳的兼容性，不仅支持 Windows、macOS 和 Linux 全平台，还广泛适配 NVIDIA、AMD、Intel 及苹果 Silicon 等多种硬件架构，并率先支持 SDXL、Flux、SD3 等前沿模型。\n\n无论是希望深入探索算法潜力的研究人员和开发者，还是追求极致创作自由度的设计师与资深 AI 绘画爱好者，ComfyUI 都能提供强大的支持。其独特的模块化架构允许社区不断扩展新功能，使其成为当前最灵活、生态最丰富的开源扩散模型工具之一，帮助用户将创意高效转化为现实。",107662,"2026-04-03T11:11:01",[13,14,15],{"id":36,"name":37,"github_repo":38,"description_zh":39,"stars":40,"difficulty_score":23,"last_commit_at":41,"category_tags":42,"status":16},3704,"NextChat","ChatGPTNextWeb\u002FNextChat","NextChat 是一款轻量且极速的 AI 助手，旨在为用户提供流畅、跨平台的大模型交互体验。它完美解决了用户在多设备间切换时难以保持对话连续性，以及面对众多 AI 模型不知如何统一管理的痛点。无论是日常办公、学习辅助还是创意激发，NextChat 都能让用户随时随地通过网页、iOS、Android、Windows、MacOS 或 Linux 端无缝接入智能服务。\n\n这款工具非常适合普通用户、学生、职场人士以及需要私有化部署的企业团队使用。对于开发者而言，它也提供了便捷的自托管方案，支持一键部署到 Vercel 或 Zeabur 等平台。\n\nNextChat 的核心亮点在于其广泛的模型兼容性，原生支持 Claude、DeepSeek、GPT-4 及 Gemini Pro 等主流大模型，让用户在一个界面即可自由切换不同 AI 能力。此外，它还率先支持 MCP（Model Context Protocol）协议，增强了上下文处理能力。针对企业用户，NextChat 提供专业版解决方案，具备品牌定制、细粒度权限控制、内部知识库整合及安全审计等功能，满足公司对数据隐私和个性化管理的高标准要求。",87618,"2026-04-05T07:20:52",[13,26],{"id":44,"name":45,"github_repo":46,"description_zh":47,"stars":48,"difficulty_score":23,"last_commit_at":49,"category_tags":50,"status":16},2268,"ML-For-Beginners","microsoft\u002FML-For-Beginners","ML-For-Beginners 是由微软推出的一套系统化机器学习入门课程，旨在帮助零基础用户轻松掌握经典机器学习知识。这套课程将学习路径规划为 12 周，包含 26 节精炼课程和 52 道配套测验，内容涵盖从基础概念到实际应用的完整流程，有效解决了初学者面对庞大知识体系时无从下手、缺乏结构化指导的痛点。\n\n无论是希望转型的开发者、需要补充算法背景的研究人员，还是对人工智能充满好奇的普通爱好者，都能从中受益。课程不仅提供了清晰的理论讲解，还强调动手实践，让用户在循序渐进中建立扎实的技能基础。其独特的亮点在于强大的多语言支持，通过自动化机制提供了包括简体中文在内的 50 多种语言版本，极大地降低了全球不同背景用户的学习门槛。此外，项目采用开源协作模式，社区活跃且内容持续更新，确保学习者能获取前沿且准确的技术资讯。如果你正寻找一条清晰、友好且专业的机器学习入门之路，ML-For-Beginners 将是理想的起点。",84991,"2026-04-05T10:45:23",[14,51,52,53,15,54,26,13,55],"数据工具","视频","插件","其他","音频",{"id":57,"name":58,"github_repo":59,"description_zh":60,"stars":61,"difficulty_score":10,"last_commit_at":62,"category_tags":63,"status":16},3128,"ragflow","infiniflow\u002Fragflow","RAGFlow 是一款领先的开源检索增强生成（RAG）引擎，旨在为大语言模型构建更精准、可靠的上下文层。它巧妙地将前沿的 RAG 技术与智能体（Agent）能力相结合，不仅支持从各类文档中高效提取知识，还能让模型基于这些知识进行逻辑推理和任务执行。\n\n在大模型应用中，幻觉问题和知识滞后是常见痛点。RAGFlow 通过深度解析复杂文档结构（如表格、图表及混合排版），显著提升了信息检索的准确度，从而有效减少模型“胡编乱造”的现象，确保回答既有据可依又具备时效性。其内置的智能体机制更进一步，使系统不仅能回答问题，还能自主规划步骤解决复杂问题。\n\n这款工具特别适合开发者、企业技术团队以及 AI 研究人员使用。无论是希望快速搭建私有知识库问答系统，还是致力于探索大模型在垂直领域落地的创新者，都能从中受益。RAGFlow 提供了可视化的工作流编排界面和灵活的 API 接口，既降低了非算法背景用户的上手门槛，也满足了专业开发者对系统深度定制的需求。作为基于 Apache 2.0 协议开源的项目，它正成为连接通用大模型与行业专有知识之间的重要桥梁。",77062,"2026-04-04T04:44:48",[15,14,13,26,54],{"id":65,"github_repo":66,"name":67,"description_en":68,"description_zh":69,"ai_summary_zh":69,"readme_en":70,"readme_zh":71,"quickstart_zh":72,"use_case_zh":73,"hero_image_url":74,"owner_login":75,"owner_name":76,"owner_avatar_url":77,"owner_bio":78,"owner_company":79,"owner_location":80,"owner_email":81,"owner_twitter":82,"owner_website":83,"owner_url":84,"languages":85,"stars":94,"forks":95,"last_commit_at":96,"license":97,"difficulty_score":23,"env_os":98,"env_gpu":99,"env_ram":99,"env_deps":100,"category_tags":106,"github_topics":107,"view_count":126,"oss_zip_url":81,"oss_zip_packed_at":81,"status":16,"created_at":127,"updated_at":128,"faqs":129,"releases":163},827,"jasonjmcghee\u002Fclaude-debugs-for-you","claude-debugs-for-you","Enable any LLM (e.g. Claude) to interactively debug any language for you via MCP and a VS Code Extension","claude-debugs-for-you 是一款基于 MCP 协议的 VS Code 扩展，旨在赋予大语言模型（如 Claude）交互式调试代码的能力。