boshu2__agentops/docs/reference.md

AgentOps Reference

Deep documentation for AgentOps. For quick start, see README.

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The Pipeline

Stage	Skill	What It Does
Shift-left	/pre-mortem	Simulate failures BEFORE you write code
Execute	/crank	Orchestrate epic loop, dispatch /swarm for each wave
Execute	/swarm	Spawn fresh-context agents for parallel work
Validate	/council	Multi-model consensus (2-6 judges, cross-vendor, debate mode)
Gate	/vibe	Complexity analysis + council validation — must pass to merge
Learn	/post-mortem	Extract learnings to feed future sessions
Release	/release	Pre-flight, changelog, version bumps, tag — everything up to git tag

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Execution Model

/swarm, /crank, and /implement use runtime-native backends for parallel execution:

Property	How it works
Backends	Auto-detected at runtime: spawn_agent (Codex) → TeamCreate (Claude) → Task(run_in_background=true) (fallback). For headless cross-runtime execution, lib/scripts/team-runner.sh now lets Codex launch Codex or Claude workers from the same team spec.
Dependencies	None (runtime-native)
Context	Fresh per agent (team-per-wave)
Coordination	wait/SendMessage/TaskOutput + TaskList
Commits	Lead-only (workers blocked by hook)

The headless team backend preserves a shared worker artifact contract:

• team spec selects runtime: codex or runtime: claude
• both backends write the same lib/schemas/worker-output.json artifact
• Codex streams are watched by lib/scripts/watch-codex-stream.sh
• Claude streams are watched by lib/scripts/watch-claude-stream.sh

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Which Skill Should I Use?

You Want	Use	Why
Parallel tasks (fresh context each)	/swarm	Spawns agents, mayor owns the loop
Execute an entire epic	/crank	Orchestrates waves via /swarm until done
Single issue, full lifecycle	/implement	Claim → execute → validate → close
Gate progress without executing	/ratchet	Records/checks gates only

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The /vibe Validator

Not just "does it compile?" — does it match the spec?

Aspect	What It Checks
Semantic	Does code do what spec says?
Security	SQL injection, auth bypass, hardcoded secrets
Quality	Dead code, copy-paste, magic numbers
Architecture	Layer violations, circular deps, god classes
Complexity	Cyclomatic > 10, deep nesting
Performance	N+1 queries, unbounded loops, resource leaks
Slop	AI hallucinations, cargo cult, over-engineering
Accessibility	Missing ARIA, broken keyboard nav, contrast

Gate rule: 0 critical = pass. 1+ critical = blocked until fixed.

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Architecture

MAYOR (orchestrator)                AGENTS (executors)
--------------------                ------------------

/crank epic-123
  |
  +-> Get ready issues -----------> /swarm selects runtime backend per wave
  |                                   |
  +-> Create tasks ----------------> +-> Workers spawn as sub-agents/teammates
  |                                   |
  +-> Workers report completion <---- +-> Fresh context, execute atomically
  |     (via wait/message/output)     |
  +-> /vibe (validation gate)         +-> Return result via runtime channel
  |     |
  |     +-> PASS = progress locked (/ratchet)
  |     +-> FAIL = fix first
  |
  +-> Loop until DONE
  |
  +-> /post-mortem ----------------> .agents/learnings/
                                       |
NEXT SESSION                           |
------------                           |
auto-inject (hook) <-------------------+
  |
  +-> Starts with prior knowledge

Full Workflow Stages

INPUT: SPEC (from superpowers, SDD, or your workflow)
  └── Plan, issues, acceptance criteria

STAGE 1: PRE-MORTEM [validation gate]
  /pre-mortem → Simulate failures BEFORE implementing

STAGE 2: EXECUTE [orchestrated + fresh context]
  /crank → Autonomous loop
    └── /swarm → Parallel agents (fresh context each)

STAGE 3: VALIDATE [validation gate]
  /vibe → 8-aspect check, must pass to commit

STAGE 4: LEARN [compounding memory]
  /post-mortem → Extract learnings for next session

OUTPUT: LEARNINGS (feed your next spec)
  └── .agents/learnings/, .agents/patterns/

The Knowledge Flywheel

                    THE KNOWLEDGE FLYWHEEL

  SESSION START
  +------------------------------------+
  | auto-inject prior knowledge        |  <-- hook (automatic)
  +------------------+-----------------+
                     |
                     v
  +------------------------------------+
  | /pre-mortem   catch risks early    |  <-- you run this
  +------------------+-----------------+
                     |
                     v
  +------------------------------------+
  | /crank        parallel execution   |  <-- you run this
  |   +- /swarm   fresh-context agents |
  +------------------+-----------------+
                     |
                     v
  +------------------------------------+
  | /vibe         validation gate      |  <-- you run this
  +------------------+-----------------+
                     |
                     v
  +------------------------------------+
  | /post-mortem  extract learnings    |  <-- you run this
  +------------------+-----------------+
                     |
                     v
  SESSION END
  +------------------------------------+
  | auto-extract new learnings         |  <-- hook (automatic)
  +------------------+-----------------+
                     |
                     v
               .agents/  (local, git-ignored by default, compounds across sessions)
               |-- learnings/
               |-- patterns/
               |-- plans/
               +-- council/
                     |
                     +--------> next session starts here --------+
                                                                 |
                     +-------------------------------------------+
                     |
                     v
               (back to top)

For the science behind the flywheel, see knowledge-flywheel.md and the-science.md.

