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autopus-ai/autopus-adk
아이디어 브레인스토밍 — 멀티 프로바이더 토론과 ICE 평가로 아이디어를 정리합니다. An agent skill from autopus-ai/autopus-adk.
작은 인터페이스 뒤에 많은 동작을 숨기는 deep module을 설계하기 위한 공용 어휘(module, interface, seam, adapter, depth)와 원칙
$ npx skills add autopus-ai/autopus-adk --skill codebase-design -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install autopus-ai/autopus-adk codebase-design --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/autopus-ai/autopus-adk.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.omp/skills/codebase-design .claude/skills/codebase-design && 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 "codebase-design" agent skill from https://github.com/autopus-ai/autopus-adk/tree/main/.omp/skills/codebase-design into .claude/skills/codebase-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-design", 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/autopus-ai/autopus-adk/tree/main/.omp/skills/codebase-designType 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 autopus-ai/autopus-adk --skill codebase-design -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install autopus-ai/autopus-adk codebase-design --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/autopus-ai/autopus-adk.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.omp/skills/codebase-design .agents/skills/codebase-design && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "codebase-design" agent skill from https://github.com/autopus-ai/autopus-adk/tree/main/.omp/skills/codebase-design into .agents/skills/codebase-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-design", 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 autopus-ai/autopus-adk --skill codebase-design -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install autopus-ai/autopus-adk codebase-design --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/autopus-ai/autopus-adk.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.omp/skills/codebase-design .cursor/skills/codebase-design && 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 "codebase-design" agent skill from https://github.com/autopus-ai/autopus-adk/tree/main/.omp/skills/codebase-design into .cursor/skills/codebase-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-design", 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/autopus-ai/autopus-adk.git --path .omp/skills/codebase-design--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 autopus-ai/autopus-adk --skill codebase-design -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install autopus-ai/autopus-adk codebase-design --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/autopus-ai/autopus-adk.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.omp/skills/codebase-design .gemini/skills/codebase-design && 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 "codebase-design" agent skill from https://github.com/autopus-ai/autopus-adk/tree/main/.omp/skills/codebase-design into .gemini/skills/codebase-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-design", 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 autopus-ai/autopus-adk codebase-designInstalls 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 autopus-ai/autopus-adk --skill codebase-design -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/autopus-ai/autopus-adk.git skills-src && mkdir -p .github/skills && cp -r skills-src/.omp/skills/codebase-design .github/skills/codebase-design && 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 "codebase-design" agent skill from https://github.com/autopus-ai/autopus-adk/tree/main/.omp/skills/codebase-design into .github/skills/codebase-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-design", 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 autopus-ai/autopus-adk --skill codebase-design -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install autopus-ai/autopus-adk codebase-design --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/autopus-ai/autopus-adk.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.omp/skills/codebase-design .opencode/skills/codebase-design && 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 "codebase-design" agent skill from https://github.com/autopus-ai/autopus-adk/tree/main/.omp/skills/codebase-design into .opencode/skills/codebase-design/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "codebase-design", 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.
codebase-design작은 인터페이스 뒤에 많은 동작을 숨기는 deep module을 설계하기 위한 공용 어휘(module, interface, seam, adapter, depth)와 원칙
Codebase Design is an agent skill from autopus-ai/autopus-adk. 작은 인터페이스 뒤에 많은 동작을 숨기는 deep module을 설계하기 위한 공용 어휘(module, interface, seam, adapter, depth)와 원칙
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts. Compatibility notes: omp
The repository describes itself as: Autopus-ADK is of the agents, by the agents. for the agents. Multi-model orchestration (consensus/pipeline/debate/fastest). Architecture-as-Code, Lore decision tracking… The licence is MIT.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 3f15677. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
omp
From compatibility in the SKILL.md frontmatter.
Codebase Design loads about 1.2k tokens when it runs. Until then it costs about 28 tokens; SKILL.md has 763 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.
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.
The full file from autopus-ai/autopus-adk at commit 3f15677, republished under its MIT licence (© autopus-ai). 763 words, ~1,199 tokens.
.claude/skills/codebase-design/SKILL.md (or your agent's skills folder).deep module을 설계한다: 작은 인터페이스 뒤에 많은 동작, 깨끗한 seam에 놓이고, 그 인터페이스를 통해 테스트된다. 코드를 설계하거나 재구성하는 모든 자리에서 이 언어와 원칙을 쓴다. 목표는 호출자에게 leverage, 유지보수자에게 locality, 모두에게 testability다. 에이전트는 코딩을 가속하는 만큼 엔트로피도 가속하므로 설계에 매일 투자한다.
