[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-mattzcarey--shippie":3,"tool-mattzcarey--shippie":61},[4,18,26,36,44,53],{"id":5,"name":6,"github_repo":7,"description_zh":8,"stars":9,"difficulty_score":10,"last_commit_at":11,"category_tags":12,"status":17},4358,"openclaw","openclaw\u002Fopenclaw","OpenClaw 是一款专为个人打造的本地化 AI 助手，旨在让你在自己的设备上拥有完全可控的智能伙伴。它打破了传统 AI 助手局限于特定网页或应用的束缚，能够直接接入你日常使用的各类通讯渠道，包括微信、WhatsApp、Telegram、Discord、iMessage 等数十种平台。无论你在哪个聊天软件中发送消息，OpenClaw 都能即时响应，甚至支持在 macOS、iOS 和 Android 设备上进行语音交互，并提供实时的画布渲染功能供你操控。\n\n这款工具主要解决了用户对数据隐私、响应速度以及“始终在线”体验的需求。通过将 AI 部署在本地，用户无需依赖云端服务即可享受快速、私密的智能辅助，真正实现了“你的数据，你做主”。其独特的技术亮点在于强大的网关架构，将控制平面与核心助手分离，确保跨平台通信的流畅性与扩展性。\n\nOpenClaw 非常适合希望构建个性化工作流的技术爱好者、开发者，以及注重隐私保护且不愿被单一生态绑定的普通用户。只要具备基础的终端操作能力（支持 macOS、Linux 及 Windows WSL2），即可通过简单的命令行引导完成部署。如果你渴望拥有一个懂你",349277,3,"2026-04-06T06:32:30",[13,14,15,16],"Agent","开发框架","图像","数据工具","ready",{"id":19,"name":20,"github_repo":21,"description_zh":22,"stars":23,"difficulty_score":10,"last_commit_at":24,"category_tags":25,"status":17},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,"2026-04-05T11:01:52",[14,15,13],{"id":27,"name":28,"github_repo":29,"description_zh":30,"stars":31,"difficulty_score":32,"last_commit_at":33,"category_tags":34,"status":17},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",155373,2,"2026-04-14T11:34:08",[14,13,35],"语言模型",{"id":37,"name":38,"github_repo":39,"description_zh":40,"stars":41,"difficulty_score":32,"last_commit_at":42,"category_tags":43,"status":17},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。",108322,"2026-04-10T11:39:34",[14,15,13],{"id":45,"name":46,"github_repo":47,"description_zh":48,"stars":49,"difficulty_score":32,"last_commit_at":50,"category_tags":51,"status":17},6121,"gemini-cli","google-gemini\u002Fgemini-cli","gemini-cli 是一款由谷歌推出的开源 AI 命令行工具，它将强大的 Gemini 大模型能力直接集成到用户的终端环境中。对于习惯在命令行工作的开发者而言，它提供了一条从输入提示词到获取模型响应的最短路径，无需切换窗口即可享受智能辅助。\n\n这款工具主要解决了开发过程中频繁上下文切换的痛点，让用户能在熟悉的终端界面内直接完成代码理解、生成、调试以及自动化运维任务。无论是查询大型代码库、根据草图生成应用，还是执行复杂的 Git 操作，gemini-cli 都能通过自然语言指令高效处理。\n\n它特别适合广大软件工程师、DevOps 人员及技术研究人员使用。其核心亮点包括支持高达 100 万 token 的超长上下文窗口，具备出色的逻辑推理能力；内置 Google 搜索、文件操作及 Shell 命令执行等实用工具；更独特的是，它支持 MCP（模型上下文协议），允许用户灵活扩展自定义集成，连接如图像生成等外部能力。此外，个人谷歌账号即可享受免费的额度支持，且项目基于 Apache 2.0 协议完全开源，是提升终端工作效率的理想助手。",100752,"2026-04-10T01:20:03",[52,13,15,14],"插件",{"id":54,"name":55,"github_repo":56,"description_zh":57,"stars":58,"difficulty_score":10,"last_commit_at":59,"category_tags":60,"status":17},4487,"LLMs-from-scratch","rasbt\u002FLLMs-from-scratch","LLMs-from-scratch 是一个基于 PyTorch 的开源教育项目，旨在引导用户从零开始一步步构建一个类似 ChatGPT 的大型语言模型（LLM）。它不仅是同名技术著作的官方代码库，更提供了一套完整的实践方案，涵盖模型开发、预训练及微调的全过程。\n\n该项目主要解决了大模型领域“黑盒化”的学习痛点。许多开发者虽能调用现成模型，却难以深入理解其内部架构与训练机制。通过亲手编写每一行核心代码，用户能够透彻掌握 Transformer 架构、注意力机制等关键原理，从而真正理解大模型是如何“思考”的。此外，项目还包含了加载大型预训练权重进行微调的代码，帮助用户将理论知识延伸至实际应用。\n\nLLMs-from-scratch 特别适合希望深入底层原理的 AI 开发者、研究人员以及计算机专业的学生。对于不满足于仅使用 API，而是渴望探究模型构建细节的技术人员而言，这是极佳的学习资源。其独特的技术亮点在于“循序渐进”的教学设计：将复杂的系统工程拆解为清晰的步骤，配合详细的图表与示例，让构建一个虽小但功能完备的大模型变得触手可及。