agentops
v3.5.0The operations layer for agentic engineering: portable skills and evidence contracts connecting intent, coding agents, software factories, and independent judgment.
417updated 22 hours ago
Source
git clone https://github.com/boshu2/agentopsClone the source, then follow the repository's marketplace instructions for your runtime. The repository root is the plugin root.
Layout
├── .codex-plugin/plugin.json├── .claude-plugin/plugin.json├── skills/account-rotation/SKILL.md├── skills/agent-mail/SKILL.md├── skills/agent-native/SKILL.md├── skills/agy-native/SKILL.md├── skills/automation-shape-routing/SKILL.md├── skills/bootstrap/SKILL.md├── skills/cass/SKILL.md├── skills/cc-hooks/SKILL.md├── skills/codebase-recon/SKILL.md├── skills/codex-exec/SKILL.md├── skills/converter/SKILL.md├── skills/council/SKILL.md├── skills/craft-goal/SKILL.md├── skills/dcg/SKILL.md├── skills/doc/SKILL.md├── skills/domain/SKILL.md├── skills/fitness/SKILL.md├── skills/goals/SKILL.md├── skills/handoff/SKILL.md├── skills/idea-genie/SKILL.md├── skills/implement/SKILL.md├── skills/learn/SKILL.md├── skills/ms/SKILL.md├── skills/ntm/SKILL.md├── skills/operationalize/SKILL.md├── skills/pattern-mining/SKILL.md├── skills/plan/SKILL.md├── skills/postmortem/SKILL.md├── skills/premortem/SKILL.md├── skills/product/SKILL.md├── skills/rch/SKILL.md├── skills/reality-check/SKILL.md├── skills/refactor/SKILL.md├── skills/research/SKILL.md├── skills/reverse-engineer/SKILL.md├── skills/rpi/SKILL.md├── skills/sbh/SKILL.md├── skills/scaffold/SKILL.md├── skills/scope/SKILL.md├── skills/security/SKILL.md├── skills/shared/SKILL.md├── skills/skill-builder/SKILL.md├── skills/standards/SKILL.md├── skills/status/SKILL.md├── skills/swarm/SKILL.md├── skills/test/SKILL.md├── skills/toil-mining/SKILL.md├── skills/using-flywheel/SKILL.md├── skills/using-gc/SKILL.md└── skills/validate/SKILL.md
Skills50
Switch a caller-selected coding-agent account and report the observed identity. Triggers: "switch account", "rotate coding-agent account".
Use Agent Mail as an optional messaging and file-reservation adapter for explicitly coordinated writers. Triggers: "coordinate writers", "reserve files".
Operate explicit orchestrator, implementer, validator, and scribe roles through a caller-selected agent runtime. Triggers: "agent-native factory", "role-shaped agent panes", "persistent workers".
Use an explicitly selected AGY runtime for one provided packet or fresh validator context. Triggers: "agy", "antigravity", "AGY evidence".
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".
Initialize minimal AgentOps documentation and verdict storage without taking over repository workflow. Triggers: "bootstrap AgentOps", "initialize AgentOps docs".
Mine past agent sessions for working prompts, decisions, and patterns (session archaeology). Triggers: "cass", "mine past agent sessions for", "cass skill".
Configure default Claude Code enforcement hooks and opt-in guard recipes. Triggers: "cc-hooks", "configure Claude Code hooks", "install hooks".
Reconstruct a repository as cited entry-to-test flows and bounded claims. Triggers: "codebase recon", "trace this codebase", "repository audit", "refresh the prior recon".
Run one caller-supplied Codex command non-interactively and capture evidence. Triggers: "run Codex headless", "capture Codex evidence".
Convert AgentOps skill formats. Triggers: "converter", "convert agentops skill formats.", "converter skill".
Collect independent perspectives for an explicitly high-stakes or contested judgment. Triggers: "council", "multi-judge review", "independent perspectives".
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.)
Handle blocked destructive commands and configure agent safety guardrails. Triggers: "dcg", "handle a DCG block", "configure agent safety guardrails".
Generate and validate repo docs, READMEs, and OSS doc packs. Triggers: "doc", "generate and validate repo docs", "doc skill".
Load the AgentOps language and bounded-context contracts when a term needs precise meaning. Triggers: "define this domain term", "check the bounded context".
Measure declared project fitness goals without recommending or applying work. Triggers: "fitness", "check project fitness", "measure goals".
Compatibility alias — renamed to fitness. Use fitness to measure declared project fitness goals. Triggers: "goals" (deprecated).
Write compact caller-authored session evidence without choosing continuation. Triggers: "handoff", "write compact session handoff".
Generate evidenced opportunities or challenge an idea with sealed perspectives. Triggers: "idea genie", "what should we build", "challenge this idea", "compare proposals".
