Use when: product strategy review, feature prioritization, product-market fit analysis, roadmap planning, product design critique, user story review, MVP scoping.
Use when updating dependencies safely with changelog review, small batches, tests, and rollback. Triggers:
Run the skill-factory final trust gate: operate trust-gate.sh, read skill.trust.json, and enforce --require-cross.
Google Cloud Platform CLI - manage GCP resources including Compute Engine, Cloud Run, GKE, Cloud Functions, Storage, BigQuery, and more.
Map your goal to a multi-skill workflow -- suggests Combo chains, generates custom pipelines, and explains each step
Use when deciding whether external research is needed and turning cited findings into repo actions. Triggers:
Orchestrate end-to-end media curation from analysis through acquisition, tagging, and verification
Drive a finite epic set to all-merged, then stop. Use when finishing a specific list of tasks, burning down a backlog epic, or executing a bounded set of beads until done.
Use when building real-service end-to-end tests with fixtures, cleanup, rate limits, and evidence. Triggers:
Use when investigating slowness with baselines, profiler evidence, and ranked bottlenecks. Triggers:
Mine usage history (session archaeology, rtk analytics, shell history) for repeated toil, score frequency x pain, and emit ranked automation candidates.
Use when comparing a project vision to code reality and turning gaps into tracked work. Triggers:
Use when optimizing a hot path from saved profiles, measurements, and verified improvements. Triggers:
Autonomous multi-agent workflow system for complex coding tasks. Use when the user requests non-trivial changes that would benefit from autonomous execution with built-in review…
Use when tending NTM agent swarms, unsticking panes, handling rate limits, or coordinating convergence.
Switch coding-agent accounts on a usage/rate limit or to spread swarm lanes. Routes by host+agent: macOS+Claude via claude-acct; Codex/Gemini and Linux/WSL via caam.
Use when applying a skill repeatedly with progressive deepening for iterative improvement.
Use when rationalizing git worktrees and branches into a canonical line without losing useful work. Triggers:
Use when designing or repairing golden-file, snapshot, fixture, or generated-artifact tests. Triggers:
Systematically explore unfamiliar codebases to build working mental models. Use when onboarding to new project, "what does this do", or understanding legacy code.
Install or run the seven-move operating-loop Workflow for AgentOps plugin users and multi-agent orchestration.
Use when migrating an issue tracker workspace from bd to br with loss-free verification. Triggers:
Front door for agent automation — decide the SHAPE (Workflow vs ATM vs skill), then hand off. Triggers: "build automation", "convert skills to workflows", "which shape".
Use when writing or auditing changelogs and release notes for user-facing, semver-aware clarity. Triggers:
Use when building conformance tests from specs, contracts, examples, or compatibility matrices. Triggers:
Operate the ACFS storage watchdog: inspect disk pressure, read logs, verify Rust target cleanup, and escalate safely.
Run composable security analysis across binaries, prompts, traces, and policies.
Resume sessions across Claude Code, Codex, Gemini, and other providers when switching agents or migrating active chat history.
Audits and validates skill definitions for quality, completeness, and best practices. Use when reviewing existing skills for proper formatting, evaluating if skills should be…
Use when designing metamorphic tests for oracle-poor behavior using invariants and input relations. Triggers:
Use when designing MCP servers with clear tools, strict schemas, scoped resources, and useful errors. Triggers:
Collect GitHub PR data and generate work reports. Retrieves PR info via gh commands to auto-generate weekly/monthly reports and release notes.
Use when preparing releases with versioning, changelog, artifacts, smoke tests, tags, and go/no-go. Triggers:
Universal init prompt — every agent spawned into an AgentOps repo runs `ao session bootstrap` first. — from boshu2/agentops
Use when preparing a Rust crate release with metadata, semver, docs, tests, packaging, and rollback notes. Triggers:
Use when running a Rust port through build, test, clippy, fmt, miri, fuzz, and bench gates. Triggers:
Use when writing READMEs that help users install, run, test, troubleshoot, and adopt a project. Triggers:
Use when running systematic multi-pass bug hunting across correctness, edges, concurrency, and failures. Triggers:
Use when auditing Rust UB risks in unsafe, FFI, raw pointers, layout, or concurrency. Triggers:
Converting markdown plans into beads (tasks with dependencies) and polishing them until they're implementation-ready. The bridge between planning and agent swarm execution.
Use when analyzing a project through first-principles, systems, adversarial, cost, and user lenses. Triggers:
Use when auditing closed beads for real shipped evidence, acceptance proof, and truthful closeout. Triggers:
Knowledge flywheel health monitoring. Checks velocity, pool depths, staleness. Triggers: "flywheel status", "knowledge health", "is knowledge compounding".
GitHub issue/PR triage via ru and gh. Use when processing issues, closing PRs (no-contributions policy), or bulk triage. Independent verification required.
Use when auditing install, setup, bootstrap, or update scripts for safe, idempotent behavior. Triggers:
Use when driving one bead end-to-end through claim, work, independent validation, closeout, and persistence. Triggers:
Use when running a Claude-native control-plane tick loop with worker and separate-validator subagents. Triggers:
Generate evidenced opportunities or challenge an idea with sealed perspectives. Triggers: "idea genie", "what should we build", "challenge this idea", "compare proposals".
Run a recurring AgentOps loop tick on AGY via an Antigravity sidecar (the schedule builtin + agentapi), capturing per-fire agentapi runtime evidence a validator can read back.
Produce reusable technical architecture documents from codebase exploration. Use when onboarding, "write up what this does", architecture docs, or handoff.
Use when creating GitHub Actions workflows, release automation, checksums, signing, or CI/CD.
Use when mining repeated codebase patterns and turning them into reusable implementation guidance. Triggers:
Dispatch unbiased parallel refuters (Fable + Codex, read-only) before landing a large multi-surface change.
Behavior-first planning — intent to Gherkin to executed-red acceptance tests to spec to an acceptance-gated bead DAG. No runnable acceptance test, no bead.
Ralph Loop 기반 자율 개발 루프. Stop Hook이 세션 종료를 가로채어 PRD 항목을 하나씩 완료하며 자동 커밋한다. 트리거: "autodev", "자율 개발", "밤새 돌려", "랄프 루프", "ralph loop", "자동 개발" 안티-트리거: "직접 구현해", "한번만 해", "수동"
Use when designing agent work contracts, handoffs, evidence, and role boundaries across runtimes. Triggers:
Prepare pull requests by running quality gates, drafting descriptions, and validating tests before submission.
Contextual learning system that remembers patterns and rules from past sessions. Use to get relevant context before tasks, record outcomes, and build a personal playbook of coding…
Make an out-of-session agent AgentOps-native with skills, the ao CLI, and CI instead of hooks.
Operate an explicitly selected Gas City as an optional executor for supplied packets. Triggers: "using gc", "gas city", "dispatch through gc".