boshu2
UserThe operational layer for coding agents. Memory, validation, and feedback loops that compound between sessions.
Categories
Indexed Skills (115)
scope
Hard-block edits outside declared frozen directories via PreToolUse hook.
validate
Produce PASS/WARN/FAIL verdicts for artifacts, plans, code, PRs, or gates.
beads-workflow
Use when converting markdown plans into br beads with dependencies for implementation or swarm execution.
caam
Use when switching AI coding CLI accounts quickly to recover from subscription rate limits or OAuth friction.
cass-memory
Use when starting non-trivial work, mining lessons, or preventing repeated mistakes with cm procedural memory.
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.
cc-hooks
Configure Claude Code hooks for PreToolUse, PostToolUse, Stop, Notification. Use when blocking commands, auto-formatting, custom permissions, or writing hooks.
dcg
Handle blocked destructive commands. Use when dcg blocks rm -rf, git reset --hard, DROP DATABASE, kubectl delete, or when configuring agent safety guardrails.
gcloud
Google Cloud Platform CLI - manage GCP resources. Use when working with Compute Engine, Cloud Run, GKE, Cloud Functions, Storage, BigQuery, or other GCP services.
gh-actions
Use when creating GitHub Actions workflows, release automation, checksums, signing, or CI/CD.
gh-cli
GitHub CLI (gh) for repos, issues, PRs, actions, releases. Use when working with GitHub or running gh commands.
gh-triage-ru
GitHub issue/PR triage via ru and gh. Use when processing issues, closing PRs (no-contributions policy), or bulk triage. Independent verification required.
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.
planning-workflow
Comprehensive markdown planning methodology for software projects. Use when starting a new project, creating implementation plans, or refining architecture before coding.
rch
Use when offloading slow builds to remote workers or recovering RCH worker, hook, SSH, sync, or disk issues.
repeatedly-apply-skill
Use when applying a skill repeatedly with progressive deepening for iterative improvement.
research-software
Research software tools via source code, GitHub, web. Use when creating skills, learning new tools, finding undocumented features, or bleeding-edge patterns.
ru-multi-repo-workflow
Use when using ru for multi-repo commits, sync, GitHub review, or maintenance automation.
sbh
Disk-pressure defense for AI coding workloads. Use when: disk full, low space, ballast, cleanup, scan artifacts, emergency, sbh daemon, sbh status.
ssh
Use when configuring SSH access, keys, tunnels, host diagnostics, or safe remote command workflows.
system-performance-remediation
Use when restoring machine responsiveness from high CPU, memory, IO, cache, or runaway process pressure.
ubs
Use when reviewing code with UBS for bugs, security issues, AI-generated quality, or pre-commit checks.
vibing-with-ntm
Use when tending NTM agent swarms, unsticking panes, handling rate limits, or coordinating convergence.
casr
Resume sessions across Claude Code, Codex, Gemini, and other providers when switching agents or migrating active chat history.
multi-model-triangulation
Cross-validate decisions using multiple AI models (Codex, Gemini, Grok). Use when "get a second opinion", evaluating approaches, or high-stakes decisions.
process-triage
Use when diagnosing runaway processes with the pt wrapper and choosing safe remediation.
using-agentops
Meta skill explaining the AgentOps operating model. Hook-capable runtimes inject it at session start; Codex uses it through the explicit startup fallback. Covers bookkeeping, validation, primitives, flows, the RPI lifecycle, and the skill catalog.
oss-docs
Scaffold and audit OSS documentation packs for open source projects. Triggers: "add OSS docs", "setup contributing guide", "add changelog", "prepare for open source", "add AGENTS.md", "OSS documentation".
pr-plan
Plan an open source PR contribution. Takes pr-research output and produces scope, acceptance criteria, and risk assessment. Triggers: "pr plan", "contribution plan", "plan PR", "plan contribution".
pr-research
Upstream codebase exploration for open source contribution. Outputs contribution guidelines, PR patterns, and maintainer expectations. Triggers: "pr research", "upstream research", "contribution research", "explore upstream repo".