Execute one bounded RED to GREEN experiment from bead or caller intent; return derived subject identity and check facts. Triggers: "implement", "implement this bead", "run the experiment". Full plan-to-validation requests route to rpi.
Optionally analyze collections of durable verdicts for recurring evidence after the critical path. Triggers: "learn from verdicts", "mine validation history".
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".
Use NTM as an optional pane adapter for caller-supplied roles and commands. Triggers: "ntm", "tmux panes", "ntm robot state".
Distill repeated, evidence-backed expertise into a proposed skill, check, reference, or workflow artifact. Triggers: "operationalize this", "turn this expertise into a reusable capability".
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".
Shape or refine the existing bead or caller intent without a second planning artifact. Triggers: "plan", "discover and plan", "shape this goal", "plan manifest".
Optionally test a retrospective causal question against durable verdict evidence. Triggers: "postmortem", "causal retrospective", "test a retrospective hypothesis".
Optionally challenge a frozen plan with one fresh independent judge before implementation. Triggers: "premortem", "challenge this plan", "what could make this plan fail".
Create or refine PRODUCT.md while separating evidence, aspiration, users, value, and non-goals. Triggers: "product", "create PRODUCT.md", "product boundary".
Use RCH once to offload a build or collect remote-compilation diagnostics. Triggers: "use RCH", "offload this build".
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".
Execute one behavior-preserving structural transformation and report evidence. Triggers: "refactor this", "simplify without changing behavior".
Answer a bounded question with current cited evidence. Triggers: "research", "investigate this question", "find evidence". (Investigating a repository routes to codebase-recon.)
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".
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.
Inspect disk pressure with SBH and run one explicitly authorized recovery action. Triggers: "check disk pressure", "run SBH".
Stamp a bounded project, component, or CI scaffold and verify the generated result once. Triggers: "scaffold", "create project component or boilerplate".
Review the bead or caller intent write scope for completeness and ambiguity. Triggers: "review write scope", "check scope boundaries", "scope this change".
Run authorized repository security scans for vulnerabilities, dependency risk, secrets, and binary policy. Triggers: "security", "run repository security scans for", "security skill".
Retired — its runtime-neutrality contract moved to docs/contracts/runtime-neutrality.md. Triggers: none — not routable.
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".
Load only the standards relevant to a caller-supplied change, then report concrete findings. Triggers: "check standards", "which standards apply".
Report observable AgentOps evidence without selecting work. Triggers: "status", "show AgentOps status".
Dispatch explicit disjoint packets exactly once through a caller-selected executor. Triggers: "swarm", "dispatch disjoint packets", "parallel explicit tasks".
Generate tests and coverage plans. Triggers: "test", "generate tests and coverage plans.", "test skill".
Mine caller-supplied usage history for repeated toil and emit ranked evidence. Triggers: "mine toil", "find repeated operational work".
Operate the Agentic Coding Flywheel as a caller-selected software factory; keep its runtime state out of AgentOps verdicts. Triggers: "using flywheel", "agent flywheel".
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".
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".
Manifests2
{
"name": "agentops",
"version": "3.5.0",
"description": "The operations layer for agentic engineering: portable skills and evidence contracts connecting intent, coding agents, software factories, and independent judgment.",
"skills": "./skills-codex",
"interface": {
"displayName": "AgentOps",
"shortDescription": "The operations layer for agentic engineering.",
"longDescription": "AgentOps connects intent, coding agents, software factories, context sources, and independent judgment through portable skills and evidence contracts. Codex shapes one behavior, runs one bounded implementation experiment, validates the exact result from fresh context, and can persist a durable verdict. Git, CI, retries, queues, and delivery remain caller-owned.",
"developerName": "AgentOps",
"category": "Productivity",
"capabilities": [
"Skills"
],
"defaultPrompt": [
"Use AgentOps Plan to define one behavior and its evidence.",
"Use AgentOps Implement for one bounded RED to GREEN experiment.",
"Use AgentOps Validate from fresh context to judge the exact candidate."
]
}
}{
"name": "agentops",
"version": "3.5.0",
"description": "The operations layer for agentic engineering: portable skills and evidence contracts connecting intent, coding agents, software factories, and independent judgment.",
"author": {
"name": "Boden Fuller",
"email": "fullerbt@users.noreply.github.com"
},
"homepage": "https://github.com/boshu2/agentops",
"repository": "https://github.com/boshu2/agentops",
"license": "Apache-2.0",
"keywords": [
"operations-layer",
"devops",
"vibe-coding",
"shift-left",
"validation",
"coding-agents",
"pre-mortem",
"vibe-check",
"workflow",
"skills",
"ao-cli"
]
}