传统 AI 编程助手往往局限于静态代码分析，难以处理复杂的运行时错误。claude-debugs-for-you 通过连接本地调试器，让 AI 能够实时查看变量状态、评估表达式并控制断点，真正实现了“边聊边修”。\n\n它特别适合依赖 VS Code 环境的开发者，无论是日常编码还是研究复杂逻辑，都能借助 AI 快速定位问题。其独特之处在于语言无关性，只要项目配置了标准的调试环境即可使用，同时兼容 Continue、Cursor 等主流 AI 客户端。安装后，用户只需简单配置 MCP 服务，即可在聊天窗口中直接调用调试功能，大幅降低排查 Bug 的时间成本，成为开发过程中的有效助手。","# \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fjasonjmcghee_claude-debugs-for-you_readme_415d30d3403a.png\" width=\"64\" height=\"64\" alt=\"description\" align=\"center\"> Claude Debugs For You\n\n[![Badge](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FVisual%20Studio%20Marketplace-0.1.2-blue.svg)](https:\u002F\u002Fmarketplace.visualstudio.com\u002Fitems?itemName=JasonMcGhee.claude-debugs-for-you)\n\n_aka Vibe Debugging_\n\n### Enable Claude (or any other LLM) to interactively debug your code\n\nThis is an [MCP](https:\u002F\u002Fdocs.anthropic.com\u002Fen\u002Fdocs\u002Fbuild-with-claude\u002Fmcp) Server and VS Code extension which enables claude to interactively debug and evaluate expressions.\n\nThat means it should also work with other models \u002F clients etc. but I only demonstrate it with Claude Desktop and Continue here.\n\nIt's language-agnostic, assuming debugger console support and valid launch.json for debugging in VSCode.\n\n## Getting Started\n\n1. Download the extension from [releases](https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Freleases\u002F) or [VS Code Marketplace](https:\u002F\u002Fmarketplace.visualstudio.com\u002Fitems?itemName=JasonMcGhee.claude-debugs-for-you)\n2. Install the extension\n  - If using `.vsix` directly, go to the three dots in \"Extensions\" in VS Code and choose \"Install from VSIX...\"\n3. You will see a new status menu item \"Claude Debugs For You\" which shows if it is running properly (check) or failed to startup (x)\n\n\u003Cimg width=\"314\" alt=\"Screenshot 2025-03-22 at 9 51 22 PM\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fjasonjmcghee_claude-debugs-for-you_readme_da3129abfd6a.png\" \u002F>\n\nYou can click this status menu for the commands available\n\n\u003Cimg width=\"510\" alt=\"Screenshot 2025-03-22 at 9 59 22 PM\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fjasonjmcghee_claude-debugs-for-you_readme_9bc3b8d9d47e.png\" \u002F>\n\n### Follow one of the options below, depending on your setup\n\n\u003Cdetails>\n  \u003Csummary>If using stdio (classic, required for Claude Desktop)\u003C\u002Fsummary>\n\n4. Copy the stdio server path to your clipboard by searching vs code commands for \"Copy MCP Debug Server stdio path to clipboard\"\n\n5. Paste the following (BUT UPDATE THE PATH TO THE COPIED ONE!) in your `claude_desktop_config.json` or edit accordingly if you use other MCP servers\n\n```\n{\n  \"mcpServers\": {\n    \"debug\": {\n      \"command\": \"node\",\n      \"args\": [\n        \"\u002Fpath\u002Fto\u002Fmcp-debug.js\"\n      ]\n    }\n  }\n}\n```\n\n6. Start Claude desktop (or other MCP client)\n    1. Note: You may need to restart it, if it was already running.