无论你是想夯实理论基础，还是为未来研发更大规模的模型做准备",90106,"2026-04-06T11:19:32",[35,15,13,14],{"id":62,"github_repo":63,"name":64,"description_en":65,"description_zh":66,"ai_summary_zh":66,"readme_en":67,"readme_zh":68,"quickstart_zh":69,"use_case_zh":70,"hero_image_url":71,"owner_login":72,"owner_name":73,"owner_avatar_url":74,"owner_bio":75,"owner_company":76,"owner_location":77,"owner_email":78,"owner_twitter":72,"owner_website":79,"owner_url":80,"languages":81,"stars":90,"forks":91,"last_commit_at":92,"license":93,"difficulty_score":32,"env_os":94,"env_gpu":94,"env_ram":94,"env_deps":95,"category_tags":101,"github_topics":102,"view_count":32,"oss_zip_url":78,"oss_zip_packed_at":78,"status":17,"created_at":118,"updated_at":119,"faqs":120,"releases":151},7567,"mattzcarey\u002Fshippie","shippie","extendable code review and QA agent 🚢","Shippie 是一款基于大语言模型的智能代码审查与质量保证助手，旨在帮助开发团队更高效、安全地交付代码。它既能无缝集成到 CI\u002FCD 流水线中自动运行，也支持通过命令行在本地对暂存文件进行即时检查。\n\n在日常开发中，Shippie 能有效识别常见隐患，例如意外暴露的密钥、低效的运行逻辑、潜在的程序错误以及未处理的边界情况。通过模拟人类审查员的视角，它能在代码合并前提供有价值的反馈，从而减少后期调试成本，提升软件整体质量。\n\n这款工具主要面向软件开发者和工程团队，特别是那些希望自动化代码审查流程、追求快速迭代的项目组。无论是个人开发者还是企业级团队，都能利用 Shippie 来增强代码库的健壮性。\n\n技术层面，Shippie 采用 TypeScript 和 Bun 构建，拥有简洁美观的命令行交互体验。其独特亮点在于支持模型上下文协议（MCP），这意味着它可以作为客户端连接外部工具，扩展能力至浏览器操作、基础设施部署及可观测性监控等领域。此外，项目高度可配置，允许用户自定义规则文件和 AI 提供商，灵活适应不同的开发规范与技术栈需求。","# Shippie 🚢 (formerly Code Review GPT)\n\n[![NPM][npm_badge]][npm]\n[![Contributors][contributors_badge]][contributors]\n[![Pulse][pulse_badge]][pulse]\n[![License][license_badge]][license]\n[![Twitter][twitter_badge]][twitter]\n\n## Helps you ship faster\n\nShippie uses Large Language Models to review code in your CI\u002FCD pipeline. It should pick up on common issues such as:\n\n- Exposed secrets\n- Slow or inefficient code\n- Potential bugs or unhandled edge cases\n\nIt can also be run locally in your command line to review staged files.\n\n```bash\nnpx shippie review\n```\n\n## Demo\n\nhttps:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fassets\u002F77928207\u002F92029baf-f691-465f-8d15-e1363fcb808e\n\n## Ethos 💭\n\n- Beautiful CLI tool written in typescript and bun\n- Vertically integrated into your CI\u002FCD pipeline\n- Functions as a human code reviewer, using a small set of optimised tools\n- Acts as a [Model Context Protocol (MCP)](https:\u002F\u002Fmodelcontextprotocol.io\u002F) client for integration with external tools such as browser use, infrastructure deployments, observability monitoring.\n\n## Setup Instructions 💫\n\nSee the [setup instructions](docs\u002Fsetup.md) for more docs on how to set up shippie in your CI\u002FCD pipeline and use it locally.\n\n### Additional Documentation\n\n- [Rules Files](docs\u002Frules-files.md) - How to use rules files to get the most out of Shippie\n- [AI Provider Configuration](docs\u002Fai-provider-config.md) - Configure different AI providers\n- [Action Options](docs\u002Faction-options.md) - GitHub Action configuration options\n- [Model Context Protocol (MCP)](docs\u002Fmcp.md) - Give Shippie access to external tools\n\n## Development 🔧\n\n1. Clone the repository:\n\n   ```shell\n   git clone https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie.git\n   cd shippie\n   ```\n\n2. Install dependencies (we use bun but you can use npm or pnpm if you prefer):\n\n   ```shell\n   bun i\n   ```\n\n3. Set up the API key:\n\n   - Rename the `.env.example` file to `.env`.\n   - Open the `.env` file and replace `YOUR_API_KEY` with your actual OPENAI API key.\n\n4. Run the application:\n\n```shell\nbun start\n```\n\nSee the package.json file for all the npm commands you can run.\n\n5. Make a PR 🎉\n\nWe use [release-please](https:\u002F\u002Fgithub.com\u002Fgoogleapis\u002Frelease-please) on this project. If you want to create a new release from your PR, please make sure your PR title follows the [Conventional Commits](https:\u002F\u002Fwww.conventionalcommits.org\u002Fen\u002Fv1.0.0\u002F) format. The release-please bot will automatically create a new release for you when your PR is merged.