[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"similar-EveryInc--compound-engineering-plugin":3,"tool-EveryInc--compound-engineering-plugin":64},[4,17,27,35,48,56],{"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},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",[14,43,44,45,15,46,26,13,47],"数据工具","视频","插件","其他","音频",{"id":49,"name":50,"github_repo":51,"description_zh":52,"stars":53,"difficulty_score":10,"last_commit_at":54,"category_tags":55,"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",[15,14,13,26,46],{"id":57,"name":58,"github_repo":59,"description_zh":60,"stars":61,"difficulty_score":10,"last_commit_at":62,"category_tags":63,"status":16},2181,"OpenHands","OpenHands\u002FOpenHands","OpenHands 是一个专注于 AI 驱动开发的开源平台，旨在让智能体（Agent）像人类开发者一样理解、编写和调试代码。它解决了传统编程中重复性劳动多、环境配置复杂以及人机协作效率低等痛点，通过自动化流程显著提升开发速度。\n\n无论是希望提升编码效率的软件工程师、探索智能体技术的研究人员，还是需要快速原型验证的技术团队，都能从中受益。OpenHands 提供了灵活多样的使用方式：既可以通过命令行（CLI）或本地图形界面在个人电脑上轻松上手，体验类似 Devin 的流畅交互；也能利用其强大的 Python SDK 自定义智能体逻辑，甚至在云端大规模部署上千个智能体并行工作。\n\n其核心技术亮点在于模块化的软件智能体 SDK，这不仅构成了平台的引擎，还支持高度可组合的开发模式。此外，OpenHands 在 SWE-bench 基准测试中取得了 77.6% 的优异成绩，证明了其解决真实世界软件工程问题的能力。平台还具备完善的企业级功能，支持与 Slack、Jira 等工具集成，并提供细粒度的权限管理，适合从个人开发者到大型企业的各类用户场景。",70612,"2026-04-05T11:12:22",[26,15,13,45],{"id":65,"github_repo":66,"name":67,"description_en":68,"description_zh":69,"ai_summary_zh":70,"readme_en":71,"readme_zh":72,"quickstart_zh":73,"use_case_zh":74,"hero_image_url":75,"owner_login":76,"owner_name":77,"owner_avatar_url":78,"owner_bio":79,"owner_company":80,"owner_location":80,"owner_email":81,"owner_twitter":80,"owner_website":82,"owner_url":83,"languages":84,"stars":105,"forks":106,"last_commit_at":107,"license":108,"difficulty_score":23,"env_os":109,"env_gpu":109,"env_ram":109,"env_deps":110,"category_tags":115,"github_topics":116,"view_count":23,"oss_zip_url":80,"oss_zip_packed_at":80,"status":16,"created_at":119,"updated_at":120,"faqs":121,"releases":122},3674,"EveryInc\u002Fcompound-engineering-plugin","compound-engineering-plugin","Office Compound Engineering plugin for Claude Code, Codex, and more","compound-engineering-plugin 是一款专为 Claude Code、Codex 等主流 AI 编程助手设计的插件，旨在重塑软件开发的工作流。传统开发往往随着功能增加而积累技术债务，导致代码库日益复杂难维护；该插件则倡导“复合工程”理念，主张每一次工程实践都应让后续工作变得更轻松。\n\n它通过一套标准化的命令流程（如 `\u002Fce:brainstorm` 构思、`\u002Fce:plan` 规划、`\u002Fce:work` 执行、`\u002Fce:review` 审查及 `\u002Fce:compound` 沉淀），引导开发者将 80% 的精力投入前期规划与后期复盘，仅用 20% 时间进行编码执行。这种模式能有效将隐性知识转化为可复用的显性文档，确保代码质量随迭代持续提升而非下降。\n\n该工具特别适合追求高质量交付的专业开发者及工程团队使用，尤其是那些希望利用 AI Agent 协同工作但苦于缺乏规范流程的用户。其独特亮点在于强大的跨平台兼容性：不仅原生支持 Claude Code 和 Cursor，还内置了转换工具，能将插件格式一键适配为 OpenCode、GitHub Copilot、Gemini","compound-engineering-plugin 是一款专为 Claude Code、Codex 等主流 AI 编程助手设计的插件，旨在重塑软件开发的工作流。传统开发往往随着功能增加而积累技术债务，导致代码库日益复杂难维护；该插件则倡导“复合工程”理念，主张每一次工程实践都应让后续工作变得更轻松。\n\n它通过一套标准化的命令流程（如 `\u002Fce:brainstorm` 构思、`\u002Fce:plan` 规划、`\u002Fce:work` 执行、`\u002Fce:review` 审查及 `\u002Fce:compound` 沉淀），引导开发者将 80% 的精力投入前期规划与后期复盘，仅用 20% 时间进行编码执行。这种模式能有效将隐性知识转化为可复用的显性文档，确保代码质量随迭代持续提升而非下降。\n\n该工具特别适合追求高质量交付的专业开发者及工程团队使用，尤其是那些希望利用 AI Agent 协同工作但苦于缺乏规范流程的用户。其独特亮点在于强大的跨平台兼容性：不仅原生支持 Claude Code 和 Cursor，还内置了转换工具，能将插件格式一键适配为 OpenCode、GitHub Copilot、Gemini CLI 等十余种不同 AI 开发环境，极大地降低了多工具链用户的迁移与使用门槛。通过引入多智能体协作审查机制，compound-engineering-plugin 帮助团队在享受 AI 效率红利的同时，规避了盲目生成代码带来的长期维护风险。","# Compound Engineering\n\n[![Build Status](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Factions\u002Fworkflows\u002Fci.yml\u002Fbadge.svg)](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Factions\u002Fworkflows\u002Fci.yml)\n[![npm](https:\u002F\u002Fimg.shields.io\u002Fnpm\u002Fv\u002F@every-env\u002Fcompound-plugin)](https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002F@every-env\u002Fcompound-plugin)\n\nA plugin marketplace featuring the [Compound Engineering plugin](plugins\u002Fcompound-engineering\u002FREADME.md) — AI skills and agents that make each unit of engineering work easier than the last.\n\n## Philosophy\n\n**Each unit of engineering work should make subsequent units easier—not harder.**\n\nTraditional development accumulates technical debt. Every feature adds complexity. The codebase becomes harder to work with over time.\n\nCompound engineering inverts this. 80% is in planning and review, 20% is in execution:\n- Plan thoroughly before writing code\n- Review to catch issues and capture learnings\n- Codify knowledge so it's reusable\n- Keep quality high so future changes are easy\n\n**Learn more**\n\n- [Full component reference](plugins\u002Fcompound-engineering\u002FREADME.md) - all agents, commands, skills\n- [Compound engineering: how Every codes with agents](https:\u002F\u002Fevery.to\u002Fchain-of-thought\u002Fcompound-engineering-how-every-codes-with-agents)\n- [The story behind compounding engineering](https:\u002F\u002Fevery.to\u002Fsource-code\u002Fmy-ai-had-already-fixed-the-code-before-i-saw-it)\n\n## Workflow\n\n```\nBrainstorm -> Plan -> Work -> Review -> Compound -> Repeat\n    ^\n  Ideate (optional -- when you need ideas)\n```\n\n| Command | Purpose |\n|---------|---------|\n| `\u002Fce:ideate` | Discover high-impact project improvements through divergent ideation and adversarial filtering |\n| `\u002Fce:brainstorm` | Explore requirements and approaches before planning |\n| `\u002Fce:plan` | Turn feature ideas into detailed implementation plans |\n| `\u002Fce:work` | Execute plans with worktrees and task tracking |\n| `\u002Fce:review` | Multi-agent code review before merging |\n| `\u002Fce:compound` | Document learnings to make future work easier |\n\n`\u002Fce:brainstorm` is the main entry point -- it refines ideas into a requirements plan through interactive Q&A, and short-circuits automatically when ceremony isn't needed. `\u002Fce:plan` takes either a requirements doc from brainstorming or a detailed idea and distills it into a technical plan that agents (or humans) can work from.\n\n`\u002Fce:ideate` is used less often but can be a force multiplier -- it proactively surfaces strong improvement ideas based on your codebase, with optional steering from you.\n\nEach cycle compounds: brainstorms sharpen plans, plans inform future plans, reviews catch more issues, patterns get documented.\n\n---\n\n## Install\n\n### Claude Code\n\n```bash\n\u002Fplugin marketplace add EveryInc\u002Fcompound-engineering-plugin\n\u002Fplugin install compound-engineering\n```\n\n### Cursor\n\n```text\n\u002Fadd-plugin compound-engineering\n```\n\n### OpenCode, Codex, Droid, Pi, Gemini, Copilot, Kiro, Windsurf, OpenClaw & Qwen (experimental)\n\nThis repo includes a Bun\u002FTypeScript CLI that converts Claude Code plugins to OpenCode, Codex, Factory Droid, Pi, Gemini CLI, GitHub Copilot, Kiro CLI, Windsurf, OpenClaw, and Qwen Code.