AgentOps Context Map
July 7, 2026 · View on GitHub
Generated from SKILL.md frontmatter. See ADR-0001 and CDLC for the architectural rationale.
Skills by hexagonal role
domain
behavior-first-planning— Behavior-first planning discipline — intent → Gherkin behaviors → EXECUTED-red acceptance tests → spec → acceptance-gated bead DAG. No runnable acceptance test, no bead. Triggers: "plan behavior-first", "acceptance-first planning", "give these beads runnable done-criteria".council— Run multi-judge consensus. Use when: an irreversible or high-stakes decision needs independent judges before committing — architecture forks, one-way doors, scoring options.crank— Execute epics through waves. Triggers: "crank an epic", "execute epics through waves", "drive the bead wave plan".discovery— Create dense execution packets. Fold target for brainstorm + design (goal clarification, product-fit pressure testing). Triggers: "run discovery", "shape intent as BDD", "scope a feature into an execution packet".domain— Canonical vocabulary for human-AI software work. Use when naming concepts, resolving terminology disputes, or establishing shared domain language across agents and docs. Triggers: "domain", "canonical vocabulary for human-ai software", "domain skill".evolve— Run autonomous improvement loops.goals— Maintain AgentOps goals. Triggers: "goals", "maintain agentops goals.", "goals skill".operationalize— Distill context (research, recon, learnings) into evidence-anchored rules routed to automation shapes. Use when a finished artifact should become skills, gates, or beads.plan— Decompose goals into issue plans. Triggers: "plan", "decompose goals into issue plans.", "plan skill".post-mortem— Review completed work and learn. Use when: a task, PR arc, or session is finished and you want to extract learnings, or after ≥5 PRs (the scope checkpoint).pre-mortem— Stress-test plans before work. Use when: a plan is drafted but not yet executed and you want to surface failure modes, risks, and what would prove it wrong before committing.product— Create or refine PRODUCT.md. Triggers: "product", "create or refine product.md.", "product skill".reality-check— Mid-epic drift audit: code is ground truth; README/PRODUCT/plan are the measuring stick. Use when a wave boundary lands and bead counts look healthy but value feels absent.rpi— Run discovery, crank, validation. Triggers: "run rpi", "research-plan-implement one turn", "drive a turn through the operating loop".shared— Shared AgentOps skill contracts. Triggers: "shared", "shared agentops skill contracts.", "shared skill".standards— Provide repo coding standards. Triggers: "standards", "provide repo coding standards.", "standards skill".
driving-adapter
agy-native— Drive AgentOps in AGY: loop, plugins, memory, evidence, scoped worktrees. Triggers: agy, antigravity, agy plugin, AGY evidence.bootstrap— Initialize AgentOps project files. Triggers: "initialize AgentOps", "bootstrap project files", "set up .agents scaffolding".codex-exec— Use when running Codex workers or validators non-interactively through codex exec with evidence. Triggers:converge— Drive a fix→re-run-judge-panel loop to terminal agreement or a 3-consecutive-fail BLOCK via the Goao convergecommand. Thin memo over the CLI — loop and gates live in Go. Triggers: "converge", "drive a fix re-run-judge-panel loop", "converge skill".implement— Implement one tracked issue. Triggers: "implement", "implement one tracked issue.", "implement skill".pr-prep— Prepare PR commits and body. Triggers: "pr-prep", "pr prep", "prepare pr commits and body.".pre-land-refuters— Dispatch fresh-context refuters (model-agnostic; multi-model opt-in) to attack a completion claim at the shared-trunk pawl before landing. Triggers: pre-land validation, refute.push— Validate, commit, and push.research— Explore and write findings. Triggers: "research", "explore and write findings.", "research skill".status— Show AgentOps work status. Triggers: "status", "show agentops work status.", "status skill".validate— Produce PASS/WARN/FAIL verdicts for artifacts, plans, code, PRs, or gates — including quick readiness/sanity checks before commit (absorbs vibe) and completion audits. Triggers: "validate an artifact", "PASS/WARN/FAIL verdict", "readiness / completion audit".
