Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
직접 명령은 검토 Prompt를 거치지 않습니다. 실행하기 전에 소스를 확인하세요.
npx skills add https://github.com/majiayu000/claude-skill-registry --skill quickstart명령은 한 줄로 유지됩니다. 복사하기 전에 가로로 스크롤해 전체 내용을 확인하세요.
로컬 사본을 원하시나요? SkillsMP에서 현재 제공할 수 있는 파일을 다운로드하세요.
LLM token logprobs and calibration. Per-decision confidence, ECE, Brier, reliability diagrams, low-confidence triage.
Analyze LLM token logprobs and calibration. Use for per-decision confidence, ECE, Brier scores, reliability diagrams, and low-confidence triage.
回顾最近 N 天的 Claude Code 使用记录——扫描原始会话数据,按主题分组汇总"我都做了什么",并从个人操作系统视角输出模式、风险与增删建议。当用户说 /recap、"看看我这几天做了什么"、"回顾一下我最近的会话"、"这两天我用 claude 干了啥"、"活动回顾" 时使用。
SOC 직업 분류 기준
SKILL.md 표시 중
| name | quickstart |
| description | Show AgentOps next action. |
One job: Tell a new user what AgentOps does and what to do first. Fast.
YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.
git rev-parse --is-inside-work-tree >/dev/null 2>&1 && echo "GIT=true" || echo "GIT=false"
command -v ao >/dev/null && echo "AO=true" || echo "AO=false"
command -v bd >/dev/null && echo "BD=true" || echo "BD=false"
[ -d .agents ] && echo "AGENTS=true" || echo "AGENTS=false"
[ -d "$HOME/.agents" ] && echo "GLOBAL_AGENTS=true" || echo "GLOBAL_AGENTS=false"
[ -n "${CODEX_THREAD_ID:-}" ] || [ "${CODEX_INTERNAL_ORIGINATOR_OVERRIDE:-}" = "Codex Desktop" ] && echo "CODEX=true" || echo "CODEX=false"
Output exactly this (no additions, no diagrams):
AgentOps is the operational layer for coding agents.
It gives your coding agent four things it doesn't have by default:
Bookkeeping — sessions capture learnings, findings, and reusable context in .agents/
Validation — $council, $pre-mortem, and $vibe challenge plans and code before shipping
Primitives — skills, execution packets, and the ao CLI give you building blocks for almost any interaction
Flows — $research, $implement, $validation, and $rpi can run alone or compose end to end
Key skills: $rpi $research $validation $implement $council $pre-mortem $swarm $status
Full reference: $quickstart --catalog
Match the first row that applies. Output that message.
| Condition | Message |
|---|---|
| GIT=false + AO=true + GLOBAL_AGENTS=true | "🗂 You're outside a git repo but have a global corpus at ~/.agents. Global knowledge workflow:\n 1. $harvest — scan all .agents/ across your repos and promote artifacts into ~/.agents/learnings/\n 2. $compile — mine, synthesize, and write an interlinked wiki into .agents/compiled/ (runs from cwd; set AGENTOPS_COMPILE_RUNTIME=ollama or openai and the matching API key/host)\n 3. $knowledge-activation — turn the compiled corpus into playbooks, a belief book, and runtime briefings for future sessions\n 4. $status — flywheel health snapshot\nIf instead you want to start a fresh repo-local project here, git init first." |
| GIT=false | "⚠ Not in a git repo. Run git init first.\n (If you meant to work against your global ~/.agents corpus, run $quickstart from a dir with .agents/ or see $harvest, $compile, $knowledge-activation.)" |
| AO=false + CODEX=true | "📦 Install ao CLI first:\n brew tap boshu2/agentops https://github.com/boshu2/homebrew-agentops\n brew install agentops\n ao quick-start\nThen: $rpi \"a small goal\" to run your first cycle.\nUse $bootstrap after the core seed when you want PRODUCT.md, README.md, and PROGRAM.md." |
| AO=false | "📦 Install ao CLI first:\n brew tap boshu2/agentops https://github.com/boshu2/homebrew-agentops\n brew install agentops\n ao quick-start\nThen: $rpi \"a small goal\" to run your first cycle.\nUse $bootstrap after the core seed when you want PRODUCT.md, README.md, and PROGRAM.md." |
| AGENTS=false + CODEX=true | "🌱 ao is installed but not initialized here.\n Run ao quick-start to apply the repeatable core seed. ao quickstart is the stable alias.\n Then run $bootstrap only if you want the product/operations layer: PRODUCT.md, README.md, PROGRAM.md/AUTODEV.md, and optional hooks.\nThen: $rpi \"a small goal\" to run your first cycle." |
Starting a new project? Run $scaffold <language> <name> to generate project structure with best practices.
User says: $quickstart
What happens: Agent detects tools, shows one-line status, gives the single next action to run.
User says: $quickstart
What happens: Agent detects full stack is ready and suggests $rpi "your goal" or bd ready.
| Problem | Solution |
|---|---|
| Skills not installed | bash <(curl -fsSL https://raw.githubusercontent.com/boshu2/agentops/main/scripts/install.sh) |
| Hook activation | AgentOps 3.0 is hookless — there is no ao command or flag that installs hooks, and CI is the authoritative gate. Hooks are opt-in and author-it-yourself via the hooks-authoring skill. Explicit lifecycle fallback commands remain ao codex ensure-start and ao codex ensure-stop. |
| Flywheel count is 0 | First session — run $rpi "a small goal" to start it |
| Want the full skill catalog | Ask: "show me all the skills" or see references/full-catalog.md |
scripts/validate.sh| AGENTS=false | "🌱 ao is installed but not initialized here.\n Run ao quick-start to apply the repeatable core seed. ao quickstart is the stable alias.\n Then run $bootstrap only if you want the product/operations layer: PRODUCT.md, README.md, PROGRAM.md/AUTODEV.md, and optional hooks.\nThen: $rpi \"a small goal\" to run your first cycle." |
| BD=false + CODEX=true | "✅ Codex plugin path ready.\n Start with $rpi \"your goal\", $research <topic>, or $status\n Default installs are hookless; native hooks are optional with install-codex.sh --with-hooks.\n Legacy explicit fallback commands remain ao codex ensure-start once per thread and ao codex ensure-stop during closeout when needed.\n Manual escape hatch: ao codex status\n Want issue tracking? brew install boshu2/agentops/beads && bd init --prefix <prefix>" |
| BD=false | "✅ Flywheel active. Start now:\n $rpi \"your goal\" — full $discovery → $crank → $validation pipeline\n $validation — close out recent work and capture learnings\n $research <topic> — explore the codebase\n Want issue tracking? brew install boshu2/agentops/beads && bd init --prefix <prefix>" |
| BD=true + CODEX=true | "✅ Codex full stack ready.\n bd ready — see open work\n Start with $rpi \"your goal\", $research <topic>, or $status\n Default installs are hookless; native hooks are optional with install-codex.sh --with-hooks.\n Legacy explicit fallback commands remain ao codex ensure-start once per thread and ao codex ensure-stop during closeout when needed.\n Manual escape hatch: ao codex status" |
| BD=true | "✅ Full stack ready.\n bd ready — see open work\n $rpi \"your goal\" — start a new goal from scratch\n $status — see current session state" |