\n    2. You can skip this step if using Continue\u002FCursor or other built-in to VS Code\n\u003C\u002Fdetails>\n\n\u003Cdetails>\n  \u003Csummary>If using `\u002Fsse` (e.g. Cursor)\u003C\u002Fsummary>\n\n4. Retrieve the MCP server sse address by using the \"Copy MCP Debug Server sse address to clipboard\" command\n    1. You can just write it out server URL of \"http:\u002F\u002Flocalhost:4711\u002Fsse\", or whatever port you setup in settings.\n5. Add it wherever you need to based on your client\n    1. You may need to hit \"refresh\" depending on client: this is required in Cursor\n6. Start MCP client\n   1. Note: You may need to restart it, if it was already running.\n   2. You can skip this step if using Continue\u002FCursor or other built-in to VS Code\n\n\u003C\u002Fdetails>\n\n### You're ready to debug!\n\n_[VS Code Debugging Documentation](https:\u002F\u002Fcode.visualstudio.com\u002FDocs\u002Feditor\u002Fdebugging)_\n\nOpen a project containing a `.vscode\u002Flaunch.json` with the first configuration setup to debug a specific file with `${file}`.\n\nSee [Run  an Example](#run-an-example) below, and\u002For watch a demo video.\n\n## Contributing\n\nFind bugs or have an idea that will improve this? Please open a pull request or log an issue.\n\nDoes this readme suck? Help me improve it!\n\n## Demo\n\n### Using [Continue](https:\u002F\u002Fgithub.com\u002Fcontinuedev\u002Fcontinue)\n\nIt figures out the problem, and then suggests a fix, which we just click to apply\n\nhttps:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F3a0a879d-2db7-4a3f-ab43-796c22a0f1ef\n\n\u003Cdetails>\n  \u003Csummary>How do I set this up with Continue? \u002F Show MCP Configuration\u003C\u002Fsummary>\n\n  [Read the docs!](https:\u002F\u002Fdocs.continue.dev\u002Fcustomize\u002Ftools)\n\n  Configuration:\n  \n  ```json\n  {\n    ...\n    \"experimental\": {\n      \"modelContextProtocolServers\": [\n        {\n          \"transport\": {\n            \"type\": \"stdio\",\n            \"command\": \"node\",\n            \"args\": [\n              \"\u002FUsers\u002Fjason\u002FLibrary\u002FApplication Support\u002FCode\u002FUser\u002FglobalStorage\u002Fjasonmcghee.claude-debugs-for-you\u002Fmcp-debug.js\"\n            ]\n          }\n        }\n      ]\n    }\n  }\n  ```\n\n  You'll also need to choose a model capable of using tools.\n\n  When the list of tools pops up, make sure to click \"debug\" in the list of your tools, and set it to be \"Automatic\".\n\n  ### Troubleshooting\n\n  If you are seeing MCP errors in continue, try disabling \u002F re-enabling the continue plugin\n\n\u003C\u002Fdetails>\n\nIf helpful, this is what my configuration looks like! But it's nearly the same as Claude Desktop.\n\n\n### Using Claude Desktop\n\nIn this example, I made it intentionally very cautious (make no assumptions etc - same prompt as below) but you can ask it to do whatever.\n\nhttps:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002Fef6085f7-11a2-4eea-bb60-b5a54873b5d5\n\n## Developing\n\n- Clone \u002F Open this repo with VS Code\n- Run `npm run install` and `npm run compile`\n- Hit \"run\" which will open a new VSCode\n- Otherwise same as \"Getting Started applies\"\n- To rebuild, `npm run compile`\n\n## Package\n\n```bash\nvsce package\n```\n\n\n## Run an Example\n\nOpen `examples\u002Fpython` in a VS Code window\n\nEnter the prompt:\n\n```\ni am building `longest_substring_with_k_distinct` and for some reason it's not working quite right. can you debug it step by step using breakpoints and evaluating expressions to figure out where it goes wrong? make sure to use the debug tool to get access and debug! don't make any guesses as to the problem up front. DEBUG!