\n\n```bash\n# convert the compound-engineering plugin into OpenCode format\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to opencode\n\n# convert to Codex format\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to codex\n\n# convert to Factory Droid format\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to droid\n\n# convert to Pi format\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to pi\n\n# convert to Gemini CLI format\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to gemini\n\n# convert to GitHub Copilot format\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to copilot\n\n# convert to Kiro CLI format\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to kiro\n\n# convert to OpenClaw format\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to openclaw\n\n# convert to Windsurf format (global scope by default)\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to windsurf\n\n# convert to Windsurf workspace scope\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to windsurf --scope workspace\n\n# convert to Qwen Code format\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to qwen\n\n# auto-detect installed tools and install to all\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to all\n```\n\n\u003Cdetails>\n\u003Csummary>Output format details per target\u003C\u002Fsummary>\n\n| Target | Output path | Notes |\n|--------|------------|-------|\n| `opencode` | `~\u002F.config\u002Fopencode\u002F` | Commands as `.md` files; `opencode.json` MCP config deep-merged; backups made before overwriting |\n| `codex` | `~\u002F.codex\u002Fprompts` + `~\u002F.codex\u002Fskills` | Claude commands become prompt + skill pairs; canonical `ce:*` workflow skills also get prompt wrappers; deprecated `workflows:*` aliases are omitted |\n| `droid` | `~\u002F.factory\u002F` | Tool names mapped (`Bash`->`Execute`, `Write`->`Create`); namespace prefixes stripped |\n| `pi` | `~\u002F.pi\u002Fagent\u002F` | Prompts, skills, extensions, and `mcporter.json` for MCPorter interoperability |\n| `gemini` | `.gemini\u002F` | Skills from agents; commands as `.toml`; namespaced commands become directories (`workflows:plan` -> `commands\u002Fworkflows\u002Fplan.toml`) |\n| `copilot` | `.github\u002F` | Agents as `.agent.md` with Copilot frontmatter; MCP env vars prefixed with `COPILOT_MCP_` |\n| `kiro` | `.kiro\u002F` | Agents as JSON configs + prompt `.md` files; only stdio MCP servers supported |\n| `openclaw` | `~\u002F.openclaw\u002Fextensions\u002F\u003Cplugin>\u002F` | Entry-point TypeScript skill file; `openclaw-extension.json` for MCP servers |\n| `windsurf` | `~\u002F.codeium\u002Fwindsurf\u002F` (global) or `.windsurf\u002F` (workspace) | Agents become skills; commands become flat workflows; `mcp_config.json` merged |\n| `qwen` | `~\u002F.qwen\u002Fextensions\u002F\u003Cplugin>\u002F` | Agents as `.yaml`; env vars with placeholders extracted as settings; colon separator for nested commands |\n\nAll provider targets are experimental and may change as the formats evolve.\n\n\u003C\u002Fdetails>\n\n---\n\n## Local Development\n\n### From your local checkout\n\nFor active development -- edits to the plugin source are reflected immediately.\n\n**Claude Code** -- add a shell alias so your local copy loads alongside your normal plugins:\n\n```bash\nalias cce='claude --plugin-dir ~\u002Fcode\u002Fcompound-engineering-plugin\u002Fplugins\u002Fcompound-engineering'\n```\n\nRun `cce` instead of `claude` to test your changes. Your production install stays untouched.\n\n**Codex and other targets** -- run the local CLI against your checkout:\n\n```bash\n# from the repo root\nbun run src\u002Findex.ts install .\u002Fplugins\u002Fcompound-engineering --to codex\n\n# same pattern for other targets\nbun run src\u002Findex.ts install .\u002Fplugins\u002Fcompound-engineering --to opencode\n```\n\n### From a pushed branch\n\nFor testing someone else's branch or your own branch from a worktree, without switching checkouts. Uses `--branch` to clone the branch to a deterministic cache directory.\n\n> **Unpushed local branches**: If the branch exists only in a local worktree and hasn't been pushed, point `--plugin-dir` directly at the worktree path instead (e.g. `claude --plugin-dir \u002Fpath\u002Fto\u002Fworktree\u002Fplugins\u002Fcompound-engineering`).\n\n**Claude Code** -- use `plugin-path` to get the cached clone path:\n\n```bash\n# from the repo root\nbun run src\u002Findex.ts plugin-path compound-engineering --branch feat\u002Fnew-agents\n# Output:\n#   claude --plugin-dir ~\u002F.cache\u002Fcompound-engineering\u002Fbranches\u002Fcompound-engineering-feat~new-agents\u002Fplugins\u002Fcompound-engineering\n```\n\nThe cache path is deterministic (same branch always maps to the same directory). Re-running updates the checkout to the latest commit on that branch.\n\n**Codex, OpenCode, and other targets** -- pass `--branch` to `install`:\n\n```bash\n# from the repo root\nbun run src\u002Findex.ts install compound-engineering --to codex --branch feat\u002Fnew-agents\n\n# works with any target\nbun run src\u002Findex.ts install compound-engineering --to opencode --branch feat\u002Fnew-agents\n\n# combine with --also for multiple targets\nbun run src\u002Findex.ts install compound-engineering --to codex --also opencode --branch feat\u002Fnew-agents\n```\n\nBoth features use the `COMPOUND_PLUGIN_GITHUB_SOURCE` env var to resolve the repository, defaulting to `https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin`.\n\n### Shell aliases\n\nAdd to `~\u002F.zshrc` or `~\u002F.bashrc`. All aliases use the local CLI so there's no dependency on npm publishing. `plugin-path` prints just the path to stdout (progress goes to stderr), so it composes with `$()`.\n\n```bash\nCE_REPO=~\u002Fcode\u002Fcompound-engineering-plugin\n\nce-cli() { bun run \"$CE_REPO\u002Fsrc\u002Findex.ts\" \"$@\"; }\n\n# --- Local checkout (active development) ---\nalias cce='claude --plugin-dir $CE_REPO\u002Fplugins\u002Fcompound-engineering'\n\ncodex-ce() {\n  ce-cli install \"$CE_REPO\u002Fplugins\u002Fcompound-engineering\" --to codex \"$@\"\n}\n\n# --- Pushed branch (testing PRs, worktree workflows) ---\nccb() {\n  claude --plugin-dir \"$(ce-cli plugin-path compound-engineering --branch \"$1\")\" \"${@:2}\"\n}\n\ncodex-ceb() {\n  ce-cli install compound-engineering --to codex --branch \"$1\" \"${@:2}\"\n}\n```\n\nUsage:\n\n```bash\ncce                              # local checkout with Claude Code\ncodex-ce                         # install local checkout to Codex\nccb feat\u002Fnew-agents              # test a pushed branch with Claude Code\nccb feat\u002Fnew-agents --verbose    # extra flags forwarded to claude\ncodex-ceb feat\u002Fnew-agents        # install a pushed branch to Codex\n```\n\n---\n\n## Sync Personal Config\n\nSync your personal Claude Code config (`~\u002F.claude\u002F`) to other AI coding tools. Omit `--target` to sync to all detected supported tools automatically:\n\n```bash\n# Sync to all detected tools (default)\nbunx @every-env\u002Fcompound-plugin sync\n\n# Sync skills and MCP servers to OpenCode\nbunx @every-env\u002Fcompound-plugin sync --target opencode\n\n# Sync to Codex\nbunx @every-env\u002Fcompound-plugin