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Installation Options

Claude Code (Plugin + Marketplace, preferred)

# Add/update marketplace source
claude plugin marketplace add boshu2/agentops
claude plugin marketplace update agentops-marketplace

# Install/update plugin
claude plugin install agentops@agentops-marketplace
claude plugin update agentops

Per-Runtime Install (non-Claude plugin path)

# Codex CLI (installs the native plugin, archives stale raw mirrors when needed, then open a fresh session)
curl -fsSL https://raw.githubusercontent.com/boshu2/agentops/main/scripts/install-codex.sh | bash

# OpenCode
curl -fsSL https://raw.githubusercontent.com/boshu2/agentops/main/scripts/install-opencode.sh | bash

# Other agents (example: Cursor)
bash <(curl -fsSL https://raw.githubusercontent.com/boshu2/agentops/main/scripts/install.sh)
bash <(curl -fsSL https://raw.githubusercontent.com/boshu2/agentops/main/scripts/install.sh)

# Update all
bash <(curl -fsSL https://raw.githubusercontent.com/boshu2/agentops/main/scripts/install.sh)

CLI Install (enables hooks)

# macOS
brew tap boshu2/agentops https://github.com/boshu2/homebrew-agentops
brew install agentops

# Windows PowerShell
irm https://raw.githubusercontent.com/boshu2/agentops/main/scripts/install-ao.ps1 | iex

# Any OS with Go
go install github.com/boshu2/agentops/cli/cmd/ao@latest

# From your repo root: create `.agents/` + enable auto-hooks (Claude Code)
cd /path/to/your/repo
ao init --hooks
ao hooks test

Note: There's a known bug where plugin skills don't appear when pressing /. Skills still work — just type them directly.

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Tool Dependencies

The /vibe skill runs complexity analysis (radon/gocyclo) then spawns a /council validation with the code-review preset (error-paths, api-surface, spec-compliance). External linters and scanners are used when available. All tools are optional — missing ones are skipped gracefully.

Tool	Purpose	Install
gitleaks	Secret scanning	brew install gitleaks
semgrep	SAST security patterns	brew install semgrep
trivy	Dependency vulnerabilities	brew install trivy
gosec	Go security	go install github.com/securego/gosec/v2/cmd/gosec@latest
hadolint	Dockerfile linting	brew install hadolint
ruff	Python linting	pip install ruff
radon	Python complexity	pip install radon
golangci-lint	Go linting	brew install golangci-lint
shellcheck	Shell linting	brew install shellcheck

Quick install (recommended):

brew install gitleaks semgrep trivy hadolint shellcheck golangci-lint
pip install ruff radon

More tools = more coverage. But even with zero tools installed, the workflow still runs.

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CLI Reference

The ao CLI handles knowledge persistence with MemRL two-phase retrieval, confidence decay (stale knowledge ages out), and citation-tracked provenance so you can trace learnings back to the session that produced them.

ao quick-start --minimal  # Create .agents/ structure (or use /quickstart skill)
ao init --hooks           # Recommended: create `.agents/` + install minimal hooks
ao hooks install          # Hooks only (does not create `.agents/`)
ao hooks test             # Verify hooks are working
ao inject [topic]         # Load prior knowledge (auto at session start)
ao search "query"         # Search workspace session history plus repo-local knowledge
ao flywheel status        # Knowledge growth rate, escape velocity
ao metrics report         # Flywheel health dashboard
ao forge transcript       # Extract learnings from session transcripts
ao ratchet status         # RPI progress gates (Discovery → Implementation → Validation)
ao pool list              # Show knowledge by quality tier

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All Skills

Primary

Skill	Purpose
/pre-mortem	Simulate failures before coding
/crank	Autonomous epic execution (orchestrator; runs waves via /swarm)
/swarm	Parallel agents with fresh context (runtime-native backends)
/council	Multi-model consensus (validate, research, brainstorm)
/vibe	Complexity + council validation gate
/implement	Single issue execution
/post-mortem	Extract learnings
/research	Deep codebase exploration
/plan	Break goal into tracked issues
/release	Pre-flight, changelog, version bumps, tag
/ratchet	Progress gates that lock (Discovery → Implementation → Validation)
/beads	Git-native issue tracking

Additional

Skill	Purpose
/retro	Quick retrospective
/inject	Manually load prior knowledge
/knowledge	Query knowledge base
/bug-hunt	Root cause analysis
/complexity	Code complexity metrics
/doc	Documentation generation
/standards	Language-specific rules

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Troubleshooting

• Plugin skills don't show up when you press / in Claude Code: type the skill directly (e.g. /pre-mortem). (See the Claude Code issue.)
• ao not found: ensure it's on your PATH (which ao). For hook setup help, see cli/docs/HOOKS.md.