agentops
FeaturedDevOps discipline for AI coding agents: shape the work, track it as a graph, and get each change judged by a context that didn't write it.
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Everything this plugin ships — skills, agents, commands, hooks, and MCP servers it bundles.
Skills (62)
anti-ceremony
Guard outcome work against process overhead. Triggers: optional "quick guard"; explicit "full anti-ceremony audit" requests.
automation-shape-routing
Front door for agent automation: choose inline, bounded fanout, reusable skill/workflow/gate, persistent agent-native workers, or explicit Gas City. Triggers: "build automation", "which orchestration shape", "should this use NTM".
bootstrap
Initialize explicitly requested, missing AgentOps documentation and optional verdict storage without taking over repository workflow. Triggers: "bootstrap AgentOps", "initialize AgentOps docs".
codebase-recon
Trace a repo into cited flows. Not for a bounded question; that is research. Triggers: "codebase recon", "trace this codebase", "repository audit", "refresh the prior recon".
converter
Convert AgentOps skill formats. Triggers: "converter", "convert agentops skill formats.", "converter skill".
crank
Execute one caller-selected wave by invoking RPI once per lane and return the wave evidence, then stop. Triggers: "crank", "execute the next wave", "run this wave".
fitness
Measure declared project fitness goals without recommending or applying work. Triggers: "fitness", "check project fitness", "measure goals".
goals
Compatibility alias — renamed to fitness. Use fitness to measure declared project fitness goals. Triggers: "goals" (deprecated).
handoff
Write compact caller-authored session evidence without choosing continuation. Triggers: "handoff", "write compact session handoff".
human-only-skills
Name the skills reserved for people to invoke — where the runtime honors disable-model-invocation — and when to reach for each. Triggers: "human-only skills", "which skills must I run myself".
learn
Optionally mine bounded episodes, verdicts and corrections after the critical path. Triggers: "learn from verdicts", "mine validation history".
ms
Find and load guidance with the meta_skill search engine. Use when: searching a skill corpus; CASS owns past sessions and Skill Builder owns package authoring.
Show all 62 bundled skills Showing all 62 bundled skills
ntm
Operate selected NTM agent panes and inspect native state. Use when: persistent tmux roles are requested; pane liveness and prompt delivery are not validation.
one-way-door
Classify a pending decision as reversible or irreversible; route irreversible ones to the caller. Not for challenging a frozen plan; that is premortem. Triggers: "is this a one-way door", "can we undo this", "should I just decide this", "the models disagree with me", before any auto-decided approval gate.
operationalize
Distill repeated, evidence-backed expertise into a proposed skill, check, reference, or workflow artifact. Triggers: "operationalize this", "turn this expertise into a reusable capability".
pattern-mining
Test repeated implementation shapes against independent exemplars and a holdout before routing an earned abstraction. Triggers: "mine a recurring code pattern", "is this abstraction earned", "extract invariants from implementations".
product
Create or refine PRODUCT.md while separating evidence, aspiration, users, value, and non-goals. Triggers: "product", "create PRODUCT.md", "product boundary".
rch
Offload one build through RCH or diagnose its remote compiler. Use when: remote compilation is selected; report errors without creating a retry controller.
route
Pick the one AgentOps skill that owns a request, or answer that none does. Triggers: "which skill covers this", "route this", "is there a skill for X", "what should I use here", or any request whose owning skill is not obvious.
sbh
Inspect disk pressure with SBH and perform an authorized recovery action. Use when: storage diagnosis or SBH recovery is requested; inspection does not authorize deletion.
scaffold
Stamp a bounded project, component, or CI scaffold and verify the generated result once. Triggers: "scaffold", "create project component or boilerplate".
scope
Review the bead or caller intent write scope for completeness and ambiguity. Triggers: "review write scope", "check scope boundaries", "scope this change".
shared
Retired — its runtime-neutrality contract moved to docs/contracts/runtime-neutrality.md. Triggers: none — not routable.
standards
Load only the standards relevant to a caller-supplied change, then report concrete findings. Triggers: "check standards", "which standards apply".
status
Report observable AgentOps evidence without selecting work. Triggers: "status", "show AgentOps status".
swarm
Dispatch explicit disjoint packets exactly once through a caller-selected executor. Triggers: "swarm", "dispatch disjoint packets", "parallel explicit tasks".
toil-mining
Mine caller-supplied usage history for repeated toil and emit ranked evidence. Triggers: "mine toil", "find repeated operational work".
using-flywheel
Operate the Agentic Coding Flywheel through its native workflow. Use when: the caller explicitly selects this factory; convergence and closed work do not prove semantic acceptance.
workflow-builder
Scaffold an explicit one-shot workflow adapter without lifecycle authority. Triggers: "build a workflow adapter", "scaffold a one-shot workflow".
account-rotation
Switch coding-agent accounts and verify runtime identity. Use when: the caller requests an account change; never rotate automatically to evade a quota.