sync --target codex\n\n# Sync to Pi\nbunx @every-env\u002Fcompound-plugin sync --target pi\n\n# Sync to Droid\nbunx @every-env\u002Fcompound-plugin sync --target droid\n\n# Sync to GitHub Copilot (skills + MCP servers)\nbunx @every-env\u002Fcompound-plugin sync --target copilot\n\n# Sync to Gemini (skills + MCP servers)\nbunx @every-env\u002Fcompound-plugin sync --target gemini\n\n# Sync to Windsurf\nbunx @every-env\u002Fcompound-plugin sync --target windsurf\n\n# Sync to Kiro\nbunx @every-env\u002Fcompound-plugin sync --target kiro\n\n# Sync to Qwen\nbunx @every-env\u002Fcompound-plugin sync --target qwen\n\n# Sync to OpenClaw (skills only; MCP is validation-gated)\nbunx @every-env\u002Fcompound-plugin sync --target openclaw\n\n# Sync to all detected tools\nbunx @every-env\u002Fcompound-plugin sync --target all\n```\n\nThis syncs:\n- Personal skills from `~\u002F.claude\u002Fskills\u002F` (as symlinks)\n- Personal slash commands from `~\u002F.claude\u002Fcommands\u002F` (as provider-native prompts, workflows, or converted skills where supported)\n- MCP servers from `~\u002F.claude\u002Fsettings.json`\n\nSkills are symlinked (not copied) so changes in Claude Code are reflected immediately.\n\nSupported sync targets:\n- `opencode`\n- `codex`\n- `pi`\n- `droid`\n- `copilot`\n- `gemini`\n- `windsurf`\n- `kiro`\n- `qwen`\n- `openclaw`\n\nNotes:\n- Codex sync preserves non-managed `config.toml` content and now includes remote MCP servers.\n- Command sync reuses each provider's existing Claude command conversion, so some targets receive prompts or workflows while others receive converted skills.\n- Copilot sync writes personal skills to `~\u002F.copilot\u002Fskills\u002F` and MCP config to `~\u002F.copilot\u002Fmcp-config.json`.\n- Gemini sync writes MCP config to `~\u002F.gemini\u002F` and avoids mirroring skills that Gemini already discovers from `~\u002F.agents\u002Fskills`, which prevents duplicate-skill warnings.\n- Droid, Windsurf, Kiro, and Qwen sync merge MCP servers into the provider's documented user config.\n- OpenClaw currently syncs skills only. Personal command sync is skipped because this repo does not yet have a documented user-level OpenClaw command surface, and MCP sync is skipped because the current official OpenClaw docs do not clearly document an MCP server config contract.\n\n","# 复合工程\n\n[![构建状态](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Factions\u002Fworkflows\u002Fci.yml\u002Fbadge.svg)](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Factions\u002Fworkflows\u002Fci.yml)\n[![npm](https:\u002F\u002Fimg.shields.io\u002Fnpm\u002Fv\u002F@every-env\u002Fcompound-plugin)](https:\u002F\u002Fwww.npmjs.com\u002Fpackage\u002F@every-env\u002Fcompound-plugin)\n\n一个插件市场，主打 [Compound Engineering 插件](plugins\u002Fcompound-engineering\u002FREADME.md) —— 由 AI 技能与智能体组成的工具集，旨在让每一项工程任务都比上一项更加轻松。\n\n## 理念\n\n**每一项工程工作都应该让后续的工作更轻松，而不是更困难。**\n\n传统开发往往会积累技术债务。每增加一个功能，复杂性就会提升。随着时间的推移，代码库会变得越来越难以维护。\n\n而复合工程则颠覆了这一模式。它将 80% 的时间用于规划和评审，仅 20% 用于执行：\n\n- 在编写代码之前进行充分的规划\n- 通过评审发现并解决问题，同时总结经验教训\n- 将知识体系化，以便重复利用\n- 保持高质量的代码，使未来的改动更加容易\n\n**了解更多**\n\n- [完整组件参考](plugins\u002Fcompound-engineering\u002FREADME.md) —— 所有智能体、命令和技能\n- [复合工程：Every 如何使用智能体进行编码](https:\u002F\u002Fevery.to\u002Fchain-of-thought\u002Fcompound-engineering-how-every-codes-with-agents)\n- [复合工程背后的故事](https:\u002F\u002Fevery.to\u002Fsource-code\u002Fmy-ai-had-already-fixed-the-code-before-i-saw-it)\n\n## 工作流程\n\n```\n头脑风暴 -> 计划 -> 执行 -> 评审 -> 复合 -> 循环\n    ^\n  构思（可选——当你需要创意时）\n```\n\n| 命令 | 目的 |\n|---------|---------|\n| `\u002Fce:ideate` | 通过发散式构思和对抗性筛选，发现具有高影响力的项目改进方案 |\n| `\u002Fce:brainstorm` | 在规划前探索需求和方案 |\n| `\u002Fce:plan` | 将功能想法转化为详细的实施计划 |\n| `\u002Fce:work` | 使用工作树和任务跟踪来执行计划 |\n| `\u002Fce:review` | 合并前的多智能体代码评审 |\n| `\u002Fce:compound` | 记录经验教训，以简化未来的工作 |\n\n`\u002Fce:brainstorm` 是主要入口——它通过交互式问答将想法提炼为需求计划，并在不需要仪式感时自动跳过。`\u002Fce:plan` 则可以接受来自头脑风暴的需求文档或详细的想法，并将其精炼成智能体（或人类）可以直接执行的技术计划。\n\n`\u002Fce:ideate` 使用频率较低，但可以显著提升效率——它会根据你的代码库主动提出优秀的改进建议，并可根据你的需求进行调整。\n\n每个循环都会不断累积：头脑风暴使计划更加清晰，计划反过来指导未来的计划，评审能够发现更多问题，而模式也会被记录下来。\n\n---\n\n## 安装\n\n### Claude Code\n\n```bash\n\u002Fplugin marketplace add EveryInc\u002Fcompound-engineering-plugin\n\u002Fplugin install compound-engineering\n```\n\n### Cursor\n\n```text\n\u002Fadd-plugin compound-engineering\n```\n\n### OpenCode、Codex、Droid、Pi、Gemini、Copilot、Kiro、Windsurf、OpenClaw 和 Qwen（实验性）\n\n本仓库包含一个基于 Bun\u002FTypeScript 的 CLI，可将 Claude Code 插件转换为 OpenCode、Codex、Factory Droid、Pi、Gemini CLI、GitHub Copilot、Kiro CLI、Windsurf、OpenClaw 以及 Qwen Code 格式。\n\n```bash\n# 将 compound-engineering 插件转换为 OpenCode 格式\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to opencode\n\n# 转换为 Codex 格式\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to codex\n\n# 转换为 Factory Droid 格式\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to droid\n\n# 转换为 Pi 格式\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to pi\n\n# 转换为 Gemini CLI 格式\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to gemini\n\n# 转换为 GitHub Copilot 格式\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to copilot\n\n# 转换为 Kiro CLI 格式\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to kiro\n\n# 转换为 OpenClaw 格式\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to openclaw\n\n# 转换为 Windsurf 格式（默认全局范围）\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to windsurf\n\n# 转换为 Windsurf 工作区范围\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to windsurf --scope workspace\n\n# 转换为 Qwen Code 格式\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to qwen\n\n# 自动检测已安装的工具，并全部安装\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to all\n```\n\n\u003Cdetails>\n\u003Csummary>各目标输出格式详情\u003C\u002Fsummary>\n\n| 目标 | 输出路径 | 备注 |\n|--------|------------|-------|\n| `opencode` | `~\u002F.config\u002Fopencode\u002F` | 命令以 `.md` 文件形式存在；`opencode.json` MCP 配置深度合并；覆盖前会制作备份 |\n| `codex` | `~\u002F.codex\u002Fprompts` + `~\u002F.codex\u002Fskills` | Claude 命令变为提示词与技能对；标准的 `ce:*` 工作流技能也会添加提示词包装；废弃的 `workflows:*` 别名将被省略 |\n| `droid` | `~\u002F.factory\u002F` | 工具名称映射（`Bash`->`Execute`, `Write`->`Create`）；去除命名空间前缀 |\n| `pi` | `~\u002F.pi\u002Fagent\u002F` | 提示词、技能、扩展以及用于 MCPorter 互操作性的 `mcporter.json` |\n| `gemini` | `.gemini\u002F` | 来自智能体的技能；命令以 `.toml` 文件形式存在；带命名空间的命令会变成目录（`workflows:plan` -> `commands\u002Fworkflows\u002Fplan.toml`） |\n| `copilot` | `.github\u002F` | 智能体以带有 Copilot 前言的 `.agent.md` 文件形式存在；MCP 环境变量前加 `COPILOT_MCP_` 前缀 |\n| `kiro` | `.kiro\u002F` | 智能体以 JSON 配置文件和提示词 `.md` 文件的形式存在；仅支持 stdio MCP 服务器 |\n| `openclaw` | `~\u002F.openclaw\u002Fextensions\u002F\u003Cplugin>\u002F` | 入口 TypeScript 技能文件；用于 MCP 服务器的 `openclaw-extension.json` |\n| `windsurf` | `~\u002F.codeium\u002Fwindsurf\u002F`（全局）或 `.windsurf\u002F`（工作区） | 智能体成为技能；命令变为扁平的工作流；`mcp_config.json` 被合并 |\n| `qwen` | `~\u002F.qwen\u002Fextensions\u002F\u003Cplugin>\u002F` | 智能体以 `.yaml` 文件形式存在；环境变量中的占位符会被提取为设置；嵌套命令使用冒号分隔 |\n\n所有目标平台均为实验性，随着格式的演进可能会发生变化。\n\n\u003C\u002Fdetails>\n\n---\n\n## 本地开发\n\n### 从本地克隆仓库\n\n适用于活跃开发——对插件源码的修改会立即生效。