pr-retro
Learn from PR outcomes. Analyzes accept/reject patterns and updates contribution lessons. Triggers: "pr retro", "learn from PR", "PR outcome", "why was PR rejected", "analyze PR feedback".
pr-validate
PR-specific validation: isolation, upstream alignment, quality, scope creep. Triggers: "validate PR", "pr validation", "check PR scope", "scope creep check", "isolation check".
pre-mortem
Validate a plan or spec before implementation using multi-model council. Answer: Is this good enough to implement? Triggers: "pre-mortem", "validate plan", "validate spec", "is this ready".
product
Interactive PRODUCT.md generation. Interviews you about mission, personas, value props, and competitive landscape, then generates a filled-in PRODUCT.md. Triggers: "product", "create product doc", "product definition", "who is this for".
provenance
Trace knowledge artifact lineage and sources. Find orphans, stale citations. Triggers: "where did this come from", "trace this learning", "knowledge lineage".
push
Test, commit, and push in one atomic workflow. Runs Go and Python tests, commits with conventional message, pushes to current branch.
quickstart
New user onboarding. Detect setup, explain what AgentOps does, give one next action. Under 30 seconds. Triggers: "quickstart", "get started", "onboarding", "how do I start".
ratchet
Brownian Ratchet progress gates for RPI workflow. Check, record, verify. Triggers: "check gate", "verify progress", "ratchet status".
readme
Generate a gold-standard README for any project. Interviews you about the problem, generates a draft following battle-tested patterns, then council-validates it. Triggers: "readme", "write readme", "generate readme", "improve readme", "rewrite readme".
recover
Post-compaction context recovery. Detects in-progress RPI and evolve sessions, loads knowledge, shows recent work and pending tasks. In Codex, it also prefers the explicit hookless lifecycle path. Triggers: "recover", "lost context", "where was I", "what was I working on".
red-team
Persona-based adversarial validation. Probes whether docs and skills actually work when someone with constraints tries to use them. Spawns context-restricted agents that attempt real tasks, then consolidates findings via council. Triggers: "red-team", "red team", "adversarial test", "persona test", "can someone use this", "usability test", "zero-context test".
refactor
Safe, verified refactoring with regression testing at each step. Identify targets, plan transformation, execute incrementally. Triggers: "refactor", "restructure", "extract", "rename", "move", "simplify", "reduce complexity", "clean up", "decompose".
release
Release your software. Pre-flight validation, changelog generation, version bumps, release commit, tag, curated release notes. Boundary: everything up to the git tag. Triggers: "release", "cut a release", "prepare release", "release check".
research
Deep codebase exploration. Triggers: research, explore, investigate, understand, deep dive, current state.
retro
Quick-capture a learning. For full retrospectives, use $post-mortem. Trigger phrases: "quick learning", "capture lesson", "retro quick".
reverse-engineer-rpi
Reverse-engineer a product into a feature catalog, code map, and specs. Uses RPI-style loop with verification gates. Triggers: “reverse engineer”, “catalog features”, “feature inventory”, “code map”, “docs to code mapping”, “binary analysis”.
review
Review incoming PRs, agent-generated changes, or diffs. Structured review with security, correctness, performance, and maintainability checks. Triggers: "review", "review PR", "review changes", "code review", "review this PR", "review agent output", "check this diff".
rpi
Full RPI lifecycle orchestrator. Delegates to $discovery, $crank, $validation phase skills. One command, full lifecycle with complexity classification, --from routing, and optional loop. Triggers: "rpi", "full lifecycle", "research plan implement", "end to end".
scaffold
Project scaffolding, component generation, and boilerplate setup. Triggers: "scaffold", "new project", "init project", "create project", "generate component", "setup project", "starter", "boilerplate".
security-suite
Composable security suite for binary and prompt-surface assurance, static analysis, dynamic tracing, repo-native redteam scans, contract capture, baseline drift, and policy gating. Triggers: "binary security", "reverse engineer binary", "black-box binary test", "behavioral trace", "baseline diff", "prompt redteam", "security suite".