\n\n- fix: which represents bug fixes, and correlates to a patch version.\n- feat: which represents a new feature, and correlates to a SemVer minor.\n- feat!:, or fix!:, refactor!:, etc., which represent a breaking change (indicated by the !) and will result in a major version.\n\n## Contributors 🙏\n\nThanks to our wonderful contributors!\n\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fgraphs\u002Fcontributors\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmattzcarey_shippie_readme_c3022521ff08.png\" \u002F>\n\u003C\u002Fa>\n\n## Roadmap 🌏\n\nHave a look at the [discussion tab](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fdiscussions) for the latest chat and ideas. I am actively working on the items in [todo.md](todo.md).\n\n\n## Star History ⭐️\n\n[![Star History Chart](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmattzcarey_shippie_readme_bf630ce608e3.png)](https:\u002F\u002Fstar-history.com\u002F#mattzcarey\u002Fshippie&Date)\n\n\u003C!-- Badges -->\n\n[npm]: https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002Fshippie\n[npm_badge]: https:\u002F\u002Fimg.shields.io\u002Fnpm\u002Fdm\u002Fshippie.svg\n[license]: https:\u002F\u002Fopensource.org\u002Flicenses\u002FMIT\n[license_badge]: https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Flicense\u002Fmattzcarey\u002Fshippie.svg?color=blue&style=flat-square&ghcache=unused\n[contributors]: https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fgraphs\u002Fcontributors\n[contributors_badge]: https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fcontributors\u002Fmattzcarey\u002Fshippie\n[pulse]: https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fpulse\n[pulse_badge]: https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fcommit-activity\u002Fm\u002Fmattzcarey\u002Fshippie\n[twitter]: https:\u002F\u002Ftwitter.com\u002Fintent\u002Ffollow?screen_name=mattzcarey\n[twitter_badge]: https:\u002F\u002Fimg.shields.io\u002Ftwitter\u002Ffollow\u002Fmattzcarey?style=social&logo=twitter\n","# Shippie 🚢（前身为 Code Review GPT）\n\n[![NPM][npm_badge]][npm]\n[![贡献者][contributors_badge]][contributors]\n[![活动频率][pulse_badge]][pulse]\n[![许可证][license_badge]][license]\n[![Twitter][twitter_badge]][twitter]\n\n## 助您更快交付\n\nShippie 利用大型语言模型在您的 CI\u002FCD 流水线中审查代码。它能够检测常见的问题，例如：\n\n- 泄露的敏感信息\n- 运行缓慢或低效的代码\n- 潜在的 bug 或未处理的边界情况\n\n您也可以在本地命令行中运行它来审查暂存文件。\n\n```bash\nnpx shippie review\n```\n\n## 演示\n\nhttps:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fassets\u002F77928207\u002F92029baf-f691-465f-8d15-e1363fcb808e\n\n## 理念 💭\n\n- 用 TypeScript 和 Bun 编写的美观 CLI 工具\n- 垂直集成到您的 CI\u002FCD 流水线中\n- 作为人类代码评审员，使用一组优化过的工具\n- 充当 [Model Context Protocol (MCP)](https:\u002F\u002Fmodelcontextprotocol.io\u002F) 客户端，以便与浏览器使用、基础设施部署、可观测性监控等外部工具集成。\n\n## 设置说明 💫\n\n请参阅 [设置说明](docs\u002Fsetup.md)，了解更多关于如何在您的 CI\u002FCD 流水线中设置 Shippie 以及如何在本地使用它的文档。\n\n### 更多文档\n\n- [规则文件](docs\u002Frules-files.md) - 如何使用规则文件以充分发挥 Shippie 的作用\n- [AI 提供商配置](docs\u002Fai-provider-config.md) - 配置不同的 AI 提供商\n- [Action 选项](docs\u002Faction-options.md) - GitHub Action 的配置选项\n- [Model Context Protocol (MCP)](docs\u002Fmcp.md) - 让 Shippie 获得对外部工具的访问权限\n\n## 开发 🔧\n\n1. 克隆仓库：\n\n   ```shell\n   git clone https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie.git\n   cd shippie\n   ```\n\n2. 