\n\n**Claude Code** —— 添加一个 shell 别名，使你的本地副本与常规插件同时加载：\n\n```bash\nalias cce='claude --plugin-dir ~\u002Fcode\u002Fcompound-engineering-plugin\u002Fplugins\u002Fcompound-engineering'\n```\n\n运行 `cce` 而不是 `claude` 来测试你的更改。你的生产环境将不受影响。\n\n**Codex 及其他目标** —— 对你的本地仓库运行 CLI：\n\n```bash\n# 从仓库根目录\nbun run src\u002Findex.ts install .\u002Fplugins\u002Fcompound-engineering --to codex\n\n# 其他目标也采用相同模式\nbun run src\u002Findex.ts install .\u002Fplugins\u002Fcompound-engineering --to opencode\n```\n\n### 来自已推送的分支\n\n在不切换检出的情况下，测试他人或自己的分支，只需从工作树中进行。使用 `--branch` 参数将分支克隆到一个确定性的缓存目录中。\n\n> **未推送的本地分支**：如果分支仅存在于本地工作树中且尚未推送，请直接将 `--plugin-dir` 指向工作树路径（例如 `claude --plugin-dir \u002Fpath\u002Fto\u002Fworktree\u002Fplugins\u002Fcompound-engineering`）。\n\n**Claude Code** — 使用 `plugin-path` 获取缓存的克隆路径：\n\n```bash\n# 从仓库根目录\nbun run src\u002Findex.ts plugin-path compound-engineering --branch feat\u002Fnew-agents\n# 输出：\n#   claude --plugin-dir ~\u002F.cache\u002Fcompound-engineering\u002Fbranches\u002Fcompound-engineering-feat~new-agents\u002Fplugins\u002Fcompound-engineering\n```\n\n缓存路径是确定性的（同一分支始终映射到同一目录）。再次运行会将检出更新为该分支上的最新提交。\n\n**Codex、OpenCode 及其他目标** — 将 `--branch` 传递给 `install`：\n\n```bash\n# 从仓库根目录\nbun run src\u002Findex.ts install compound-engineering --to codex --branch feat\u002Fnew-agents\n\n# 对任何目标都适用\nbun run src\u002Findex.ts install compound-engineering --to opencode --branch feat\u002Fnew-agents\n\n# 结合 `--also` 可用于多个目标\nbun run src\u002Findex.ts install compound-engineering --to codex --also opencode --branch feat\u002Fnew-agents\n```\n\n这两个功能都使用 `COMPOUND_PLUGIN_GITHUB_SOURCE` 环境变量来解析仓库，默认值为 `https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin`。\n\n### Shell 别名\n\n添加到 `~\u002F.zshrc` 或 `~\u002F.bashrc` 中。所有别名都使用本地 CLI，因此无需依赖 npm 发布。`plugin-path` 仅将路径输出到标准输出（进度信息输出到标准错误），因此可以与 `$()` 组合使用。\n\n```bash\nCE_REPO=~\u002Fcode\u002Fcompound-engineering-plugin\n\nce-cli() { bun run \"$CE_REPO\u002Fsrc\u002Findex.ts\" \"$@\"; }\n\n# --- 本地检出（活跃开发） ---\nalias cce='claude --plugin-dir $CE_REPO\u002Fplugins\u002Fcompound-engineering'\n\ncodex-ce() {\n  ce-cli install \"$CE_REPO\u002Fplugins\u002Fcompound-engineering\" --to codex \"$@\"\n}\n\n# --- 已推送的分支（测试 PR、工作树工作流） ---\nccb() {\n  claude --plugin-dir \"$(ce-cli plugin-path compound-engineering --branch \"$1\")\" \"${@:2}\"\n}\n\ncodex-ceb() {\n  ce-cli install compound-engineering --to codex --branch \"$1\" \"${@:2}\"\n}\n```\n\n用法：\n\n```bash\ncce                              # 使用 Claude Code 的本地检出\ncodex-ce                         # 将本地检出安装到 Codex\nccb feat\u002Fnew-agents              # 使用 Claude Code 测试已推送的分支\nccb feat\u002Fnew-agents --verbose    # 将额外的标志转发给 claude\ncodex-ceb feat\u002Fnew-agents        # 将已推送的分支安装到 Codex\n```\n\n---\n\n## 同步个人配置\n\n将您的个人 Claude Code 配置（`~\u002F.claude\u002F`）同步到其他 AI 编程工具。省略 `--target` 参数可自动同步到所有检测到的受支持工具：\n\n```bash\n# 同步到所有检测到的工具（默认）\nbunx @every-env\u002Fcompound-plugin sync\n\n# 将技能和 MCP 服务器同步到 OpenCode\nbunx @every-env\u002Fcompound-plugin sync --target opencode\n\n# 同步到 Codex\nbunx @every-env\u002Fcompound-plugin sync --target codex\n\n# 同步到 Pi\nbunx @every-env\u002Fcompound-plugin sync --target pi\n\n# 同步到 Droid\nbunx @every-env\u002Fcompound-plugin sync --target droid\n\n# 同步到 GitHub Copilot（技能 + MCP 服务器）\nbunx @every-env\u002Fcompound-plugin sync --target copilot\n\n# 同步到 Gemini（技能 + MCP 服务器）\nbunx @every-env\u002Fcompound-plugin sync --target gemini\n\n# 同步到 Windsurf\nbunx @every-env\u002Fcompound-plugin sync --target windsurf\n\n# 同步到 Kiro\nbunx @every-env\u002Fcompound-plugin sync --target kiro\n\n# 同步到 Qwen\nbunx @every-env\u002Fcompound-plugin sync --target qwen\n\n# 同步到 OpenClaw（仅同步技能；MCP 受验证限制）\nbunx @every-env\u002Fcompound-plugin sync --target openclaw\n\n# 同步到所有检测到的工具\nbunx @every-env\u002Fcompound-plugin sync --target all\n```\n\n此操作会同步：\n- 个人技能，位于 `~\u002F.claude\u002Fskills\u002F`（以符号链接形式）\n- 个人斜杠命令，位于 `~\u002F.claude\u002Fcommands\u002F`（作为提供商原生的提示、工作流，或在支持的情况下转换为技能）\n- MCP 服务器，位于 `~\u002F.claude\u002Fsettings.json`\n\n技能以符号链接形式同步（而非复制），因此在 Claude Code 中的更改会立即反映出来。\n\n支持的同步目标包括：\n- `opencode`\n- `codex`\n- `pi`\n- `droid`\n- `copilot`\n- `gemini`\n- `windsurf`\n- `kiro`\n- `qwen`\n- `openclaw`\n\n注意事项：\n- Codex 同步会保留非托管的 `config.toml` 内容，并且现在还包括远程 MCP 服务器。\n- 命令同步会复用各提供商现有的 Claude 命令转换，因此某些目标会收到提示或工作流，而另一些目标则会收到转换后的技能。\n- Copilot 同步会将个人技能写入 `~\u002F.copilot\u002Fskills\u002F`，并将 MCP 配置写入 `~\u002F.copilot\u002Fmcp-config.json`。\n- Gemini 同步会将 MCP 配置写入 `~\u002F.gemini\u002F`，并避免镜像 Gemini 已经从 `~\u002F.agents\u002Fskills` 中发现的技能，从而防止出现重复技能警告。\n- Droid、Windsurf、Kiro 和 Qwen 同步会将 MCP 服务器合并到提供商文档中记录的用户配置中。\n- OpenClaw 目前仅同步技能。由于该仓库尚未记录明确的用户级 OpenClaw 命令界面，因此跳过个人命令同步；同时，由于当前官方 OpenClaw 文档并未清晰定义 MCP 服务器配置规范，因此也跳过 MCP 同步。","# Compound Engineering Plugin 快速上手指南\n\nCompound Engineering 是一款旨在通过 AI 智能体（Agents）和技能（Skills）让工程工作“越做越简单”的插件。它颠覆了传统开发中技术债务累积的模式，强调在规划和审查阶段投入更多精力，将知识固化以便复用，从而确保代码库质量随时间推移而提升。\n\n## 环境准备\n\n*   **系统要求**：支持 macOS、Linux 或 Windows (WSL)。\n*   **前置依赖**：\n    *   已安装 **Node.js** (推荐 v18+) 和 **Bun** (用于运行转换 CLI)。\n    *   已安装以下任一 AI 编程工具：\n        *   **Claude Code** (首选，原生支持)\n        *   **Cursor**\n        *   或其他支持插件的工具 (OpenCode, Codex, GitHub Copilot, Windsurf, Qwen Code 等，需通过 CLI 转换安装)。\n\n## 安装步骤\n\n根据你的开发工具选择对应的安装方式：\n\n### 1. Claude Code (原生支持)\n\n直接在 Claude Code 中运行以下命令添加并安装插件：\n\n```bash\n\u002Fplugin marketplace add EveryInc\u002Fcompound-engineering-plugin\n\u002Fplugin install compound-engineering\n```\n\n### 2. Cursor\n\n在 Cursor 的聊天窗口或命令面板中输入：\n\n```text\n\u002Fadd-plugin compound-engineering\n```\n\n### 3. 其他工具 (OpenCode, Copilot, Windsurf, Qwen 等)\n\n对于其他编辑器，需要使用提供的 Bun CLI 将插件转换为对应格式。请确保已安装 `bun`。\n\n**自动检测并安装到所有支持的工具：**\n\n```bash\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to all\n```\n\n**指定安装到特定工具（示例）：**\n\n```bash\n# 安装到 GitHub Copilot\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to copilot\n\n# 安装到 Windsurf (工作区范围)\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to windsurf --scope workspace\n\n# 安装到 Qwen Code\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to qwen\n\n# 安装到 OpenCode\nbunx @every-env\u002Fcompound-plugin install compound-engineering --to opencode\n```\n\n> **注意**：非 Claude Code 平台的安装功能目前处于实验阶段，格式可能会随平台更新而变化。\n\n## 基本使用\n\n安装完成后，插件的核心工作流遵循 `Brainstorm -> Plan -> Work -> Review -> Compound` 循环。\n\n### 核心命令速查\n\n| 命令 | 用途 |\n| :--- | :--- |\n| `\u002Fce:brainstorm` | **(入口)** 探索需求和方案，通过互动问答将想法转化为需求计划。若无需复杂流程会自动跳过。 |\n| `\u002Fce:plan` | 将需求文档或详细想法转化为可供 AI 或人类执行的技术实施计划。 |\n| `\u002Fce:work` | 执行计划，包含工作树 (worktrees) 管理和任务追踪。 |\n| `\u002Fce:review` | 在合并代码前进行多智能体代码审查。 |\n| `\u002Fce:compound` | 记录本次开发的经验教训，固化知识以降低未来工作难度。 |\n| `\u002Fce:ideate` | (可选) 主动发现代码库中高影响力的改进点。 |\n\n### 最简单的使用示例\n\n假设你有一个新功能想法，想要开始开发：\n\n1.  **启动构思与规划**\n    在对话框中输入：\n    ```text\n    \u002Fce:brainstorm 我想添加一个用户导出功能，支持 CSV 和 JSON 格式\n    ```\n    AI 会与你互动，澄清需求，并生成一份详细的需求计划。\n\n2.  **生成技术方案**\n    当需求明确后（或者你已有明确想法），输入：\n    ```text\n    \u002Fce:plan\n    ```\n    AI 将基于上一步的输出或你的描述，生成具体的技术实施步骤。