agent-mail
Coordinate selected writers with Agent Mail messages and advisory file reservations. Use when: this adapter is requested; mail does not own tracker status.
agent-native
Dispatch independent tasks to parallel workers or selected persistent roles. Use when: delegation is authorized with disjoint scopes; execution does not validate output.
agy-native
Run a supplied task in AGY Antigravity and collect its result. Use when: the caller selects AGY; never a fallback for native coding.
cass
Search agent session logs and cited episodes with CASS. Use when: past prompts, decisions or failures may answer a question; repeated text is not a proven lesson.
cc-hooks
Configure Claude Code hooks and narrow enforcement guards. Use when: the caller requests hook installation, repair or policy changes; a hook is not required to use other skills.
codex-exec
Run one prompt through headless Codex and capture its result. Use when: requesting a single noninteractive Codex process. Not for worker batches or retries.
council
Compare model perspectives for brainstorming, planning, validation, idea duels or interviews. Use when: independent proposals or judgments need optional bounded debate.
craft-goal
Draft or lint a bounded persistent goal above a bead graph of RPI experiments. Use when: this goal workflow is explicitly selected; shaping a single change belongs to Plan.
dcg
Diagnose a Destructive Command Guard block or configure its rules. Use when: DCG rejected an operation or policy work is requested; never disguise commands to bypass it.
doc
Write grounded docs, READMEs, repo instructions or continuity handoffs. Use when: these documents are requested; no reports as a routine completion ritual.
domain
Clarify domain terms, bounded contexts and repository conventions. Use when: naming, rule ownership or Go and other language standards are unclear; avoid a broad survey.
idea-genie
Generate evidenced options or challenge an idea. Use when: deciding what to build or comparing alternatives; exploration does not authorize implementation.
implement
Implement changes, repairs or waves; return per-lane evidence. Use when: coding, service operations, reliability, delivery, incident recovery, resilience or toil is authorized.
interview
Interview the caller one question at a time to settle a big outcome before agents work alone. Use when: shaping a goal or large RPI. Not for one question on one slice; use Plan.
memory
Find reviewed context, capture evidence or curate maintained claims. Use when: prior evidence can change an action, or learning is requested; no mandatory recall or lesson.
navigate
Pick the next wave on a bead graph and keep the graph honest toward frozen acceptance. Use when: a goal starts a wave, or you ask what is next on an epic.
orchestrate
Coordinate authorized workers, prerequisites, isolated scopes and review capacity. Use when: dispatching, recovering or routing feedback. Not for implementation or judgment.
plan
Define intended behavior, review write scope and assess reversible decisions. Use when: discovery needs clarification or resumption before one complete slice; stop once actionable.
postmortem
Analyze outcomes or an interim cutoff. Use when: a postmortem is explicitly requested; consumes available judgment, never gates code acceptance or requires a lesson.
premortem
Challenge a rollout plan with one fresh judge before implementation; identify what could make it fail. Not for finished-code judgment. Triggers: "one judge", "challenge this plan".
reality-check
Audit claimed state, goals or native status. Use when: a claim audit or snapshot is requested. Clarify advice versus acceptance for ambiguous checking or readiness requests.
refactor
Simplify structure, interfaces or responsibilities while preserving behavior. Use when: a focused refactor is requested; feature changes need their own intent.
research
Trace code or test a recurring pattern to answer one cited question. Use when: uncertainty needs evidence. Not for external feature teardowns; use reverse-engineer.
reverse-engineer
Tear down an authorized competitor repo, binary or product into a feature inventory and adoption choices. Use when: comparing an external system; local questions go to Research.
review
Give advisory feedback on a plan, design or code. Use when: suggestions, tradeoffs or a second look are wanted. Not for acceptance or write scope; use Validate or Plan.
rpi
Apply the outcome-to-judgment charter. Use when: the caller explicitly selects RPI; ordinary coding, delegation and native goals do not require this workflow.
security
Review code or scan for security vulnerabilities, secrets, dependencies and prompt risks. Use when: concrete exposure needs assessment; never silently change policy.
skill-builder
Create, adapt, consolidate or repair skill packages and projections. Use when: authoring guidance, descriptions or structure; Skill Eval measures behavioral benefit.
skill-eval
Measure whether a skill helps a named task or needs revision or removal. Use when: a bounded routing or coding evaluation is requested; conformance alone cannot show benefit.
using-gc
Operate Gas City through its Mayor, registry packs and native run state. Use when: the caller explicitly selects Gas City; factory completion does not replace independent judgment.
validate
Freshly judge a finished change and its claims against original acceptance. Use when: acceptance verdict or independent proof is sought. Clarify generic checks or readiness first.
good-skill
A planted fixture that satisfies every blocking skill-eval rule so the gate passes cleanly.
Agents (4)
Hooks (1)
Quality Score: 90/100
Details
- Author
- boshu2
- Repository
- boshu2/agentops
- Created
- 10 months ago
- Last Updated
- today
- Language
- Go
- License
- Apache-2.0