安装依赖（我们使用 bun，但您也可以选择 npm 或 pnpm）：\n\n   ```shell\n   bun i\n   ```\n\n3. 设置 API 密钥：\n\n   - 将 `.env.example` 文件重命名为 `.env`。\n   - 打开 `.env` 文件，将 `YOUR_API_KEY` 替换为您真实的 OPENAI API 密钥。\n\n4. 运行应用：\n\n```shell\nbun start\n```\n\n请参阅 package.json 文件，了解您可以运行的所有 npm 命令。\n\n5. 提交 PR 🎉\n\n本项目使用 [release-please](https:\u002F\u002Fgithub.com\u002Fgoogleapis\u002Frelease-please)。如果您想从您的 PR 创建新版本，请确保您的 PR 标题遵循 [Conventional Commits](https:\u002F\u002Fwww.conventionalcommits.org\u002Fen\u002Fv1.0.0\u002F) 格式。当您的 PR 被合并时，release-please 机器人会自动为您创建一个新版本。\n\n- `fix:` 表示 bug 修复，对应于补丁版本。\n- `feat:` 表示新功能，对应于 SemVer 次要版本。\n- `feat!:`、`fix!:`、`refactor!:` 等表示重大变更（由 `!` 标记），将导致主版本号递增。\n\n## 贡献者 🙏\n\n感谢我们优秀的贡献者！\n\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fgraphs\u002Fcontributors\">\n  \u003Cimg src=\"https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmattzcarey_shippie_readme_c3022521ff08.png\" \u002F>\n\u003C\u002Fa>\n\n## 路线图 🌏\n\n请查看 [讨论页](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fdiscussions) 以获取最新的交流和想法。我正在积极处理 [todo.md](todo.md) 中列出的任务。\n\n\n## 星标历史 ⭐️\n\n[![星标历史图表](https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmattzcarey_shippie_readme_bf630ce608e3.png)](https:\u002F\u002Fstar-history.com\u002F#mattzcarey\u002Fshippie&Date)\n\n\u003C!-- 图标 -->\n\n[npm]: https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002Fshippie\n[npm_badge]: https:\u002F\u002Fimg.shields.io\u002Fnpm\u002Fdm\u002Fshippie.svg\n[license]: https:\u002F\u002Fopensource.org\u002Flicenses\u002FMIT\n[license_badge]: https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Flicense\u002Fmattzcarey\u002Fshippie.svg?color=blue&style=flat-square&ghcache=unused\n[contributors]: https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fgraphs\u002Fcontributors\n[contributors_badge]: https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fcontributors\u002Fmattzcarey\u002Fshippie\n[pulse]: https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fpulse\n[pulse_badge]: https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fcommit-activity\u002Fm\u002Fmattzcarey\u002Fshippie\n[twitter]: https:\u002F\u002Ftwitter.com\u002Fintent\u002Ffollow?screen_name=mattzcarey\n[twitter_badge]: https:\u002F\u002Fimg.shields.io\u002Ftwitter\u002Ffollow\u002Fmattzcarey?style=social&logo=twitter","# Shippie 快速上手指南\n\nShippie（原名 Code Review GPT）是一款基于大语言模型的代码审查工具，可集成至 CI\u002FCD 流水线或在本地命令行运行，帮助开发者快速发现泄露的密钥、低效代码及潜在 Bug。\n\n## 环境准备\n\n- **操作系统**：支持 macOS、Linux 及 Windows（需配备兼容的终端）。\n- **运行时依赖**：\n  - 推荐安装 [Bun](https:\u002F\u002Fbun.sh\u002F)（项目原生支持，速度更快）。\n  - 或者使用 Node.js (配合 npm 或 pnpm)。\n- **API 密钥**：需要拥有 OpenAI API Key 或其他兼容的大模型服务商密钥。\n\n> 💡 **国内开发者提示**：若无法直接访问 OpenAI 服务，请配置符合国内网络环境的代理，或使用支持 OpenAI 格式的国内大模型接口（需在配置文件中调整 `baseURL`）。\n\n## 安装步骤\n\n### 方式一：直接使用（无需克隆仓库）\n\n无需安装全局依赖，通过 `npx` 即可直接运行：\n\n```bash\nnpx shippie review\n```\n\n### 方式二：本地开发部署\n\n如果你希望自定义规则或参与贡献，可克隆源码进行部署：\n\n1. **克隆仓库**\n   ```shell\n   git clone https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie.git\n   cd shippie\n   ```\n\n2. **安装依赖**\n   推荐使用 Bun：\n   ```shell\n   bun i\n   ```\n   *若使用 npm：* `npm install`\n\n3. **配置 API 密钥**\n   将示例环境变量文件重命名并编辑：\n   ```shell\n   mv .env.example .env\n   ```\n   打开 `.env` 文件，将 `YOUR_API_KEY` 替换为你实际的 API Key：\n   ```text\n   OPENAI_API_KEY=sk-your-actual-api-key\n   ```\n   > 如需使用国内镜像源，可在该文件中额外配置 `OPENAI_BASE_URL`。