\n```\n\n## Other things worth mentioning\n\nWhen you start multiple vs code windows, you'll see a pop-up. You can gracefully hand-off \"Claude Debugs For You\" between windows.\n\nYou can also disable autostart. Then you'll just need to click the status menu and select \"Start Server\".\n\n\u003Cimg width=\"395\" alt=\"Screenshot 2025-03-22 at 10 08 52 PM\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fjasonjmcghee_claude-debugs-for-you_readme_e35f9ab25a1c.png\" \u002F>\n\n\n## Short list of ideas\n\n- [ ] It should use ripgrep to find what you ask for, rather than list files + get file content.\n- [x] Add support for conditional breakpoints\n- [ ] Add \"fix\" tool by allowing MCP to insert a CodeLens or \"auto fix\" suggestion so the user can choose to apply a recommended change or not.\n- Your idea here!\n","# \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fjasonjmcghee_claude-debugs-for-you_readme_415d30d3403a.png\" width=\"64\" height=\"64\" alt=\"description\" align=\"center\"> Claude Debugs For You\n\n[![Badge](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FVisual%20Studio%20Marketplace-0.1.2-blue.svg)](https:\u002F\u002Fmarketplace.visualstudio.com\u002Fitems?itemName=JasonMcGhee.claude-debugs-for-you)\n\n_又称“氛围调试” (Vibe Debugging)_\n\n### 让 Claude（或其他任何大语言模型）交互式地调试你的代码\n\n这是一个 [MCP (Model Context Protocol)](https:\u002F\u002Fdocs.anthropic.com\u002Fen\u002Fdocs\u002Fbuild-with-claude\u002Fmcp) 服务器和 VS Code 扩展，它使 Claude 能够交互式地调试和评估表达式。\n\n这意味着它也应该适用于其他模型\u002F客户端等，但这里我只演示了与 Claude Desktop 和 Continue 的配合使用。\n\n它是语言无关的，前提是支持调试器控制台并在 VSCode 中有有效的 launch.json 用于调试。\n\n## 入门指南\n\n1. 从 [releases](https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Freleases\u002F) 或 [VS Code Marketplace](https:\u002F\u002Fmarketplace.visualstudio.com\u002Fitems?itemName=JasonMcGhee.claude-debugs-for-you) 下载扩展\n2. 安装扩展\n  - 如果直接使用 `.vsix`，请在 VS Code 的“扩展”中点击三个点并选择“从 VSIX 安装...\"\n3. 你将看到一个名为 \"Claude Debugs For You\" 的新状态栏菜单项，它会显示是否正常运行（对勾）或启动失败（叉号）\n\n\u003Cimg width=\"314\" alt=\"Screenshot 2025-03-22 at 9 51 22 PM\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fjasonjmcghee_claude-debugs-for-you_readme_da3129abfd6a.png\" \u002F>\n\n你可以点击此状态栏菜单查看可用命令\n\n\u003Cimg width=\"510\" alt=\"Screenshot 2025-03-22 at 9 59 22 PM\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fjasonjmcghee_claude-debugs-for-you_readme_9bc3b8d9d47e.png\" \u002F>\n\n### 根据你的设置，选择以下选项之一\n\n\u003Cdetails>\n  \u003Csummary>如果使用 stdio (经典模式，Claude Desktop 必需)\u003C\u002Fsummary>\n\n4. 通过搜索 VS Code 命令 \"Copy MCP Debug Server stdio path to clipboard\" 将 stdio (标准输入输出) 服务器路径复制到剪贴板\n\n5. 将以下内容粘贴到你的 `claude_desktop_config.json` 中（但请更新为复制的路径！），或者如果你使用其他 MCP 服务器则相应编辑\n\n```\n{\n  \"mcpServers\": {\n    \"debug\": {\n      \"command\": \"node\",\n      \"args\": [\n        \"\u002Fpath\u002Fto\u002Fmcp-debug.js\"\n      ]\n    }\n  }\n}\n```\n\n6. 启动 Claude Desktop（或其他 MCP 客户端）\n    1. 注意：如果它已经在运行，你可能需要重启它。\n    2. 