PR Babysitter
openinterpreter/openinterpreter
Watches an open GitHub pull request until it merges, handling review comments, diagnosing CI failures and retrying flaky checks along the way.
探索代码库以发现架构改进机会，重点让代码库更容易测试：通过“加深浅模块（deepening shallow modules）”的方式重构模块结构。适用于用户想改善架构、寻找可重构机会、整合强耦合模块、或让代码库更便于 AI 导航与理解。
MITAuto-check passed
Install Improve Codebase Architecture
$ npx skills add ProgrammerAnthony/Anything-Extract --skill improve-codebase-architecture -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ProgrammerAnthony/Anything-Extract improve-codebase-architecture --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ProgrammerAnthony/Anything-Extract.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/improve-codebase-architecture .claude/skills/improve-codebase-architecture && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "improve-codebase-architecture" agent skill from https://github.com/ProgrammerAnthony/Anything-Extract/tree/master/.agents/skills/improve-codebase-architecture into .claude/skills/improve-codebase-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-codebase-architecture", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ProgrammerAnthony/Anything-Extract/tree/master/.agents/skills/improve-codebase-architectureType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ProgrammerAnthony/Anything-Extract --skill improve-codebase-architecture -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ProgrammerAnthony/Anything-Extract improve-codebase-architecture --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ProgrammerAnthony/Anything-Extract.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.agents/skills/improve-codebase-architecture .agents/skills/improve-codebase-architecture && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "improve-codebase-architecture" agent skill from https://github.com/ProgrammerAnthony/Anything-Extract/tree/master/.agents/skills/improve-codebase-architecture into .agents/skills/improve-codebase-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-codebase-architecture", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ProgrammerAnthony/Anything-Extract --skill improve-codebase-architecture -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ProgrammerAnthony/Anything-Extract improve-codebase-architecture --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ProgrammerAnthony/Anything-Extract.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.agents/skills/improve-codebase-architecture .cursor/skills/improve-codebase-architecture && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "improve-codebase-architecture" agent skill from https://github.com/ProgrammerAnthony/Anything-Extract/tree/master/.agents/skills/improve-codebase-architecture into .cursor/skills/improve-codebase-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-codebase-architecture", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ProgrammerAnthony/Anything-Extract.git --path .agents/skills/improve-codebase-architecture--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ProgrammerAnthony/Anything-Extract --skill improve-codebase-architecture -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ProgrammerAnthony/Anything-Extract improve-codebase-architecture --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ProgrammerAnthony/Anything-Extract.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.agents/skills/improve-codebase-architecture .gemini/skills/improve-codebase-architecture && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "improve-codebase-architecture" agent skill from https://github.com/ProgrammerAnthony/Anything-Extract/tree/master/.agents/skills/improve-codebase-architecture into .gemini/skills/improve-codebase-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-codebase-architecture", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ProgrammerAnthony/Anything-Extract improve-codebase-architectureInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ProgrammerAnthony/Anything-Extract --skill improve-codebase-architecture -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ProgrammerAnthony/Anything-Extract.git skills-src && mkdir -p .github/skills && cp -r skills-src/.agents/skills/improve-codebase-architecture .github/skills/improve-codebase-architecture && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "improve-codebase-architecture" agent skill from https://github.com/ProgrammerAnthony/Anything-Extract/tree/master/.agents/skills/improve-codebase-architecture into .github/skills/improve-codebase-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-codebase-architecture", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ProgrammerAnthony/Anything-Extract --skill improve-codebase-architecture -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ProgrammerAnthony/Anything-Extract improve-codebase-architecture --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ProgrammerAnthony/Anything-Extract.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.agents/skills/improve-codebase-architecture .opencode/skills/improve-codebase-architecture && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "improve-codebase-architecture" agent skill from https://github.com/ProgrammerAnthony/Anything-Extract/tree/master/.agents/skills/improve-codebase-architecture into .opencode/skills/improve-codebase-architecture/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "improve-codebase-architecture", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
improve-codebase-architecture- GitHub stars
- 139
- Token cost
- ~535 tokens
- SKILL.md length
- 134 words
- Files
- 2
- Skills in repo
- 13
- Repo updated
- First seen
- Licence
- MIT
At a glance
探索代码库以发现架构改进机会，重点让代码库更容易测试：通过“加深浅模块（deepening shallow modules）”的方式重构模块结构。适用于用户想改善架构、寻找可重构机会、整合强耦合模块、或让代码库更便于 AI 导航与理解。
- Works in 7 steps: 探索代码库 → 给出候选项 → 用户选择候选项 → …
- Calls gh
What it does
Improve Codebase Architecture is an agent skill from ProgrammerAnthony/Anything-Extract. 探索代码库以发现架构改进机会，重点让代码库更容易测试：通过“加深浅模块（deepening shallow modules）”的方式重构模块结构。适用于用户想改善架构、寻找可重构机会、整合强耦合模块、或让代码库更便于 AI 导航与理解。
Its SKILL.md is about 540 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `REFERENCE.md`).