driven-adapter
converter— Convert AgentOps skill formats. Triggers: "converter", "convert agentops skill formats.", "converter skill".scope— Hard-block edits outside declared frozen directories and protect paths during risky changes. Triggers: "scope", "hard-block edits outside declared frozen", "scope skill".security— Run repository security scans for vulnerabilities, dependency risk, secrets, and release gates. Triggers: "security", "run repository security scans for", "security skill".
supporting
account-rotation— 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. Triggers: "account-rotation", "account rotation", "switch coding-agent accounts on a".agent-mail— Use when coordinating agents with Agent Mail locks, inboxes, threads, and conflict-prevention handoffs. Triggers: "agent-mail", "agent mail", "use when coordinating agents with".agent-native— Make an out-of-session agent AgentOps-native with skills, the ao CLI, local cockpit proof, and CI backstop telemetry instead of runtime hooks. Triggers: "agent-native", "agent native", "make an out-of-session agent agentops-native".automation-shape-routing— 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".beads-br— Local-first issue tracker (beads_rust) for AI agents. Use when tracking tasks, managing dependencies, finding ready work, or syncing issues to git via JSONL. Triggers: "beads-br", "beads br", "local-first issue tracker beads rust".beads-bv— Graph-aware task triage with bv and br. Use when prioritizing work, finding bottlenecks, tracking dependencies, or managing local issues across projects. Triggers: "beads-bv", "beads bv", "graph-aware task triage with bv".cass— Mine past agent sessions for working prompts, decisions, and patterns. Use when "what did I ask?", "find that prompt", session archaeology, or agent history. Triggers: "cass", "mine past agent sessions for", "cass skill".cc-hooks— Configure Claude Code hooks (PreToolUse, PostToolUse, Stop, Notification). Fold target for the cc-* loop, subagent, and worktree-isolation skills. Triggers: "cc-hooks", "cc hooks", "configure claude code hooks pretooluse".dcg— Handle blocked destructive commands. Use when dcg blocks rm -rf, git reset --hard, DROP DATABASE, kubectl delete, or when configuring agent safety guardrails. Triggers: "dcg", "handle blocked destructive commands. use", "dcg skill".doc— Generate and validate repo docs, READMEs, and OSS doc packs. Triggers: "doc", "generate and validate repo docs", "doc skill".gc-membrane— Reference for the agentops-membrane Gas City pack: the fail-closed, cross-family, verdict-bound close door composed onto stock gc — close-gate mechanics, finalize semantics (nonce, ≥2 families, DEGRADED), pawl-verdict.v1 anatomy, trinity RBAC, quest intake, doctor checks. Loaded JIT by using-gc. Triggers: "gc-membrane", "membrane pack", "pawl-verdict.v1", "gc close door".handoff— Write compact session handoffs. Triggers: "handoff", "write compact session handoffs.", "handoff skill".heal-skill— Repair skill hygiene, and deep-audit SKILL.md quality (absorbed from /skill-auditor). Triggers: "heal-skill", "heal skill", "repair skill hygiene", "skill-auditor", "audit skill", "skill audit".ms— meta_skill (ms) — skill-search/load engine over both corpora (agentops + jsm). Use to find a skill, search skills, or load guidance. Consume via MCP, write via CLI. Triggers: "ms", "meta_skill", "skill search", "find a skill for", "load skill guidance".ntm— Orchestrates NTM tmux agent swarms and robot APIs. Use when spawning/sending panes, reading robot state, triaging work, locks/mail, safety, pipelines, serve, or NTM errors. Triggers: "ntm", "orchestrates ntm tmux agent swarms", "ntm skill".rch— Use when offloading slow builds to remote workers or recovering RCH worker, hook, SSH, sync, or disk issues. Triggers: "rch", "use when offloading slow builds", "rch skill".refactor— Execute safe refactors. Triggers: "refactor", "execute safe refactors.", "refactor skill".release— Run release validation. Triggers: "run release validation", "cut a release", "check release readiness".reverse-engineer— Reverse-engineer an authorized repo, binary, or product into a verifiable feature inventory and adoption map. Triggers: "reverse-engineer X", "tear down Y", "what should we steal from Z", "evaluate competitor/upstream", "should we fork/adopt/build-native".sbh— Disk-pressure defense for AI coding workloads. Use when: disk full, low space, ballast, cleanup, scan artifacts, emergency, sbh daemon, sbh status.scaffold— Create project, component, or boilerplate scaffolds. Use when starting a new project, module, or component, generating boilerplate, or stamping a repeatable file structure. Triggers: "scaffold", "create project component or boilerplate".skill-builder— Scaffold or absorb new SKILL.md files against the unified AgentOps template. Triggers: "create a skill", "scaffold skill", "absorb external skill", "new skill".swarm— Dispatch parallel agents. Triggers: "swarm", "dispatch parallel agents.", "swarm skill".test— Generate tests and coverage plans. Triggers: "test", "generate tests and coverage plans.", "test skill".toil-mining— Mine usage history (cass, rtk, shell) for repeated toil, score frequency x pain, emit ranked candidates for automation-shape-routing. Use when rituals repeat by hand.using-atm— Use ATM as the out-of-session substrate: spawn Claude/Codex panes running /rpi and /evolve over a bead queue, then tend the swarm to convergence under the continuity contract. Triggers: "use ATM as the out-of-session substrate", "spawn atm panes over a bead queue", "tend an unattended swarm", "renewal ticks", "two-tick stall rule".using-gc— Drive a Gas City (gc) factory day-to-day: stand up a correct native city, sling quests, watch the membrane close gate, resolve the known stalls, read pawl-verdict.v1, converge. The vibing-with-ntm analog for gc. Use when standing up, running, administering, or troubleshooting a gas city. Triggers: "using-gc", "gas city", "drive a gc city", "sling a quest", "gc stall", "stand up a membrane city".workflow-builder— Scaffold a new Claude Workflow script — deterministic multi-agent orchestration. Triggers: "build a workflow", "create a workflow", "scaffold workflow", "author a workflow".
generic
- (no skills in this role yet)
unclassified
- (no unclassified skills)
Context relationships
graph LR automation-shape-routing -- "supplier-to" --> operationalize automation-shape-routing -- "supplier-to" --> skill-builder automation-shape-routing -- "supplier-to" --> workflow-builder behavior-first-planning -- "shared-kernel" --> standards codex-exec -- "supplier-to" --> codex-sandbox-evidence council -- "shared-kernel" --> standards crank -- "shared-kernel" --> standards discovery -- "shared-kernel" --> standards evolve -- "customer-of" --> rpi goals -- "shared-kernel" --> standards heal-skill -- "customer-of" --> skill-builder implement -- "customer-of" --> domain operationalize -- "customer-of" --> automation-shape-routing operationalize -- "supplier-to" --> beads-br operationalize -- "supplier-to" --> cc-hooks operationalize -- "customer-of" --> research operationalize -- "supplier-to" --> skill-builder operationalize -- "customer-of" --> validate operationalize -- "supplier-to" --> workflow-builder plan -- "shared-kernel" --> standards post-mortem -- "shared-kernel" --> standards pr-prep -- "customer-of" --> domain pre-land-refuters -- "customer-of" --> codex-exec pre-land-refuters -- "customer-of" --> validate pre-mortem -- "shared-kernel" --> standards product -- "shared-kernel" --> standards reality-check -- "supplier-to" --> discovery release -- "supplier-to" --> crank rpi -- "customer-of" --> crank rpi -- "customer-of" --> discovery rpi -- "customer-of" --> validate scope -- "supplier-to" --> domain security -- "supplier-to" --> validate skill-builder -- "customer-of" --> automation-shape-routing skill-builder -- "supplier-to" --> heal-skill swarm -- "customer-of" --> crank toil-mining -- "supplier-to" --> automation-shape-routing using-atm -- "customer-of" --> swarm workflow-builder -- "customer-of" --> automation-shape-routing workflow-builder -- "shared-kernel" --> operating-loop-workflow