如果使用 Continue\u002FCursor 或 VS Code 内置功能，可以跳过此步骤\n\u003C\u002Fdetails>\n\n\u003Cdetails>\n  \u003Csummary>如果使用 \u002Fsse (例如 Cursor)\u003C\u002Fsummary>\n\n4. 使用 \"Copy MCP Debug Server sse address to clipboard\" 命令获取 MCP 服务器 sse (Server-Sent Events) 地址\n    1. 你可以直接写出服务器 URL，例如 \"http:\u002F\u002Flocalhost:4711\u002Fsse\"，或者你在设置中配置的任何端口。\n5. 根据你的客户端需求将其添加到相应位置\n    1. 根据客户端不同，你可能需要点击“刷新”：在 Cursor 中这是必需的\n6. 启动 MCP 客户端\n   1. 注意：如果它已经在运行，你可能需要重启它。\n   2. 如果使用 Continue\u002FCursor 或 VS Code 内置功能，可以跳过此步骤\n\n\u003C\u002Fdetails>\n\n### 准备就绪，开始调试！\n\n_[VS Code 调试文档](https:\u002F\u002Fcode.visualstudio.com\u002FDocs\u002Feditor\u002Fdebugging)_\n\n打开一个包含 `.vscode\u002Flaunch.json` 的项目，其中第一个配置已设置为使用 `${file}` 调试特定文件。\n\n参见下面的 [运行示例](#run-an-example)，和\u002F或观看演示视频。\n\n## 贡献\n\n发现错误或有改进想法？请提交拉取请求 (pull request) 或记录问题 (issue)。\n\n这个 README 写得烂吗？帮我改进它！\n\n## 演示\n\n### 使用 [Continue](https:\u002F\u002Fgithub.com\u002Fcontinuedev\u002Fcontinue)\n\n它能找出问题，然后建议修复方案，我们只需点击应用即可\n\nhttps:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F3a0a879d-2db7-4a3f-ab43-796c22a0f1ef\n\n\u003Cdetails>\n  \u003Csummary>如何在 Continue 中设置此功能？\u002F 显示 MCP 配置\u003C\u002Fsummary>\n\n  [阅读文档！](https:\u002F\u002Fdocs.continue.dev\u002Fcustomize\u002Ftools)\n\n  配置：\n  \n  ```json\n  {\n    ...\n    \"experimental\": {\n      \"modelContextProtocolServers\": [\n        {\n          \"transport\": {\n            \"type\": \"stdio\",\n            \"command\": \"node\",\n            \"args\": [\n              \"\u002FUsers\u002Fjason\u002FLibrary\u002FApplication Support\u002FCode\u002FUser\u002FglobalStorage\u002Fjasonmcghee.claude-debugs-for-you\u002Fmcp-debug.js\"\n            ]\n          }\n        }\n      ]\n    }\n  }\n  ```\n\n  你还需要选择一个能够使用工具的模型。\n\n  当工具列表弹出时，确保在工具列表中点击 \"debug\"，并将其设置为 \"Automatic\"。\n\n  ### 故障排除\n\n  如果你在 Continue 中看到 MCP 错误，尝试禁用\u002F重新启用 Continue 插件\n\n\u003C\u002Fdetails>\n\n如果有用，这是我的配置样子！但它与 Claude Desktop 几乎相同。\n\n\n### 使用 Claude Desktop\n\n在这个例子中，我故意让它非常谨慎（不做假设等——与下面的提示词相同），但你也可以让它做任何事情。\n\nhttps:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002Fef6085f7-11a2-4eea-bb60-b5a54873b5d5\n\n## 开发\n\n- 使用 VS Code 克隆\u002F打开此仓库\n- 运行 `npm run install` 和 `npm run compile`\n- 点击“运行”，这将打开一个新的 VSCode\n- 否则与“入门指南”相同\n- 要重新构建，运行 `npm run compile`\n\n## 打包\n\n```bash\nvsce package\n```\n\n\n## 运行示例\n\n在 VS Code 窗口中打开 `examples\u002Fpython`\n\n输入提示词：\n\n```\ni am building `longest_substring_with_k_distinct` and for some reason it's not working quite right. can you debug it step by step using breakpoints and evaluating expressions to figure out where it goes wrong? make sure to use the debug tool to get access and debug! don't make any guesses as to the problem up front. DEBUG!\n```\n\n## 其他值得提及的事项\n\n当你启动多个 VS Code 窗口时，你会看到一个弹窗。你可以在窗口之间优雅地移交 \"Claude Debugs For You\" 的控制权。\n\n你也可以禁用自动启动。然后你只需要点击状态栏菜单并选择“启动服务器”。\n\n\u003Cimg width=\"395\" alt=\"Screenshot 2025-03-22 at 10 08 52 PM\" src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fjasonjmcghee_claude-debugs-for-you_readme_e35f9ab25a1c.png\" \u002F>\n\n\n## 简短的想法列表\n\n- [ ] 它应该使用 ripgrep 来查找你要求的内容，而不是列出文件 + 获取文件内容。\n- [x] 添加对条件断点的支持\n- [ ] 添加 \"fix\" 工具，允许 MCP 插入 CodeLens 或“自动修复”建议，以便用户可以选择应用推荐更改或不应用。