\n\n4. **启动应用**\n   ```shell\n   bun start\n   ```\n\n## 基本使用\n\n### 本地审查暂存文件\n\n在 Git 仓库根目录下，对当前已暂存（staged）的文件进行代码审查：\n\n```bash\nnpx shippie review\n```\n\n工具将自动分析代码，并输出关于以下问题的建议：\n- 暴露的敏感信息（Secrets）\n- 性能低下或冗余的代码\n- 潜在的逻辑错误或未处理的边界情况\n\n### 集成至 CI\u002FCD\n\nShippie 设计为垂直集成到 CI\u002FCD 流程中。具体 GitHub Action 配置选项及高级规则文件（Rules Files）设置，请参考项目文档中的 `docs\u002Fsetup.md` 与 `docs\u002Frules-files.md`。","某电商初创团队的后端工程师正在紧急开发一个新的支付微服务，需要在两天内完成代码合并并上线，但团队缺乏专职的代码审查人员。\n\n### 没有 shippie 时\n- 资深开发者不得不中断自己的核心开发工作，花费数小时手动检查初级工程师的 Pull Request，导致整体迭代速度变慢。\n- 由于赶工期，人工审查容易疲劳漏看，导致硬编码的 API 密钥等敏感信息差点被提交到公共仓库，引发严重的安全隐患。\n- 对于复杂的异步逻辑和边缘情况（如网络超时重试），人工很难在短时间内穷尽所有潜在 Bug，测试阶段频繁返工。\n- 代码风格不统一，缺乏即时反馈，新人往往要等到合并后才收到修改意见，增加了沟通成本和上下文切换损耗。\n\n### 使用 shippie 后\n- 工程师只需在本地运行 `npx shippie review` 或在 CI\u002FCD 流水线中集成，shippie 即可在几分钟内自动完成初步审查，让资深员工专注于架构设计。\n- shippie 精准识别并拦截了代码中意外暴露的数据库连接字符串，直接在评论中标记为“高危”，将安全风险扼杀在萌芽状态。\n- 针对支付回调的逻辑，shippie 主动指出了未处理的超时边缘案例和潜在的竞态条件，提供了具体的优化建议，显著提升了代码健壮性。\n- 每次提交都能获得即时的风格规范检查和性能提示，新人能够边写边改，代码一次性通过率大幅提升，团队协作更加流畅。\n\nshippie 通过将大模型能力深度融入开发流程，不仅充当了不知疲倦的\"24 小时代码保镖”，更让团队在保障质量的前提下实现了真正的快速交付。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002Fmattzcarey_shippie_d3b883c6.png","mattzcarey","Matt","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002Fmattzcarey_a0253cf4.jpg","agents and mcp","@cloudflare","London, UK",null,"https:\u002F\u002Fmattzcarey.com","https:\u002F\u002Fgithub.com\u002Fmattzcarey",[82,86],{"name":83,"color":84,"percentage":85},"TypeScript","#3178c6",99.3,{"name":87,"color":88,"percentage":89},"JavaScript","#f1e05a",0.7,2347,243,"2026-04-12T19:02:39","MIT","未说明",{"notes":96,"python":94,"dependencies":97},"该工具基于 Node.js 生态（使用 Bun 运行时和 TypeScript 开发），无需 Python 环境。运行需要配置大语言模型提供商的 API 密钥（如 OpenAI）。支持通过 npx 直接运行或集成到 CI\u002FCD 流水线中，也可作为 MCP 客户端连接外部工具。",[98,99,100],"bun","typescript","npx",[15,13,35],[103,104,105,106,107,108,109,110,111,112,113,114,115,116,117],"openai","huggingface","opensource","code-quality","code-review","github","agent","agents","cicd","gpt-4","mcp","modelcontextprotocol","qa","qa-automation","quality-assurance","2026-03-27T02:49:30.150509","2026-04-15T07:12:24.055876",[121,126,131,136,141,146],{"id":122,"question_zh":123,"answer_zh":124,"source_url":125},33904,"运行代码审查时遇到 'Request failed with status code 404' 错误怎么办？","这通常是因为使用的 OpenAI 账户没有付费或未绑定信用卡。OpenAI API 仅对付费用户开放，免费账户无法访问。请确保您的账户已升级或绑定了支付方式。此外，可以尝试添加 '--debug=true' 参数运行以获取更详细的日志信息。","https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F99",{"id":127,"question_zh":128,"answer_zh":129,"source_url":130},33905,"在 GitHub Actions 工作流中运行时出现 'Permission Denied' 错误如何解决？","检查您的 YAML 配置文件中的 token 设置。GitHub 自动提供的 token 变量名是固定的，请将配置中的自定义变量名（如 ${{ secrets.GIT_TOK }}）修改为标准的 ${{ secrets.GITHUB_TOKEN }}。例如：\nGITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}","https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F88",{"id":132,"question_zh":133,"answer_zh":134,"source_url":135},33906,"该项目是否支持 GitLab？","是的，项目已支持 GitLab。目前可以在 GitLab 和 GitHub 上运行流水线，并且代码审查评论块可以正常显示在 GitLab 的 Merge Request (PR) 中。","https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F20",{"id":137,"question_zh":138,"answer_zh":139,"source_url":140},33907,"如何自定义规则文件夹的路径（例如在使用 Windsurf 时）？","如果您使用的编辑器（如 Windsurf）将规则文件存放在非默认路径（例如 `.windsurf\u002Frules` 而不是 `.windsurfrules\u002F`），目前可以通过讨论区或特定配置来调整搜索路径。具体实现可能需要查看项目最新的文档或通过自定义配置指向正确的规则目录。","https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F454",{"id":142,"question_zh":143,"answer_zh":144,"source_url":145},33908,"如何在 Next.js 前端项目中标准化后端 API 调用并处理用户认证？","建议在 Next.js 中创建自定义 Hook（例如使用 useAxios 模式）来统一处理 API 调用。