agentops
FeaturedThe operations layer for agentic engineering — portable skills and contracts connecting intent, agents, software factories, and independent judgment.
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Everything this plugin ships — skills, agents, commands, hooks, and MCP servers it bundles.
Skills (51)
agent-native
Operate explicit orchestrator, implementer, validator, and scribe roles through a caller-selected agent runtime. Triggers: "agent-native factory", "role-shaped agent panes", "persistent workers".
agy-native
Use an explicitly selected AGY runtime for one provided packet or fresh validator context. Triggers: "agy", "antigravity", "AGY evidence".
anti-ceremony
Guard outcome work against process overhead. Triggers: RPI pre-Plan 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".
cass
Mine past agent sessions for working prompts, decisions, and patterns (session archaeology). Triggers: "cass", "mine past agent sessions for", "cass skill".
cc-hooks
Configure default Claude Code enforcement hooks and opt-in guard recipes. Triggers: "cc-hooks", "configure Claude Code hooks", "install hooks".
codebase-recon
Reconstruct a repository as cited entry-to-test flows and bounded claims. Triggers: "codebase recon", "trace this codebase", "repository audit", "refresh the prior recon".
codex-exec
Run one caller-supplied Codex command non-interactively and capture evidence. Triggers: "run Codex headless", "capture Codex evidence".
converter
Convert AgentOps skill formats. Triggers: "converter", "convert agentops skill formats.", "converter skill".
council
Collect independent perspectives for an explicitly high-stakes or contested judgment. Triggers: "council", "multi-judge review", "independent perspectives".
craft-goal
Compile or lint a persistent Mayor-style goal prompt that ratchets a bead graph through bounded RPI experiments toward one larger outcome. Triggers: "craft a goal prompt", "mayor goal", "goal-runner prompt", "lint this goal", "is this goal safe". (Shaping one experiment's intent routes to plan.)
Show all 51 bundled skills Showing all 51 bundled skills
dcg
Handle blocked destructive commands and configure agent safety guardrails. Triggers: "dcg", "handle a DCG block", "configure agent safety guardrails".
doc
Generate and validate repo docs, READMEs, and OSS doc packs. Triggers: "doc", "generate and validate repo docs", "doc skill".
domain
Load the AgentOps language and bounded-context contracts when a term needs precise meaning. Triggers: "define this domain term", "check the bounded context".
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".
idea-genie
Generate evidenced opportunities or challenge an idea with sealed perspectives. Triggers: "idea genie", "what should we build", "challenge this idea", "compare proposals".
learn
Optionally analyze collections of durable verdicts for recurring evidence after the critical path. Triggers: "learn from verdicts", "mine validation history".
ms
meta_skill (ms) — the skill-search/load engine over both corpora (agentops + jsm). Find a skill for a task, search skills, or load runnable skill guidance. Triggers: "ms", "meta_skill", "skill search", "find a skill for", "load skill guidance".
ntm
Use NTM as an optional pane adapter for caller-supplied roles and commands. Triggers: "ntm", "tmux panes", "ntm robot state".
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".
plan
Shape or refine the existing bead or caller intent without a second planning artifact. Triggers: "plan", "discover and plan", "shape this goal".
postmortem
Optionally test a retrospective causal question against durable verdict evidence. Triggers: "postmortem", "causal retrospective", "test a retrospective hypothesis".
premortem
Optionally challenge a frozen plan with one fresh independent judge before implementation. Triggers: "premortem", "challenge this plan", "what could make this plan fail".
product
Create or refine PRODUCT.md while separating evidence, aspiration, users, value, and non-goals. Triggers: "product", "create PRODUCT.md", "product boundary".
rch
Use RCH once to offload a build or collect remote-compilation diagnostics. Triggers: "use RCH", "offload this build".
reality-check
Compare a claimed state with observable repository evidence and report concrete gaps. Requires a claim or expected state to test. Triggers: "reality check", "is this claim actually done", "compare claim to repo".
refactor
Execute one behavior-preserving structural transformation and report evidence. Triggers: "refactor this", "simplify without changing behavior".
research
Answer a bounded question with current cited evidence. Triggers: "research", "investigate this question", "find evidence". (Investigating a repository routes to codebase-recon.)
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".
rpi
Coordinate one RPI traversal: one bounded Plan, Implement, and fresh Validate experiment, then report and stop. Triggers: "run rpi", "run one traversal", "execute this plan", orchestration or worker delegation that implements changes.
sbh
Inspect disk pressure with SBH and run one explicitly authorized recovery action. Triggers: "check disk pressure", "run SBH".
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".
security
Run authorized repository security scans for vulnerabilities, dependency risk, secrets, and binary policy. Triggers: "security", "run repository security scans for", "security skill".
shared
Retired — its runtime-neutrality contract moved to docs/contracts/runtime-neutrality.md. Triggers: none — not routable.
skill-builder
Create a metadata-complete AgentOps skill source package, regenerate its derived projections, and check or repair structural hygiene in skill packages. Triggers: "create a skill", "scaffold skill", "absorb external skill", "new skill", "heal skill", "repair skill hygiene", "audit skill structure", "check skill package".
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 as a caller-selected software factory; keep its runtime state out of AgentOps verdicts. Triggers: "using flywheel", "agent flywheel".
using-gc
Operate a caller-selected Gas City 1.4 with upstream registry packs and native run-centered surfaces while keeping GC runtime state out of AgentOps verdicts. Triggers: "using gc", "gas city", "drive the mayor", "dispatch through gc".
validate
Freshly judge exact subject content against bead or caller acceptance, optionally persist verdict.v2 for a declared consumer, and stop. Triggers: "validate", "independently validate", "vibe".
workflow-builder
Scaffold an explicit one-shot workflow adapter without lifecycle authority. Triggers: "build a workflow adapter", "scaffold a one-shot workflow".
implement
Execute one bounded RED to GREEN experiment from bead or caller intent; return derived subject identity and check facts. Triggers: "implement", "build this plan", "run the experiment".
account-rotation
Switch a caller-selected coding-agent
agent-mail
Use Agent Mail as an optional messaging and
Agents (2)
Hooks (1)
Quality Score: 90/100
Details
- Author
- boshu2
- Repository
- boshu2/agentops
- Created
- 9 months ago
- Last Updated
- today
- Language
- Go
- License
- Apache-2.0