\n- [ ] 你的想法在这里！","# claude-debugs-for-you 快速上手指南\n\n**claude-debugs-for-you** 是一个 VS Code 扩展及 MCP 服务器，旨在让 Claude 或其他大语言模型能够交互式地调试和评估您的代码。它支持通过断点、表达式求值等方式辅助定位问题。\n\n## 1. 环境准备\n\n在开始之前，请确保您的开发环境满足以下要求：\n\n- **操作系统**：Windows、macOS 或 Linux\n- **编辑器**：Visual Studio Code (VS Code)\n- **运行时**：Node.js (用于运行 MCP 服务器)\n- **AI 客户端**：支持 MCP 协议的大模型客户端（如 Claude Desktop、Continue、Cursor 等）\n\n## 2. 安装步骤\n\n### 2.1 安装 VS Code 扩展\n1. 打开 VS Code，进入扩展面板。\n2. 搜索 `claude-degets-for-you` 或直接访问 [VS Code Marketplace](https:\u002F\u002Fmarketplace.visualstudio.com\u002Fitems?itemName=JasonMcGhee.claude-debugs-for-you)。\n3. 点击 **Install** 进行安装。\n   - 若下载了 `.vsix` 文件，可通过扩展面板菜单选择 **\"Install from VSIX...\"**。\n4. 安装完成后，查看底部状态栏是否出现 **\"Claude Debugs For You\"** 图标（绿色对勾表示运行正常）。\n\n### 2.2 配置 MCP 连接\n根据您使用的 AI 客户端类型，执行以下操作之一：\n\n#### 方案 A：使用 Claude Desktop (推荐 stdio)\n1. 在 VS Code 中打开命令面板 (`Ctrl+Shift+P` \u002F `Cmd+Shift+P`)。\n2. 输入并执行命令：**\"Copy MCP Debug Server stdio path to clipboard\"**。\n3. 编辑您的 `claude_desktop_config.json` 文件，添加如下配置（**注意替换路径**）：\n```json\n{\n  \"mcpServers\": {\n    \"debug\": {\n      \"command\": \"node\",\n      \"args\": [\n        \"\u002Fpath\u002Fto\u002Fmcp-debug.js\"\n      ]\n    }\n  }\n}\n```\n4. 重启 Claude Desktop 以加载新配置。\n\n#### 方案 B：使用 Cursor \u002F Continue (支持 SSE)\n1. 在 VS Code 中执行命令：**\"Copy MCP Debug Server sse address to clipboard\"**。\n2. 将获取到的地址（默认为 `http:\u002F\u002Flocalhost:4711\u002Fsse`）添加到您的 MCP 客户端配置中。\n3. 刷新客户端配置并重启。\n\n## 3. 基本使用\n\n### 3.1 准备调试项目\n确保您的项目包含有效的 `.vscode\u002Flaunch.json` 配置文件，且第一个调试配置支持 `${file}` 变量。\n\n### 3.2 发起调试请求\n打开一个存在问题的代码文件，向 AI 发送如下提示词（Prompt）：\n\n> i am building `longest_substring_with_k_distinct` and for some reason it's not working quite right. can you debug it step by step using breakpoints and evaluating expressions to figure out where it goes wrong? make sure to use the debug tool to get access and debug! don't make any guesses as to the problem up front. DEBUG!\n\n### 3.3 应用修复\nAI 分析后会在工具列表中显示 `debug` 选项。确认选择该工具后，AI 会尝试定位问题并建议修复方案，您可直接点击应用更改。","后端工程师小李正在紧急修复一个生产环境的 Python 异步服务崩溃问题，由于错误仅在特定并发下触发，常规日志无法提供足够线索。\n\n### 没有 claude-debugs-for-you 时\n- 需要手动打断点、重启服务并反复查看控制台输出才能勉强定位变量状态。\n- 复制错误堆栈到对话框询问 AI，AI 无法看到当前内存中的实际数据，只能盲目猜测。\n- 修复后需多次编译运行验证，频繁切换 IDE 和聊天窗口，沟通成本极高。\n- 依赖猜测而非事实，容易陷入“猜代码”的误区导致引入新 Bug 或遗漏根本原因。\n\n### 使用 claude-debugs-for-you 后\n- claude-debugs-for-you 直接连接 VS Code 调试器，实时读取报错瞬间的变量值和调用栈。\n- 在 Continue 或 Cursor 中直接对话，AI 能基于真实运行时环境精准分析逻辑漏洞。\n- 自动建议修复方案并支持一键应用，无需手动切换窗口或复制粘贴代码片段。\n- 快速验证假设，将原本数小时的排查过程缩短至十几分钟完成闭环，极大提升效率。\n\n核心价值在于让 AI 真正理解代码运行现场，实现从静态分析到交互式调试的质的飞跃。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fjasonjmcghee_claude-debugs-for-you_415d30d3.png","jasonjmcghee","Jason McGhee","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002Fjasonjmcghee_77f7d94b.jpg","CTO @ Writ.\r\nPast: Principal Machine Learning Engineer @ DataRobot, Co-founder \u002F Engineer @ Cursor, Sr. Software Engineer @ Pandora","Writ","San Francisco",null,"_jason_today","https:\u002F\u002Fjason.today","https:\u002F\u002Fgithub.com\u002Fjasonjmcghee",[86,90],{"name":87,"color":88,"percentage":89},"TypeScript","#3178c6",96.4,{"name":91,"color":92,"percentage":93},"JavaScript","#f1e05a",3.6,503,44,"2026-04-04T08:32:19","MIT","Windows, macOS, Linux","未说明",{"notes":101,"python":99,"dependencies":102},"1. 需安装 Visual Studio Code 及本扩展；2. 