结合 `useSession` 确保页面仅对登录用户可见。您需要创建一个 Next.js API 路由来转发请求到后端网关，并在前端 Hook 中处理 Axios 调用和错误拦截。","https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F178",{"id":147,"question_zh":148,"answer_zh":149,"source_url":150},33909,"在 Ubuntu 22.04 和 Node v18 环境下启动报错且调试信息不足怎么办？","当遇到 'Error in callModelJSON' 且日志不清晰时，请在启动命令中添加 '--debug=true' 参数。这将输出更详细的日志，帮助定位是网络问题、API Key 配置错误还是模型调用失败。同时确认您的 OpenAI API Key 有效且账户状态正常。","https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F205",[152,157,162,167,172,177,182,187,192,197,202,207,212,217,222,227,232,237,242,247],{"id":153,"version":154,"summary_zh":155,"released_at":156},263774,"v0.20.0","## [0.20.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.19.0...v0.20.0) (2025-08-01)\n\n\n### 功能\n\n* 添加对根级规则文件的支持及去重功能（[#457](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F457)）（[511680e](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F511680e8d2b43a9902df06194423d5afd1398486)）","2025-08-01T14:36:58",{"id":158,"version":159,"summary_zh":160,"released_at":161},263775,"v0.19.0","## [0.19.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.18.0...v0.19.0) (2025-07-31)\n\n\n### 功能特性\n\n* **models:** 增加对 GitHub Models 的支持 ([#456](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F456)) ([f2e4e45](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002Ff2e4e4549f0786d4aa927f81b5198843865ae3b9))\n\n\n### 错误修复\n\n* claude 代码工作流 ([2b8ab84](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F2b8ab84506bb3cd5bc9988ce7bb6f9217a05ac24))","2025-07-31T11:00:22",{"id":163,"version":164,"summary_zh":165,"released_at":166},263776,"v0.18.0","## [0.18.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.17.1...v0.18.0) (2025-06-08)\n\n\n### 功能特性\n\n* 子代理 ([#446](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F446)) ([b1b2651](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002Fb1b2651e7ae2fd4752eb602647e4c5832e106392))\n* **测试：** 基于场景的端到端测试框架 ([#450](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F450)) ([1e423be](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F1e423be35b9d30a3220f4c01082a8832a9caae9a))","2025-06-08T15:45:28",{"id":168,"version":169,"summary_zh":170,"released_at":171},263777,"v0.17.1","## [0.17.1](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.17.0...v0.17.1) (2025-06-02)\n\n\n### 错误修复\n\n* 重新添加对 Azure OpenAI 的支持 ([#444](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F444)) ([2c850b5](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F2c850b5f1ab672ebda9a32e16f57c88f228700f8))","2025-06-02T09:53:38",{"id":173,"version":174,"summary_zh":175,"released_at":176},263778,"v0.17.0","## [0.17.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.16.0...v0.17.0) (2025-05-28)\n\n\n### 功能\n\n* 支持自定义文件后缀名 ([#442](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F442)) ([8198fa3](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F8198fa35696653819e1c58b76aff4f14915f08e1))","2025-05-28T12:20:14",{"id":178,"version":179,"summary_zh":180,"released_at":181},263779,"v0.16.0","## [0.16.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.15.0...v0.16.0) (2025-05-25)\n\n\n### 功能\n\n* **提示尺寸：** 更新模型信息 ([#438](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F438)) ([bc08b6d](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002Fbc08b6d159091e1ab92c7349afce92c113f68f61))","2025-05-25T21:41:19",{"id":183,"version":184,"summary_zh":185,"released_at":186},263780,"v0.15.0","## [0.15.