API Design Principles
jh941213/my-cc-harness
REST 및 GraphQL API 설계 원칙 가이드. An agent skill from jh941213/my-cc-harness.
레포에서 실질적인 작업(구현·수정·배포·디버깅)을 시작할 때, 새 레포를 처음 파악할 때, 작업을 마치고 기억할 지식이 생겼을 때 사용.
No licenceAuto-check passed
Install Auto Memory
$ npx skills add jh941213/my-cc-harness --skill auto-memory -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install jh941213/my-cc-harness auto-memory --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/jh941213/my-cc-harness.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/auto-memory .claude/skills/auto-memory && 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 "auto-memory" agent skill from https://github.com/jh941213/my-cc-harness/tree/main/skills/auto-memory into .claude/skills/auto-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "auto-memory", 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/jh941213/my-cc-harness/tree/main/skills/auto-memoryType 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 jh941213/my-cc-harness --skill auto-memory -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install jh941213/my-cc-harness auto-memory --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jh941213/my-cc-harness.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/auto-memory .agents/skills/auto-memory && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "auto-memory" agent skill from https://github.com/jh941213/my-cc-harness/tree/main/skills/auto-memory into .agents/skills/auto-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "auto-memory", 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 jh941213/my-cc-harness --skill auto-memory -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install jh941213/my-cc-harness auto-memory --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jh941213/my-cc-harness.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/auto-memory .cursor/skills/auto-memory && 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 "auto-memory" agent skill from https://github.com/jh941213/my-cc-harness/tree/main/skills/auto-memory into .cursor/skills/auto-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "auto-memory", 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/jh941213/my-cc-harness.git --path skills/auto-memory--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 jh941213/my-cc-harness --skill auto-memory -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install jh941213/my-cc-harness auto-memory --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jh941213/my-cc-harness.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/auto-memory .gemini/skills/auto-memory && 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 "auto-memory" agent skill from https://github.com/jh941213/my-cc-harness/tree/main/skills/auto-memory into .gemini/skills/auto-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "auto-memory", 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 jh941213/my-cc-harness auto-memoryInstalls 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 jh941213/my-cc-harness --skill auto-memory -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/jh941213/my-cc-harness.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/auto-memory .github/skills/auto-memory && 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 "auto-memory" agent skill from https://github.com/jh941213/my-cc-harness/tree/main/skills/auto-memory into .github/skills/auto-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "auto-memory", 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 jh941213/my-cc-harness --skill auto-memory -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install jh941213/my-cc-harness auto-memory --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/jh941213/my-cc-harness.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/auto-memory .opencode/skills/auto-memory && 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 "auto-memory" agent skill from https://github.com/jh941213/my-cc-harness/tree/main/skills/auto-memory into .opencode/skills/auto-memory/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "auto-memory", 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
auto-memory- GitHub stars
- 126
- Token cost
- ~538 tokens
- SKILL.md length
- 295 words
- Files
- 1
- Skills in repo
- 66
- Repo updated
- First seen
- Licence
- None found
At a glance
레포에서 실질적인 작업(구현·수정·배포·디버깅)을 시작할 때, 새 레포를 처음 파악할 때, 작업을 마치고 기억할 지식이 생겼을 때 사용.
- Works in 2 steps: 결정적 레이어(훅):… → 모델 레이어(스킬): 힌트가 없어도 작업 시작 시 INDEX를 보고…
- SKILL.md covers 저장 구조, 동작 원리 (2중 라우팅), 워크플로우 and 금지
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Auto Memory is an agent skill from jh941213/my-cc-harness. 레포에서 실질적인 작업(구현·수정·배포·디버깅)을 시작할 때, 새 레포를 처음 파악할 때, 작업을 마치고 기억할 지식이 생겼을 때 사용. 작업 유형에 맞는 docs·메모리만 선택적으로 로드하는 라우팅 테이블을 운영한다
Its SKILL.md is about 540 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
Example prompts
- “/auto-memory”
Requirements
- Docker
Workflow steps
2 steps, taken from the first numbered list in SKILL.md.