\n\n3.  **执行开发**\n    确认计划无误后，输入：\n    ```text\n    \u002Fce:work\n    ```\n    AI 将开始编写代码、创建文件并执行任务。\n\n4.  **审查与沉淀**\n    开发完成后，先进行审查：\n    ```text\n    \u002Fce:review\n    ```\n    最后，记录本次开发的收获以便未来复用：\n    ```text\n    \u002Fce:compound\n    ```\n\n通过不断重复此循环，你的项目知识库将越来越丰富，后续的开发效率也会显著提升。","某初创团队的后端工程师正在为一个高并发的电商系统重构订单模块，需要在极短时间内完成需求分析、代码实现与高质量交付。\n\n### 没有 compound-engineering-plugin 时\n- **盲目编码导致返工**：开发者往往跳过深入规划直接写代码，结果因需求理解偏差或架构设计缺陷，在后期不得不大规模重构。\n- **技术债务快速累积**：每次功能迭代都让代码库变得更复杂，缺乏系统的知识沉淀，新人上手困难，老员工维护成本极高。\n- **代码审查流于形式**：人工 Review 容易遗漏边缘情况，且缺乏标准化的多代理协作机制，导致线上故障频发。\n- **经验无法复用**：解决过的难题没有形成文档或模式，团队反复在同一个坑里跌倒，工程效率随时间推移不升反降。\n\n### 使用 compound-engineering-plugin 后\n- **规划先行减少返工**：通过 `\u002Fce:brainstorm` 和 `\u002Fce:plan` 命令，AI 助手先引导团队厘清需求并生成详细技术方案，确保“想清楚再动手”，大幅降低逻辑错误。\n- **工程难度逐次递减**：遵循“复合工程”理念，利用 `\u002Fce:compound` 将每次迭代的经验固化为可复用知识，使得后续开发单元比前一个更简单高效。\n- **多维自动代码审查**：执行 `\u002Fce:review` 触发多代理协同审查，能在合并前精准捕捉潜在并发问题和边界漏洞，显著提升代码健壮性。\n- **知识资产持续增值**：所有学到的技巧和避坑指南被自动记录并融入工作流，团队成员能随时调用历史智慧，避免重复造轮子。\n\ncompound-engineering-plugin 通过将“规划 - 执行 - 复盘”闭环自动化，彻底扭转了传统开发中技术债务累积的趋势，让每一次工程投入都成为未来效率的加速器。","https:\u002F\u002Foss.gittoolsai.com\u002Fimages\u002FEveryInc_compound-engineering-plugin_5efcb47c.png","EveryInc","Every","https:\u002F\u002Foss.gittoolsai.com\u002Favatars\u002FEveryInc_1ea1ced5.png","The only subscription you need to stay at the edge of AI.",null,"hello@every.to","https:\u002F\u002Fevery.to","https:\u002F\u002Fgithub.com\u002FEveryInc",[85,89,93,97,101],{"name":86,"color":87,"percentage":88},"TypeScript","#3178c6",79.7,{"name":90,"color":91,"percentage":92},"JavaScript","#f1e05a",7.2,{"name":94,"color":95,"percentage":96},"Python","#3572A5",6.1,{"name":98,"color":99,"percentage":100},"Shell","#89e051",4.4,{"name":102,"color":103,"percentage":104},"Ruby","#701516",2.7,12981,997,"2026-04-05T07:09:06","MIT","未说明",{"notes":111,"python":109,"dependencies":112},"该工具是一个用于多种 AI 编程助手（如 Claude Code, Cursor, Codex 等）的插件市场及转换工具，并非独立的深度学习模型。运行环境主要依赖 Bun (JavaScript\u002FTypeScript 运行时) 而非 Python 或 GPU。安装和使用主要通过命令行工具 (CLI) 进行，支持将插件格式转换为不同编辑器的配置。",[113,86,114],"Bun","@every-env\u002Fcompound-plugin",[15,45],[117,118],"compound","engineering","2026-03-27T02:49:30.150509","2026-04-06T06:44:37.014666",[],[123,128,133,138,143,148,153,157,162,167,172,176,181,185,190,195,200,205,210,215],{"id":124,"version":125,"summary_zh":126,"released_at":127},99083,"compound-engineering-v2.62.0","## [2.62.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.61.0...compound-engineering-v2.62.0) (2026-04-03)\n\n\n### 功能特性\n\n* **ce-plan:** 通过提取条件引用减少 token 使用量 ([#489](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F489)) ([fd562a0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Ffd562a0d0255d203d40fd53bb10d03a284a3c0e5))\n* **git-commit-push-pr:** 预解析上下文以减少 bash 调用 ([#488](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F488)) ([bbd4f6d](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fbbd4f6de56963fc3cdb3131773d7e29d523ce549))\n\n\n### 错误修复\n\n* **agents:** 移除导致递归自我调用的自引用示例块 ([#496](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F496)) ([2c90aeb](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F2c90aebe3b14af996859df7d0c3a45a8f060d9a9))\n* **ce-compound:** 实现基于栈的评审人路由，并移除幽灵代理 ([#497](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F497)) ([1fc075d](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F1fc075d4cae199904464d43096d01111c365d02d))\n* **git-commit-push-pr:** 从 PR 描述中过滤掉 fix-up 提交 ([#484](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F484)) ([428f4fd](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F428f4fd548926b104a0ee617b02f9ce8b8e8d5e5))\n* **mcp:** 移除捆绑的 context7 MCP 服务器 ([#486](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F486)) ([afdd9d4](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fafdd9d44651f834b1eed0b20e401ffbef5c8cd41))\n* **resolve-pr-feedback:** 将 PR 评论文本视为不可信输入 ([#490](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F490)) ([1847242](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F184724276a54dfc5b5fbe01f07e381b9163e8f24))","2026-04-04T03:18:13",{"id":129,"version":130,"summary_zh":131,"released_at":132},99084,"cli-v2.62.0","## [2.62.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcli-v2.61.0...cli-v2.62.0) (2026-04-03)\n\n\n### 功能特性\n\n* **ce-plan:** 通过提取条件引用减少 token 使用量 ([#489](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F489)) ([fd562a0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Ffd562a0d0255d203d40fd53bb10d03a284a3c0e5))\n\n\n### Bug 修复\n\n* **converters:** OpenCode 子代理模型及 FQ 代理名称解析 ([#483](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F483)) ([577db53](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F577db53a2d2e237e900ef2079817cfe63df2d725))\n* **converters:** 移除 Copilot 代理 frontmatter 中无效的 tools\u002Finfer 配置 ([#493](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F493)) ([6dcb4a3](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F6dcb4a3c553c94e95cb15b5af59aeb6693e6fd61))\n* **mcp:** 移除捆绑的 context7 MCP 服务器 ([#486](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F486)) ([afdd9d4](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fafdd9d44651f834b1eed0b20e401ffbef5c8cd41))","2026-04-04T03:18:12",{"id":134,"version":135,"summary_zh":136,"released_at":137},99085,"compound-engineering-v2.61.0","## [2.61.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.60.0...compound-engineering-v2.61.0) (2026-04-01)\n\n\n### 功能特性\n\n* **cli-readiness-reviewer:** 为 CLI 代理就绪状态添加条件性评审角色 ([#471](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F471)) ([c56c766](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fc56c7667dfe45cfd149cf2fbfeddb35e96f8d559))\n* **product-lens-reviewer:** 实现领域无关的激活条件与战略影响分析 ([#481](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F481)) ([804d78f](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F804d78fc8463be8101719b263d1f5ef0480755a6))\n* **resolve-pr-feedback:** 添加跨调用聚类分析 ([#480](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F480)) ([7b8265b](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F7b8265bd81410b28a4160657a7c6ac0d7f1f1cb2))\n\n\n### 错误修复\n\n* **ce-plan, ce-brainstorm:** 在生成的文档中强制使用仓库相对路径 ([#473](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F473)) ([33a8d9d](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F33a8d9dc118a53a35cd15e0e6e44b3592f58ac4f))","2026-04-01T20:43:32",{"id":139,"version":140,"summary_zh":141,"released_at":142},99086,"cli-v2.61.0","## [2.61.