security
Continuous repository security scanning and release gating. Triggers: "security scan", "security audit", "pre-release security", "run scanners", "check vulnerabilities".
shared
Shared reference documents for multi-agent skills (not directly invocable)
standards
Language-specific coding standards and validation rules. Provides Python, Go, Rust, TypeScript, Shell, YAML, JSON, and Markdown standards. Auto-loaded by $vibe, $implement, $doc, $bug-hunt, $complexity based on file types.
status
Single-screen dashboard showing current work, recent validations, flywheel health, and suggested next action. Triggers: "status", "dashboard", "what am I working on", "where was I".
trace
Trace design decisions and concepts through session history, handoffs, and git. Triggers: "trace decision", "how did we decide", "where did this come from", "design provenance", "decision history".
update
Reinstall all AgentOps skills globally from the latest source. Triggers: "update skills", "reinstall skills", "sync skills".
validation
Full validation phase orchestrator. Vibe + post-mortem + retro + forge. Reviews implementation quality, extracts learnings, feeds the knowledge flywheel. Triggers: "validation", "validate", "validate work", "review and learn", "validation phase", "post-implementation review".
vibe
Comprehensive code validation. Runs complexity analysis then multi-model council. Answer: Is this code ready to ship? Triggers: "vibe", "validate code", "check code", "review code", "code quality", "is this ready".
curate
Mine agent work into durable knowledge.
autodev
Run autodev.
council
Run multi-judge consensus.
design
Validate product fit before discovery.
bootstrap
Initialize AgentOps project files.
brainstorm
Separate goals from implementation.
bug-hunt
Investigate bugs and root causes.
codex-team
Coordinate multiple Codex agents.
compile
Compile .agents knowledge wiki.
complexity
Find focused refactor hotspots.
converter
Convert AgentOps skill formats.
deps
Audit dependency risks and updates.
discovery
Create dense execution packets.
doc
Generate and validate repo docs.
evolve
Run autonomous improvement loops.
flywheel
Check knowledge flywheel health.
forge
Mine transcripts into learnings.
goals
Maintain AgentOps goals.
grafana-platform-dashboard
Validate OpenShift Grafana dashboards.
handoff
Write compact session handoffs.
harvest
Promote .agents knowledge.
heal-skill
Repair skill hygiene.
implement
Implement one tracked issue.
inject
Load relevant .agents context.
knowledge-activation
Activate mature .agents knowledge.
openai-docs
Use official OpenAI docs.
perf
Profile and optimize hotspots.
plan
Decompose goals into issue plans.
post-mortem
Review completed work and learn.
pr-implement
Implement a scoped OSS PR.
pr-prep
Prepare PR commits and body.
domain
Shared agent-work vocabulary.
automation-shape-routing
Run automation shape routing.
burndown
Drive a finite epic set to all-merged, then stop.
hooks-authoring
Author AgentOps runtime hooks.
llm-wiki
Build external-knowledge wikis.
agent-mail
Use Agent Mail from Codex for file leases, notifications, inboxes, and conflict prevention.
beads
Track bd issues and dependencies for Codex agents. Triggers: "beads", "bd", "track issue", "create task", "find work", "ready issues".
crank
Hands-free epic execution for Codex using wave-based sub-agents and lead-side validation. Triggers: "crank", "run epic", "execute epic", "run all tasks", "hands-free execution", "crank it".
scenario
Author and manage holdout scenarios for behavioral validation. Scenarios are stored in .agents/holdout/ where implementing agents cannot see them. Triggers: "$scenario", "holdout", "behavioral scenario", "create scenario", "list scenarios".
swarm
Spawn isolated Codex sub-agents for parallel task execution using the current runtime primitives. Triggers: "swarm", "spawn agents", "parallel work", "run in parallel", "parallel execution".
dream
Retired pointer — out-of-session compounding moved to the substrate (NTM + MCP + managed-agents).
Showing top 100 of 115 skills by quality score. Browse the full catalog at /browse.
Bio shown is the top-scored skill's repo description as a fallback — real GitHub bios land in a future update.