정확히 이 단어를 쓴다. "component", "service", "API", "boundary"로 바꿔 부르지 않는다.
deep: ┌──────────────┐ shallow: ┌──────────────────────────┐
│ 작은 인터페이스 │ │ 큰 인터페이스 │
├──────────────┤ ├──────────────────────────┤
│ │ │ 얇은 구현(그냥 넘겨줌) │
│ 깊은 구현 │ └──────────────────────────┘
└──────────────┘인터페이스를 설계할 때 묻는다: 메서드 수를 줄일 수 있나? 파라미터를 단순화할 수 있나? 더 많은 복잡성을 안에 숨길 수 있나?
processOrder(order, paymentGateway)는 테스트 가능,
함수 안에서 new StripeGateway()는 어렵다.calculateDiscount(cart) Discount는 테스트
가능, applyDiscount(cart)가 cart.total을 고치면 어렵다.얕은 모듈 묶음을 깊게 합칠 때 의존성을 분류하고, 범주가 seam 너머 테스트 방식을 정한다. 한 모듈에 여러 범주가 섞이면(로컬 CLI가 원격 모델을 부르는 식) 모듈 전체가 아니라 의존성마다 분류하고 층을 나눈다.
| 범주 | 예 | 전략 |
|---|---|---|
| In-process | 순수 계산, 메모리 상태 | 합치고 새 인터페이스로 직접 테스트. adapter 불필요 |
| Local-substitutable | Postgres→PGLite, 메모리 FS | 대체물을 테스트 스위트에서 띄운다. seam은 internal |
| Remote but owned | 내부 서비스, 내부 API | seam에 port를 정의, 운영은 HTTP/gRPC adapter, 테스트는 in-memory adapter |
| True external | Stripe, Twilio | port로 주입, 테스트는 mock adapter |
교체하되 겹치지 않는다: 깊어진 모듈의 인터페이스 테스트가 생기면 얕은 모듈의 옛 단위 테스트는 낭비이므로 지운다. 구현이 바뀔 때 고쳐야 하는 테스트는 인터페이스 너머를 테스트하고 있는 것이다.
첫 아이디어가 최선일 가능성은 낮다. 후보 인터페이스를 여러 개 놓고 비교한다:
CONTEXT.md의 도메인 어휘를 함께 넣는다.interface 키워드나 public method로서의 "interface": 너무 좁다.관련 스킬: refactoring(동작 보존 변환), entropy-scan(hotspot 탐지), tdd(seam에서 테스트).
Adapted from mattpocock/skills codebase-design (MIT).
© autopus-ai, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .omp/skills/codebase-design of autopus-ai/autopus-adk.
Open the folder on GitHubat commit 3f15677
autopus-ai/autopus-adk
아이디어 브레인스토밍 — 멀티 프로바이더 토론과 ICE 평가로 아이디어를 정리합니다. An agent skill from autopus-ai/autopus-adk.
autopus-ai/autopus-adk
QAMESH project QA mesh — plan, run, report, and publish deterministic QA evidence
autopus-ai/autopus-adk
프로젝트 컨텍스트 생성 — 코드베이스를 분석하고 ARCHITECTURE.md 및 .autopus/project 문서를 생성합니다
autopus-ai/autopus-adk
문서 동기화 — 구현 이후 SPEC, CHANGELOG, 문서를 반영합니다. An agent skill from autopus-ai/autopus-adk.
autopus-ai/autopus-adk
@AX code annotation workflow skill for agent-driven tag application
autopus-ai/autopus-adk
터미널 환경 자동 감지 브라우저 자동화 스킬 — AI 에이전트가 직접 웹 페이지를 조작하고 검증. An agent skill from autopus-ai/autopus-adk.
작은 인터페이스 뒤에 많은 동작을 숨기는 deep module을 설계하기 위한 공용 어휘(module, interface, seam, adapter, depth)와 원칙. Codebase Design is an agent skill from autopus-ai/autopus-adk.
Run `npx skills add autopus-ai/autopus-adk --skill codebase-design -a claude-code`. Or copy the skill folder (.omp/skills/codebase-design in autopus-ai/autopus-adk) into .claude/skills/codebase-design in your project. Claude Code loads it when a task matches its description.
Run `npx skills add autopus-ai/autopus-adk --skill codebase-design -a codex`. Or copy the skill folder (.omp/skills/codebase-design in autopus-ai/autopus-adk) into .agents/skills/codebase-design in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add autopus-ai/autopus-adk --skill codebase-design -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/codebase-design, .gemini/skills/codebase-design, .github/skills/codebase-design and .opencode/skills/codebase-design in your project.
SKILL.md names no scripts, command-line tools or credentials: Codebase Design is instructions for the agent only. Compatibility (from SKILL.md): omp.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
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.
Codebase Design is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.2k tokens (SKILL.md is roughly 4.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
autopus-ai (a GitHub organization) maintains it in autopus-ai/autopus-adk, which has 111 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on October 4, 2026.
Source: autopus-ai/autopus-adk on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.