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcli-v2.60.0...cli-v2.61.0) (2026-04-01)\n\n\n### 功能特性\n\n* **发布:** 记录关联版本策略 ([#482](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F482)) ([96345ac](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F96345acf217333726af0dcfdaa24058a149365bb))\n* **技能设计:** 记录技能文件隔离及平台变量约束 ([#469](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F469)) ([0294652](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F0294652395cb62d5569f73ebfea543cfe8b514d6))\n\n\n### 错误修复\n\n* **转换器:** 写入 MCP 服务器时保留用户配置 ([#479](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F479)) ([c65a698](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fc65a698d932d02e5fb4a948db4d000e21ed6ba4f))","2026-04-01T20:43:31",{"id":144,"version":145,"summary_zh":146,"released_at":147},99097,"cli-v2.57.1","## [2.57.1](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcli-v2.57.0...cli-v2.57.1) (2026-03-28)\n\n\n### Bug Fixes\n\n* **onboarding:** resolve section count contradiction with skip rule ([#421](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F421)) ([d2436e7](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fd2436e7c933129784c67799a5b9555bccce2e46d))","2026-03-28T07:52:41",{"id":149,"version":150,"summary_zh":151,"released_at":152},99098,"compound-engineering-v2.56.0","## [2.56.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.55.0...compound-engineering-v2.56.0) (2026-03-28)\n\n\n### Features\n\n* **ce-plan:** add decision matrix form, unchanged invariants, and risk table format ([#417](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F417)) ([ccb371e](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fccb371e0b7917420f5ca2c58433f5fc057211f04))\n\n\n### Bug Fixes\n\n* **cli-agent-readiness-reviewer:** remove top-5 cap on improvements ([#419](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F419)) ([16eb8b6](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F16eb8b660790f8de820d0fba709316c7270703c1))\n* **document-review:** enforce interactive questions and fix autofix classification ([#415](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F415)) ([d447296](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fd44729603da0c73d4959c372fac0198125a39c60))","2026-03-28T02:56:37",{"id":154,"version":155,"summary_zh":156,"released_at":152},99099,"cli-v2.57.0","## [2.57.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcli-v2.56.0...cli-v2.57.0) (2026-03-28)\n\n\n### Features\n\n* **ce-plan:** add decision matrix form, unchanged invariants, and risk table format ([#417](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F417)) ([ccb371e](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fccb371e0b7917420f5ca2c58433f5fc057211f04))\n\n\n### Bug Fixes\n\n* **cli-agent-readiness-reviewer:** remove top-5 cap on improvements ([#419](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F419)) ([16eb8b6](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F16eb8b660790f8de820d0fba709316c7270703c1))\n* **document-review:** enforce interactive questions and fix autofix classification ([#415](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F415)) ([d447296](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fd44729603da0c73d4959c372fac0198125a39c60))",{"id":158,"version":159,"summary_zh":160,"released_at":161},99087,"compound-engineering-v2.60.0","## [2.60.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.59.0...compound-engineering-v2.60.0) (2026-03-31)\n\n\n### 功能特性\n\n* **ce-brainstorm:** 在需求文档中添加条件性视觉辅助工具（[#437](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F437)）（[bd02ca7](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fbd02ca7df04cf2c1c6301de3774e99d283d3d3ca)）\n* **ce-compound:** 在指令文件中为 docs\u002Fsolutions\u002F 添加可发现性检查（[#456](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F456)）（[5ac8a2c](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F5ac8a2c2c8c258458307e476d6693cc387deb27e)）\n* **ce-compound:** 为 Bug 和知识型学习添加基于轨迹的模式（[#445](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F445)）（[739109c](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F739109c03ccd45474331625f35730924d17f63ef)）\n* **ce-plan:** 在计划文档中添加条件性视觉辅助工具（[#440](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F440)）（[4c7f51f](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F4c7f51f35bae56dd9c9dc2653372910c39b8b504)）\n* **ce-plan:** 为按需强化计划添加交互式深化模式（[#443](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F443)）（[ca78057](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fca78057241ec64f36c562e3720a388420bdb347f)）\n* **ce-review:** 强制使用表格格式，要求使用问题工具，并修复 autofix_class 校准问题（[#454](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F454)）（[847ce3f](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F847ce3f156a5cdf75667d9802e95d68e6b3c53a4)）\n* **ce-review:** 通过置信度量表、误报抑制和意图验证来提升信号噪声比（[#434](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F434)）（[03f5aa6](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F03f5aa65b098e2ab8e25670594e0f554ea3cafbe)）\n* **ce-work:** 当工作树名称无意义时，建议重命名分支（[#451](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F451)）（[e872e15](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fe872e15efa5514dcfea84a1a9e276bad3290cbc3)）\n* **cli-agent-readiness-reviewer:** 添加智能输出默认标准（[#448](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F448)）（[a01a8aa](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fa01a8aa0d29474c031a5b403f4f9bfc42a23ad78)）\n* **git-commit-push-pr:** 在 PR 描述中添加条件性视觉辅助工具（[#444](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F444)）（[44e3e77](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F44e3e77dc039d31a86194b0254e4e92839d9d5e9)）\n* **git-commit-push-pr:** 通过技能预处理提前计算 Shield 徽章版本（[#464](https:\u002F\u002Fgithub.co","2026-03-31T07:55:06",{"id":163,"version":164,"summary_zh":165,"released_at":166},99088,"cli-v2.60.0","## [2.60.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcli-v2.59.0...cli-v2.60.0) (2026-03-31)\n\n\n### 功能特性\n\n* **ce-brainstorm:** 在需求文档中添加条件性视觉辅助工具（[#437](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F437)）（[bd02ca7](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fbd02ca7df04cf2c1c6301de3774e99d283d3d3ca)）\n* **ce-compound:** 在指令文件中为 docs\u002Fsolutions\u002F 添加可发现性检查（[#456](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F456)）（[5ac8a2c](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F5ac8a2c2c8c258458307e476d6693cc387deb27e)）\n* **ce-compound:** 为 Bug 和知识型学习新增基于轨迹的模式定义（[#445](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F445)）（[739109c](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F739109c03ccd45474331625f35730924d17f63ef)）\n* **ce-plan:** 在计划文档中添加条件性视觉辅助工具（[#440](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F440)）（[4c7f51f](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F4c7f51f35bae56dd9c9dc2653372910c39b8b504)）\n* **ce-plan:** 为按需强化计划新增交互式深化模式（[#443](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F443)）（[ca78057](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fca78057241ec64f36c562e3720a388420bdb347f)）\n* **ce-review:** 强制使用表格格式，要求使用问题工具，并修复 autofix_class 校准问题（[#454](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F454)）（[847ce3f](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F847ce3f156a5cdf75667d9802e95d68e6b3c53a4)）\n* **ce-review:** 通过置信度评分标准、假阳性抑制以及意图验证来提升信号与噪声比（[#434](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F434)）（[03f5aa6](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F03f5aa65b098e2ab8e25670594e0f554ea3cafbe)）\n* **ce-work:** 当工作树名称无意义时，建议重命名分支（[#451](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F451)）（[e872e15](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fe872e15efa5514dcfea84a1a9e276bad3290cbc3)）\n* **cli-agent-readiness-reviewer:** 新增智能输出默认标准（[#448](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F448)）（[a01a8aa](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fa01a8aa0d29474c031a5b403f4f9bfc42a23ad78)）\n* **converters:** 将各目标端的模型字段归一化操作集中管理（[#442](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F442)）（[f93d10c](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Ff93d10cf60a61b13c7765198d69f7c4cfa268ed6)）\n* **git-commit-push-pr:** 在 PR 描述中添加条件性视觉辅助工具（[#444](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F","2026-03-31T07:55:05",{"id":168,"version":169,"summary_zh":170,"released_at":171},99089,"compound-engineering-v2.59.0","## [2.59.