Data flow (consumes / produces)
| Skill | Direction | Artifact |
|---|---|---|
agent-native | consumes | converter |
agent-native | consumes | standards |
agent-native | consumes | validate |
agent-native | produces | docs/contracts/agent-runtime-profile.md |
agy-native | produces | agy-run-evidence |
behavior-first-planning | consumes | standards |
behavior-first-planning | produces | .agents/plans/*.md |
behavior-first-planning | produces | br-issue |
bootstrap | consumes | doc |
bootstrap | consumes | goals |
bootstrap | consumes | product |
bootstrap | consumes | shared |
codex-exec | produces | codex-run-output |
converge | consumes | command-help |
converge | produces | stdout |
converter | produces | converted-skill |
council | consumes | standards |
council | produces | result.json |
council | produces | verdict.json |
crank | consumes | beads-br |
crank | consumes | implement |
crank | consumes | post-mortem |
crank | consumes | swarm |
crank | consumes | validate |
crank | produces | .agents/swarm/results/*.json |
crank | produces | git-changes |
discovery | consumes | plan |
discovery | consumes | pre-mortem |
discovery | consumes | research |
discovery | consumes | shared |
discovery | produces | .agents/plans/*.md |
discovery | produces | br-issue |
discovery | produces | execution-packet.json |
doc | consumes | repo-context |
doc | produces | documentation |
domain | produces | stdout |
evolve | consumes | goals |
evolve | consumes | post-mortem |
evolve | consumes | rpi |
evolve | produces | git-changes |
evolve | produces | goals-fitness-delta |
goals | produces | result.json |
handoff | produces | .agents/research/*.md |
heal-skill | produces | audit-report.json |
implement | consumes | domain |
implement | produces | git-changes |
operationalize | consumes | .agents/research/*.md |
operationalize | produces | .agents/operationalize/*.md |
operationalize | produces | routed-handoffs |
plan | consumes | standards |
plan | produces | .agents/plans/*.md |
plan | produces | execution-packet.json |
post-mortem | consumes | council |
post-mortem | consumes | implement |
post-mortem | consumes | validate |
post-mortem | produces | result.json |
pr-prep | consumes | domain |
pr-prep | produces | git-changes |
pre-land-refuters | consumes | codex-exec |
pre-land-refuters | consumes | validate |
pre-land-refuters | produces | .agents/council/*.md |
pre-mortem | consumes | standards |
pre-mortem | produces | result.json |
pre-mortem | produces | verdict.json |
product | produces | result.json |
push | consumes | git-changes |
push | produces | git-changes |
reality-check | consumes | implement |
reality-check | produces | result.json |
refactor | consumes | repo-context |
refactor | produces | git-changes |
release | produces | result.json |
research | consumes | repo-context |
research | produces | .agents/research/*.md |
research | produces | result.json |
reverse-engineer | produces | .agents/research/*.md |
rpi | consumes | crank |
rpi | consumes | discovery |
rpi | consumes | domain |
rpi | consumes | validate |
rpi | produces | .agents/rpi/*.md |
scaffold | produces | converted-skill |
scope | produces | filesystem-gate |
security | consumes | repo-context |
security | produces | security-report.json |
shared | produces | stdout |
skill-builder | produces | converted-skill |
standards | produces | stdout |
status | consumes | br |
status | produces | stdout |
swarm | consumes | implement |
swarm | consumes | validate |
swarm | produces | .agents/swarm/results/*.json |
test | consumes | repo-context |
test | consumes | standards |
test | produces | result.json |
toil-mining | produces | result.json |
using-atm | produces | documentation |
validate | produces | result.json |
workflow-builder | produces | workflow-script |