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.14.3...v0.15.0) (2025-05-23)\n\n\n### 功能\n\n* 使用规则中的上下文环境 ([#435](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F435)) ([066cd64](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F066cd64d5fc4d03d6a60d5451470aec50f219002))","2025-05-23T15:22:31",{"id":188,"version":189,"summary_zh":190,"released_at":191},263781,"v0.14.3","## [0.14.3](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.14.2...v0.14.3) (2025-05-22)\n\n\n### 错误修复\n\n* **action.yml:** 操作讨厌冻结的锁定文件（[#431](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F431)）（[3d699a6](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F3d699a67cefe5e301f54b7c210f1890cf9e946ec)）","2025-05-22T14:05:42",{"id":193,"version":194,"summary_zh":195,"released_at":196},263782,"v0.14.2","## [0.14.2](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.14.1...v0.14.2) (2025-05-21)\n\n\n### Bug修复\n\n* **cicd:** 在拉取请求上测试了 action.yml ([#428](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F428)) ([ae53718](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002Fae537189b124584a66d03f66c3af0ce41675f75f))","2025-05-21T10:32:12",{"id":198,"version":199,"summary_zh":200,"released_at":201},263783,"v0.14.1","## [0.14.1](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.14.0...v0.14.1) (2025-05-21)\n\n\n### Bug修复\n\n* 在 action.yml 中将基础 URL 默认值设置为空字符串 ([#426](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F426)) ([36653b7](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F36653b7c48bfd57f7a4bfb4655fb9da3d43b212a))","2025-05-21T09:36:24",{"id":203,"version":204,"summary_zh":205,"released_at":206},263784,"v0.14.0","## [0.14.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.13.0...v0.14.0) (2025-05-12)\n\n\n### Features\n\n* **cli:** move to tsup ([#421](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F421)) ([4a55214](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F4a55214e95a4017975736d67dd6732046ef0d648))","2025-05-12T22:44:51",{"id":208,"version":209,"summary_zh":210,"released_at":211},263785,"v0.13.0","## [0.13.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.12.2...v0.13.0) (2025-05-12)\n\n\n### Features\n\n* some basic telemetry data ([#416](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F416)) ([10676a8](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F10676a877e92addccdd59ca676027d506a8cef74))\n* thinking tool ([#418](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F418)) ([8aa4a5e](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F8aa4a5eb40a892c95a5bddc92c3210565369afc9))\n* **tools:** mcp client and client manager ([#419](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F419)) ([3ad39b2](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F3ad39b26f7c26c040d6cf2dd55fa8c0e11d87671))","2025-05-12T21:51:49",{"id":213,"version":214,"summary_zh":215,"released_at":216},263786,"v0.12.2","## [0.12.2](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.12.1...v0.12.2) (2025-05-12)\n\n\n### Bug Fixes\n\n* **action:** add debug argument ([#411](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F411)) ([e24ed7f](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002Fe24ed7ff94cc0e56f752e02b2da35be14299257a))","2025-05-12T10:19:09",{"id":218,"version":219,"summary_zh":220,"released_at":221},263787,"v0.12.1","## [0.12.1](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.12.0...v0.12.1) (2025-05-12)\n\n\n### Bug