- 결정적 레이어(훅): memory-route-hint.sh(UserPromptSubmit)가 프롬프트에서 키워드를 감지하면 "이 작업은 X 유형 → 이 파일을 먼저 Read" 힌트 한 줄을 주입 (문서 본문은 주입하지 않는다)
- 모델 레이어(스킬): 힌트가 없어도 작업 시작 시 INDEX를 보고 유형을 분류해 매칭 파일만 Read — 매칭 없으면 아무것도 로드하지 않는다
What it can do on your machine
Read from SKILL.md and the folder at commit e9210e2. 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
No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
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
Auto Memory loads about 538 tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 295 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 295 words (~538 tokens).
“원칙: 지식을 복사하지 않고 라우팅한다. 항상 로드되는 것은 라우팅 테이블뿐, 본문(docs·메모리)은 작업 유형이 매칭될 때만 Read한다.”
- name
- auto-memory
Files
Just SKILL.md in skills/auto-memory of jh941213/my-cc-harness.
Open the folder on GitHubat commit e9210e2
More from jh941213/my-cc-harness
All 66 skills in this repoTailwind Design System
jh941213/my-cc-harness
Build scalable design systems with Tailwind CSS, design tokens, component libraries, and responsive patterns.
Docs Architecture
jh941213/my-cc-harness
Generate/update architecture docs — ARCHITECTURE.md (codemap), architecture diagrams (C4 mermaid), ADRs (MADR), data model ERD.
Auto Memory
jh941213/my-cc-harness
A skill your agent uses when starting substantial work in a repo (implementation, fixes, deploys, debugging), when first exploring a new repo, or when finishing work that produced reusable knowledge.
Autodev
jh941213/my-cc-harness
Ralph Loop based autonomous development loop. An agent skill from jh941213/my-cc-harness.
Async Python Patterns
jh941213/my-cc-harness
Python asyncio 및 async/await 패턴 가이드. An agent skill from jh941213/my-cc-harness.
Questions about Auto Memory
What does Auto Memory do?
레포에서 실질적인 작업(구현·수정·배포·디버깅)을 시작할 때, 새 레포를 처음 파악할 때, 작업을 마치고 기억할 지식이 생겼을 때 사용. Auto Memory is an agent skill from jh941213/my-cc-harness. 레포에서 실질적인 작업(구현·수정·배포·디버깅)을 시작할 때, 새 레포를 처음 파악할 때, 작업을 마치고 기억할 지식이 생겼을 때 사용.
How do I install Auto Memory in Claude Code?
Run `npx skills add jh941213/my-cc-harness --skill auto-memory -a claude-code`. Or copy the skill folder (skills/auto-memory in jh941213/my-cc-harness) into .claude/skills/auto-memory in your project. Claude Code loads it when a task matches its description.
How do I install Auto Memory in Codex?
Run `npx skills add jh941213/my-cc-harness --skill auto-memory -a codex`. Or copy the skill folder (skills/auto-memory in jh941213/my-cc-harness) into .agents/skills/auto-memory in your project. Codex loads it when a task matches its description.
Can I use Auto Memory 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 jh941213/my-cc-harness --skill auto-memory -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/auto-memory, .gemini/skills/auto-memory, .github/skills/auto-memory and .opencode/skills/auto-memory in your project.
What does Auto Memory need to run?
SKILL.md names no scripts, command-line tools or credentials: Auto Memory is instructions for the agent only. Our summary lists: Docker.
Does Auto Memory access the network?
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.
Is Auto Memory 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 Auto Memory use?
No licence was found for Auto Memory or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Auto Memory use?
About 538 tokens (SKILL.md is roughly 2.2k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Who maintains Auto Memory?
jh941213 (a GitHub user) maintains it in jh941213/my-cc-harness, which has 126 GitHub stars. The repository holds 66 skills in this directory. The repository was last updated on August 3, 2026.
Source: jh941213/my-cc-harness on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.