It works with GitHub. The repository describes itself as: 高效文档识别&知识库&本地启动，前后端；整合QAnything、dify等思想和源码，快速批量可靠提取文档关键信息并导出. The licence is MIT.
Example prompts
- “加深浅模块（deepening shallow modules）”
- “/improve-codebase-architecture”
Workflow steps
7 steps, taken from the step headings in SKILL.md.
What it can do on your machine
Read from SKILL.md and the folder at commit f1ed557. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
gh
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use gh, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Improve Codebase Architecture loads about 535 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 134 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from ProgrammerAnthony/Anything-Extract at commit f1ed557, republished under its MIT licence (© ProgrammerAnthony). 134 words, ~535 tokens.
Download SKILL.mdSave it as
.claude/skills/improve-codebase-architecture/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- improve-codebase-architecture
- description
- 探索代码库以发现架构改进机会，重点让代码库更容易测试：通过“加深浅模块（deepening shallow modules）”的方式重构模块结构。适用于用户想改善架构、寻找可重构机会、整合强耦合模块、或让代码库更便于 AI 导航与理解。
改进代码库架构
像 AI 一样探索一整个代码库：暴露架构摩擦点（architectural friction），发现提升可测试性的机会，并以 GitHub issue/RFC 的形式提出“模块加深（module-deepening）”的重构建议。
所谓深模块（deep module）（John Ousterhout，《A Philosophy of Software Design》）具有“小接口（small interface）+ 大量实现隐藏”的特征。深模块更容易测试、更便于 AI 导航，并能让你在边界处测试，而不是在内部内部测。
流程（Process）
1. 探索代码库
使用 Agent 工具（subagent_type=Explore）自然地浏览代码库。不要使用僵硬的启发式规则（heuristics）——要“有机探索”，并记录你在理解过程中感受到的摩擦：
- 理解一个概念往往需要在很多很小的文件之间来回跳转，这种情况在哪里？
- 哪些模块过于“浅”（shallow）导致接口几乎和实现一样复杂？
- 是否曾经抽出了纯函数让它们更易测试，但真正的 bug 藏在“它们如何被调用”之中？
- 哪些强耦合模块在彼此的缝隙（seams）处制造了集成风险？
- 代码库中哪些部分没有被测试，或者很难测试？
你遇到的摩擦点就是信号（the friction IS the signal）。
2. 给出候选项
以“编号列表”的形式呈现深化（deepening）的机会。对每个候选项，展示：
- 聚类（Cluster）：涉及哪些模块/概念
- 为什么耦合：共享类型、调用模式、对某一概念的共同所有（co-ownership）
- 依赖类别（Dependency category）：依赖类别的划分见 REFERENCE.md 的四种分类
- 测试影响（Test impact）：哪些现有测试会被边界测试（boundary tests）替代
目前不要提出具体接口设计。先问用户：你想要进一步探索这些候选项里的哪一个？
3. 用户选择候选项
4. 刻画问题空间
在启动子 agent 之前，先给出一个面向用户的问题空间说明（user-facing explanation），用于所选候选项：
- 新接口需要满足的约束条件
- 新接口需要依赖的内容
- 一个粗略的示意代码草图，用来把约束落到具体形态上——这不是提案，只是为了让约束更具体
把这些内容展示给用户，然后立刻进入第 5 步：让用户阅读并思考的同时，子 agent 会并行工作。
5. 设计多个接口方案
使用 Agent 工具并行启动 3 个以上的子 agent。每个子 agent 都必须为“深模块（deepened module）”输出一种**根本不同（radically different）**的接口设计。
为每个子 agent 提供独立的技术简报（文件路径、耦合细节、依赖类别、需要隐藏的复杂度等）。该简报与第 4 步面向用户的解释互相独立。并确保每个 agent 的设计约束不同：
- Agent 1：
尽量缩小接口——目标是最多 1-3 个入口点 - Agent 2：
尽量提升灵活性——支持尽可能多的用例与扩展 - Agent 3：
优化最常见的调用者——让默认场景变得非常简单 - Agent 4（若适用）：
围绕 ports & adapters 模式为跨边界依赖进行设计
每个子 agent 的输出应包含：
- 接口签名（types、方法、参数）
- 使用示例（展示调用方如何使用）
- 内部隐藏了哪些复杂度
- 依赖策略（如何处理依赖——见 REFERENCE.md）
- 方案的取舍（trade-offs）
把这些设计方案按顺序呈现，然后用文字进行对比分析。
对比之后，给出你自己的推荐：你认为哪一种设计最强，并说明原因。如果不同设计的要素有组合空间，可以提出混合方案。要“有主见”——用户想要的是有分量的判断，而不只是菜单式列举。
6. 用户选择接口（或接受推荐）
7. 创建 GitHub issue
使用 gh issue create 把一次“重构 RFC（refactor RFC）”创建成 GitHub issue。并使用 REFERENCE.md 中的模板。
不要要求用户在创建之前先审核——直接创建并把 URL 发给用户。
© ProgrammerAnthony, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file in .agents/skills/improve-codebase-architecture of ProgrammerAnthony/Anything-Extract.