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.58.1...compound-engineering-v2.59.0)（2026-03-29）\n\n\n### 功能特性\n\n* **ce-review：** 为程序化调用者添加无头模式（[#430](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F430)）（[3706a97](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F3706a9764b6e73b7a155771956646ddef73f04a5)）\n* **ce-work：** 接受裸体提示并添加测试发现功能（[#423](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F423)）（[6dabae6](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F6dabae6683fb2c37dc47616f172835eacc105d11)）\n* **document-review：** 将 batch_confirm 层级合并到 auto 中（[#432](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F432)）（[0f5715d](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F0f5715d562fffc626ddfde7bd0e1652143710a44)）\n* **review：** 使评审在所有流水线技能中成为必选项（[#433](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F433)）（[9caaf07](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F9caaf071d9b74fd938567542167768f6cdb7a56f)）","2026-03-29T06:29:10",{"id":173,"version":174,"summary_zh":175,"released_at":171},99090,"cli-v2.59.0","## [2.59.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcli-v2.58.1...cli-v2.59.0) (2026-03-29)\n\n\n### 功能特性\n\n* **ce-review:** 为程序化调用者添加无头模式 ([#430](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F430)) ([3706a97](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F3706a9764b6e73b7a155771956646ddef73f04a5))\n* **ce-work:** 接受简化的提示，并添加测试发现功能 ([#423](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F423)) ([6dabae6](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F6dabae6683fb2c37dc47616f172835eacc105d11))\n* **document-review:** 将 batch_confirm 层级合并到 auto 中 ([#432](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F432)) ([0f5715d](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F0f5715d562fffc626ddfde7bd0e1652143710a44))\n* **review:** 在整个流水线技能中使评审成为必选项 ([#433](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F433)) ([9caaf07](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F9caaf071d9b74fd938567542167768f6cdb7a56f))",{"id":177,"version":178,"summary_zh":179,"released_at":180},99091,"compound-engineering-v2.58.1","## [2.58.1](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.58.0...compound-engineering-v2.58.1) (2026-03-28)\n\n\n### 杂项事务\n\n* **compound-engineering:** 同步 compound-engineering 版本","2026-03-28T20:16:29",{"id":182,"version":183,"summary_zh":184,"released_at":180},99092,"cli-v2.58.1","## [2.58.1](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcli-v2.58.0...cli-v2.58.1)（2026-03-28）\n\n\n### Bug 修复\n\n* **release:** 使 CLI 和 Compound Engineering 的版本与 linked-versions 插件保持一致 ([0bd29c7](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F0bd29c7f2e930fc1198cc7ae833394bfabd47c40))",{"id":186,"version":187,"summary_zh":188,"released_at":189},99093,"compound-engineering-v2.58.0","## [2.58.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.57.0...compound-engineering-v2.58.0) (2026-03-28)\n\n### Chore\n\n* Align compound-engineering version with cli (linked-versions plugin added)","2026-03-28T20:15:10",{"id":191,"version":192,"summary_zh":193,"released_at":194},99094,"compound-engineering-v2.57.0","## [2.57.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.56.1...compound-engineering-v2.57.0) (2026-03-28)\n\n### Features\n\n* **document-review:** add headless mode for programmatic callers ([#425](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F425))","2026-03-28T20:08:50",{"id":196,"version":197,"summary_zh":198,"released_at":199},99095,"cli-v2.58.0","## [2.58.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcli-v2.57.1...cli-v2.58.0) (2026-03-28)\n\n### Features\n\n* **document-review:** add headless mode for programmatic callers ([#425](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F425))","2026-03-28T20:08:45",{"id":201,"version":202,"summary_zh":203,"released_at":204},99096,"compound-engineering-v2.56.1","## [2.56.1](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.56.0...compound-engineering-v2.56.1) (2026-03-28)\n\n\n### Bug Fixes\n\n* **onboarding:** resolve section count contradiction with skip rule ([#421](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F421)) ([d2436e7](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fd2436e7c933129784c67799a5b9555bccce2e46d))","2026-03-28T07:52:42",{"id":206,"version":207,"summary_zh":208,"released_at":209},99100,"compound-engineering-v2.55.0","## [2.55.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.54.1...compound-engineering-v2.55.0) (2026-03-27)\n\n\n### Features\n\n* add adversarial review agents for code and documents ([#403](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F403)) ([5e6cd5c](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F5e6cd5c90950588fb9b0bc3a5cbecba2a1387080))\n* add CLI agent-readiness reviewer and principles guide ([#391](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F391)) ([13aa3fa](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F13aa3fa8465dce6c037e1bb8982a2edad13f199a))\n* add project-standards-reviewer as always-on ce:review persona ([#402](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F402)) ([b30288c](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fb30288c44e500013afe30b34f744af57cae117db))\n* **ce-brainstorm:** group requirements by logical concern, tighten autofix classification ([#412](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F412)) ([90684c4](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F90684c4e8272b41c098ef2452c40d86d460ea578))\n* **ce-plan:** strengthen test scenario guidance across plan and work skills ([#410](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F410)) ([615ec5d](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F615ec5d3feb14785530bbfe2b4a50afe29ccbc47))\n* **ce-review:** add base: and plan: arguments, extract scope detection ([#405](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F405)) ([914f9b0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F914f9b0d9822786d9ba6dc2307a543ae5a25c6e9))\n* **document-review:** smarter