Fixes\n\n* **cicd:** npm token ([#414](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F414)) ([a72f00d](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002Fa72f00d9dd630b541d511f20682cbdfe6f4f514b))\n* **review:** use node fs for readFile tool ([#412](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F412)) ([75f083f](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F75f083fd44952d22a046f00960cb66853c785561))","2025-05-12T10:15:40",{"id":223,"version":224,"summary_zh":225,"released_at":226},263788,"v0.12.0","## [0.12.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.11.0...v0.12.0) (2025-04-30)\n\n\n### Features\n\n* azure ai provider ([#409](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F409)) ([69e9d43](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F69e9d43310d54ea646740e73aa08b8d1076e4a73))","2025-04-30T17:45:31",{"id":228,"version":229,"summary_zh":230,"released_at":231},263789,"v0.11.0","## [0.11.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.10.0...v0.11.0) (2025-04-29)\n\n\n### Features\n\n* add usage stats ([#407](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F407)) ([f075aa9](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002Ff075aa9a818b9b99388c1fb8cb344159487a0f29))","2025-04-29T14:54:02",{"id":233,"version":234,"summary_zh":235,"released_at":236},263790,"v0.10.0","## [0.10.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcompare\u002Fv0.9.0...v0.10.0) (2025-04-28)\n\n\n### Features\n\n* rename to shippie ([#405](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fissues\u002F405)) ([5abf3f2](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fshippie\u002Fcommit\u002F5abf3f234319fdb7edfabacd1166bd8bd1ae2b09))","2025-04-28T18:02:52",{"id":238,"version":239,"summary_zh":240,"released_at":241},263791,"v0.9.0","## [0.9.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fcompare\u002Fv0.8.0...v0.9.0) (2025-04-28)\n\n\n### Features\n\n* check pr title workflow ([#403](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fissues\u002F403)) ([c7edf3b](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fcommit\u002Fc7edf3b983fbaeeb38fb06266f3f3aab81106275))\n* make agentic :)","2025-04-28T17:07:26",{"id":243,"version":244,"summary_zh":245,"released_at":246},263792,"v0.8.0","## [0.8.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fcompare\u002Fv0.7.0...v0.8.0) (2025-02-23)\n\n\n### Features\n\n* Add C lang ([#390](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fissues\u002F390)) ([7cb838f](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fcommit\u002F7cb838f352dfeea5b32d3280f0837f4b5333dc22))\n\n\n### Bug Fixes\n\n* annoying spelling ([5d0c096](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fcommit\u002F5d0c09690e255d5142784228a1578e239abe0fb3))","2025-02-23T19:54:07",{"id":248,"version":249,"summary_zh":250,"released_at":251},263793,"v0.7.0","## [0.7.0](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fcompare\u002Fv0.6.0...v0.7.0) (2025-02-20)\n\n\n### Features\n\n* add support for arbitrary OpenAI compatible APIs ([#383](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fissues\u002F383)) ([4bf0bda](https:\u002F\u002Fgithub.com\u002Fmattzcarey\u002Fcode-review-gpt\u002Fcommit\u002F4bf0bda142b54bacfe4df8cab1f4bd7ec3f7803c))","2025-02-20T11:22:49"]