需配置 MCP 客户端（如 Claude Desktop、Continue 或 Cursor）以连接调试服务器；3. 项目需包含有效的 .vscode\u002Flaunch.json 配置文件；4. 工具基于 Node.js 实现，与待调试代码的语言无关；5. 开发构建需使用 npm 命令。",[103,104,105],"node","npm","vsce",[53,13,26,15],[108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125],"anthropic","claude","debugging","llm","mcp","model-context-protocol","vscode-extension","automation","debug","debugging-tool","model","autodebug","context","protocol","vscode","vibe","vibe-coding","vibe-debugging",4,"2026-03-27T02:49:30.150509","2026-04-06T07:23:07.355905",[130,135,139,144,148,153,158],{"id":131,"question_zh":132,"answer_zh":133,"source_url":134},3566,"在 Claude Code 中 MCP 服务器显示“失败”状态如何解决？","尝试切换到 SSE 传输方式。根据维护者建议，将连接方式从 stdio 改为 SSE 可以解决此问题。确保 VS Code 扩展已运行并监听端口（如 4711），且服务器本身功能正常。","https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fissues\u002F33",{"id":136,"question_zh":137,"answer_zh":138,"source_url":134},3567,"如何在 Claude Code 中正确配置 claude-debugs-for-you 的 MCP 路径？","必须先打开 VS Code 并复制 stdio 路径（因操作系统不同路径各异）。然后使用命令 `claude mcp add claude-debugs-for-you \"node \u002Fpath\u002Fto\u002Fmcp\u002Fbuild\u002Findex.js\"` 添加。注意：必须在连接前确保 VS Code 中的扩展正在运行。",{"id":140,"question_zh":141,"answer_zh":142,"source_url":143},3568,"调试时 hit 断点后执行 'continue' 命令卡住或失败怎么办？","这是已知问题，可通过 PR #39 修复。建议手动从该分支构建扩展，或等待版本更新。该修复旨在解决底层调试器对参数的严格要求问题。","https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fissues\u002F40",{"id":145,"question_zh":146,"answer_zh":147,"source_url":143},3569,"为什么 Python 代码调试正常但 C++ 代码无法继续执行？","底层 C++ 调试器严格要求 `continue` 请求包含 `thread-id` 参数，而当前工具实现可能省略了该参数（Python 调试器处理较宽松）。这是导致 C++ 调试失败的根本原因。",{"id":149,"question_zh":150,"answer_zh":151,"source_url":152},3570,"是否支持 VS Code Copilot Agent 模式？","理论上支持 MCP。使用 `stdio` 有时能工作，但作者发现 Copilot Agent 模型可能不够智能。建议使用 SSE 方式。注意默认模型如 gpt-4o 可能在调试任务上表现不佳。","https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fissues\u002F20",{"id":154,"question_zh":155,"answer_zh":156,"source_url":157},3571,"表达式求值时抛出异常，LLM 能否收到错误信息？","是的，v0.1.2 版本（PR #35）已修复此问题。现在评估期间抛出的异常会被捕获并发送给 LLM，而不是无响应，方便 LLM 理解错误上下文。","https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fissues\u002F32",{"id":159,"question_zh":160,"answer_zh":161,"source_url":162},3572,"多线程环境下变量评估逻辑如何处理？","已修复（Issue #15）。现在逻辑会优先判断活动堆栈帧的 frameId，确保只评估正确的线程（threadId 1），解决了多线程下的变量评估问题。","https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fissues\u002F14",[164,169,174,179,184,189,194,199,204],{"id":165,"version":166,"summary_zh":167,"released_at":168},103186,"v0.1.2","## What's Changed\r\n* feat: report exception to llm by @commandblock2 in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F35\r\n* Include threadId in continue request for Unity debugger compatibility by @bruno1308 in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F39\r\n\r\n## New Contributors\r\n* @commandblock2 made their first contribution in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F35\r\n* @bruno1308 made their first contribution in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F39\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fcompare\u002Fv0.1.1...v0.1.2","2025-12-20T17:18:57",{"id":170,"version":171,"summary_zh":172,"released_at":173},103187,"v0.1.1","## What's Changed\r\n* [CDFY-29]: new claude desktop v no longer works by @jasonjmcghee in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F30\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fcompare\u002Fv0.1.0...v0.1.1","2025-05-22T16:22:11",{"id":175,"version":176,"summary_zh":177,"released_at":178},103188,"v0.0.8","## What's Changed\r\n* Improve launching debug session by @hungthai1401 in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F18\r\n\r\n## New Contributors\r\n* @hungthai1401 made their first contribution in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F18\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fcompare\u002Fv0.0.7...v0.0.8","2025-04-02T15:46:21",{"id":180,"version":181,"summary_zh":182,"released_at":183},103189,"v0.0.7","## What's Changed\r\n* [CDFY-14]: (Adds multithreading debugging) Use the active stack frame id by @jasonjmcghee in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F15\r\n* Add status menu, more commands, multi-window hand-off, and simplified setup to improve quality of life by @jasonjmcghee in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F17\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fcompare\u002Fv0.0.6...v0.0.7","2025-03-23T05:17:21",{"id":185,"version":186,"summary_zh":187,"released_at":188},103190,"v0.0.6","## What's Changed\r\n* Make extension start on startup, clean up, add resilience by @jasonjmcghee in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F9\r\n* fix cjs bugs and tighten retry loop by @jasonjmcghee in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F10\r\n\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fcompare\u002Fv0.0.4...v0.0.6","2025-02-16T19:21:26",{"id":190,"version":191,"summary_zh":192,"released_at":193},103191,"v0.0.4","# What's Changed\r\n\r\n- Adds support for `\u002Fsse`\r\n\r\nFor example, in Cursor:\r\n\r\n\u003Cimg width=\"637\" alt=\"Screenshot 2025-02-15 at 2 37 06 PM\" src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F387344de-81dd-4b98-8e81-52fd53463709\" \u002F>\r\n\r\n\r\nThis is a minimal set of changes to add support for \u002Fsse which fixes https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fissues\u002F7 and was inspired by @dkattan 's work on https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F5\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fcompare\u002Fv0.0.3...v0.0.4","2025-02-15T22:49:28",{"id":195,"version":196,"summary_zh":197,"released_at":198},103192,"v0.0.3","## What's Changed\r\n* Change built mcp server to be CJS instead of ESM by @jasonjmcghee in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F4\r\n* Hotfix\u002Fwindows-symlink-error by @dkattan in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F3, fixing #2 \r\n\r\n## New Contributors\r\n* @dkattan made their first contribution in https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fpull\u002F3\r\n\r\n**Full Changelog**: https:\u002F\u002Fgithub.com\u002Fjasonjmcghee\u002Fclaude-debugs-for-you\u002Fcompare\u002Fv0.0.2...v0.0.3","2025-02-07T03:04:24",{"id":200,"version":201,"summary_zh":202,"released_at":203},103193,"v0.0.2","- Adds ability to configure the port of the MCP Server","2025-01-20T21:45:09",{"id":205,"version":206,"summary_zh":207,"released_at":208},103194,"v0.0.1","This is the first release!","2025-01-20T21:29:32"]