- SKILL.md
- REFERENCE.md
Open the folder on GitHubat commit f1ed557
Compare with similar skills
Improve Codebase Architecture next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Improve Codebase Architecture this skillProgrammerAnthony/Anything-Extract | 139 | — | ~535 | Automated safety check: Pass | MIT | |
| PR Babysitteropeninterpreter/openinterpreter | 69k | 3 repos | ~4.2k | Automated safety check: Pass | Apache-2.0 | |
| Diagnosing Superpowers Sessionsobra/superpowers | 296k | 3 repos | ~1.7k | Automated safety check: Pass | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 83k | 5 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Greplooponyx-dot-app/onyx | 32k | 4 repos | ~3.3k | Automated safety check: Pass | MIT | |
| Update V8 Versionopeninterpreter/openinterpreter | 69k | 2 repos | ~845 | Automated safety check: Pass | Apache-2.0 |
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Related
Works with
Questions about Improve Codebase Architecture
What does Improve Codebase Architecture do?
探索代码库以发现架构改进机会，重点让代码库更容易测试：通过“加深浅模块（deepening shallow modules）”的方式重构模块结构。适用于用户想改善架构、寻找可重构机会、整合强耦合模块、或让代码库更便于 AI 导航与理解。. Improve Codebase Architecture is an agent skill from ProgrammerAnthony/Anything-Extract.
How do I install Improve Codebase Architecture in Claude Code?
Run `npx skills add ProgrammerAnthony/Anything-Extract --skill improve-codebase-architecture -a claude-code`. Or copy the skill folder (.agents/skills/improve-codebase-architecture in ProgrammerAnthony/Anything-Extract) into .claude/skills/improve-codebase-architecture in your project. Claude Code loads it when a task matches its description.
How do I install Improve Codebase Architecture in Codex?
Run `npx skills add ProgrammerAnthony/Anything-Extract --skill improve-codebase-architecture -a codex`. Or copy the skill folder (.agents/skills/improve-codebase-architecture in ProgrammerAnthony/Anything-Extract) into .agents/skills/improve-codebase-architecture in your project. Codex loads it when a task matches its description.
Can I use Improve Codebase Architecture in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ProgrammerAnthony/Anything-Extract --skill improve-codebase-architecture -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/improve-codebase-architecture, .gemini/skills/improve-codebase-architecture, .github/skills/improve-codebase-architecture and .opencode/skills/improve-codebase-architecture in your project.
What does Improve Codebase Architecture need to run?
Going by SKILL.md and its folder, Improve Codebase Architecture needs the command-line tools its instructions call (gh).
Does Improve Codebase Architecture access the network?
SKILL.md contains no URLs. Its commands use gh, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Improve Codebase Architecture safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Improve Codebase Architecture use?
Improve Codebase Architecture is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Improve Codebase Architecture use?
About 535 tokens (SKILL.md is roughly 2.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Improve Codebase Architecture?
Skills that share tags, products or a category with Improve Codebase Architecture: PR Babysitter (openinterpreter/openinterpreter, 69k stars), Diagnosing Superpowers Sessions (obra/superpowers, 296k stars), GitHub Deep Research (bytedance/deer-flow, 83k stars) and Greploop (onyx-dot-app/onyx, 32k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Improve Codebase Architecture?
ProgrammerAnthony (a GitHub user) maintains it in ProgrammerAnthony/Anything-Extract, which has 139 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on May 13, 2026.
Source: ProgrammerAnthony/Anything-Extract on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.