autofix, batch-confirm, and error\u002Fomission classification ([#401](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F401)) ([0863cfa](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F0863cfa4cbebcd121b0757abf374e5095d42f989))\n* **onboarding:** add consumer perspective and split architecture diagrams ([#413](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F413)) ([31326a5](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F31326a54584a12c473944fa488bea26410fd6fce))\n\n\n### Bug Fixes\n\n* add strict YAML validation for plugin frontmatter ([#399](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F399)) ([0877b69](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F0877b693ced341cec699ea959dc39f8bd78f33ef))\n* consolidate compound-docs into ce-compound skill ([#390](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F390)) ([daddb7d](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fdaddb7d72f280a3bd9645c54d091844c198a324d))\n* document SwiftUI Text link tap limitation in test-xcode skill ([#400](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F400)) ([6ddaec3](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F6ddaec3b6ed5b6a91aeaddadff3960714ef10dc1))\n* harden git workflow skills with better state handling ([#406](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F406)) ([f83305e](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Ff83305e22af09c37f452cf723c1b08bb0e7c8bdf))\n* improve agent-native-reviewer with triage, prioritization, and stack-aware search ([#387](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F387)) ([e792166](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fe7921660ad42db8e9af56ec36f36ce8d1af13238))\n* replace broken markdown link refs in skills ([#392](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F392)) ([506ad01](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F506ad01b4f056b0d8d0d440bfb7821f050aba156))","2026-03-27T23:38:02",{"id":211,"version":212,"summary_zh":213,"released_at":214},99101,"cli-v2.56.0","## [2.56.0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcli-v2.55.0...cli-v2.56.0) (2026-03-27)\n\n\n### Features\n\n* add adversarial review agents for code and documents ([#403](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F403)) ([5e6cd5c](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F5e6cd5c90950588fb9b0bc3a5cbecba2a1387080))\n* add CLI agent-readiness reviewer and principles guide ([#391](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F391)) ([13aa3fa](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F13aa3fa8465dce6c037e1bb8982a2edad13f199a))\n* add project-standards-reviewer as always-on ce:review persona ([#402](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F402)) ([b30288c](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fb30288c44e500013afe30b34f744af57cae117db))\n* **ce-brainstorm:** group requirements by logical concern, tighten autofix classification ([#412](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F412)) ([90684c4](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F90684c4e8272b41c098ef2452c40d86d460ea578))\n* **ce-plan:** strengthen test scenario guidance across plan and work skills ([#410](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F410)) ([615ec5d](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F615ec5d3feb14785530bbfe2b4a50afe29ccbc47))\n* **ce-review:** add base: and plan: arguments, extract scope detection ([#405](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F405)) ([914f9b0](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F914f9b0d9822786d9ba6dc2307a543ae5a25c6e9))\n* **document-review:** smarter autofix, batch-confirm, and error\u002Fomission classification ([#401](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F401)) ([0863cfa](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F0863cfa4cbebcd121b0757abf374e5095d42f989))\n* **onboarding:** add consumer perspective and split architecture diagrams ([#413](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F413)) ([31326a5](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F31326a54584a12c473944fa488bea26410fd6fce))\n\n\n### Bug Fixes\n\n* add strict YAML validation for plugin frontmatter ([#399](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F399)) ([0877b69](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F0877b693ced341cec699ea959dc39f8bd78f33ef))\n* clarify commit prefix selection for markdown product code ([#407](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F407)) ([4a60ee2](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F4a60ee23b77c942111f3935d325ca5c80424ceb2))\n* consolidate compound-docs into ce-compound skill ([#390](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F390)) ([daddb7d](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fdaddb7d72f280a3bd9645c54d091844c198a324d))\n* consolidate local dev README and fix shell aliases ([#396](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F396)) ([1bd63c2](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F1bd63c2c8931b63bcafe960ea6353372ea85512a))\n* document SwiftUI Text link tap limitation in test-xcode skill ([#400](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F400)) ([6ddaec3](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F6ddaec3b6ed5b6a91aeaddadff3960714ef10dc1))\n* harden git workflow skills with better state handling ([#406](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F406)) ([f83305e](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Ff83305e22af09c37f452cf723c1b08bb0e7c8bdf))\n* improve agent-native-reviewer with triage, prioritization, and stack-aware search ([#387](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F387)) ([e792166](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fe7921660ad42db8e9af56ec36f36ce8d1af13238))\n* replace broken markdown link refs in skills ([#392](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F392)) ([506ad01](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F506ad01b4f056b0d8d0d440bfb7821f050aba156))\n* sanitize colons in skill\u002Fagent names for Windows path compatibility ([#398](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F398)) ([b25480a](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002Fb25480af9eb1e69efa2fe30a8e7048f4c6aaa53c))","2026-03-27T23:38:01",{"id":216,"version":217,"summary_zh":218,"released_at":219},99102,"compound-engineering-v2.54.1","## [2.54.1](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcompare\u002Fcompound-engineering-v2.54.0...compound-engineering-v2.54.1) (2026-03-26)\n\n\n### Bug Fixes\n\n* prevent orphaned opening paragraphs in PR descriptions ([#393](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fissues\u002F393)) ([4b44a94](https:\u002F\u002Fgithub.com\u002FEveryInc\u002Fcompound-engineering-plugin\u002Fcommit\u002F4b44a94e23c8621771b8813caebce78060a61611))","2026-03-26T18:21:49"]