requesting-code-review
Use when completing tasks, implementing major features, or before merging to verify work meets requirements - dispatches reviewing-code subagent to review implementation against plan or requirements before proceeding
researching-web-sources
Systematically researches topics using web search with source verification. Use when investigating unfamiliar technologies, gathering current information, or verifying technical claims.
reviewing-code
Conducts systematic code review with quality checks, architectural verification, and actionable feedback. Use when reviewing pull requests, code changes, or ensuring code quality standards.
running-tests
Executes test suites with proper error reporting and failure analysis. Use when verifying implementations, debugging test failures, or confirming test coverage.
running-workflows
Launches workflow engine runs in the background, monitors progress via session files, and reports status. Use when running spec-implementation workflows or any workflow engine invocation.
setting-up-git-hooks
Configures git hooks for automated testing, linting, and quality enforcement. Use when initializing projects, establishing quality gates, or preventing commit/push errors.
sharing-skills
Use when you've developed a broadly useful skill and want to contribute it upstream via pull request - guides process of branching, committing, pushing, and creating PR to contribute skills back to upstream repository
testing-skills-with-subagents
DEPRECATED - Use writing-skills instead. This functionality has been consolidated into writing-skills which now contains both skill creation and testing methodology.
tracing-root-causes
Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack, adding instrumentation when needed, to identify source of invalid data or incorrect behavior
updating-wrangler
Update the wrangler plugin to the latest version by clearing all caching layers. Use when user says "update yourself", "update wrangler", or after pushing changes to the wrangler repo.
updating-git-hooks
Updates existing git hook configurations for new requirements or tool changes. Use when hook requirements change, adding new quality checks, or modifying test commands.
using-git-worktrees
Use when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees with smart directory selection and safety verification
validating-roadmaps
Validates roadmap completeness, phase coherence, and alignment with constitution. Use when creating roadmaps, reviewing planning documents, or ensuring strategic consistency.
verifying-before-completion
Use when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming output before making any success claims; evidence before assertions always
verifying-governance
Validates governance file completeness, format compliance, and metric accuracy. Use when auditing governance health, after bulk changes, or ensuring documentation integrity.
writing-plans
Use when design is complete and you need detailed implementation tasks - creates tracked MCP issues with exact file paths, complete code examples, and verification steps. Optional reference plan file for architecture overview.
writing-skills
Creates and refines agent skills using TDD methodology with pressure testing and rationalization detection. Use when creating new skills, editing existing skills, testing skills with pressure scenarios, or verifying skills work before deployment.
writing-specifications
Use when creating technical specifications for features, systems, or architectural designs. Creates comprehensive specification documents using the Wrangler MCP issue management system with proper structure and completeness checks.
docusaurus-style
Provides comprehensive guidelines for writing and formatting MDX content, frontmatter, and Docusaurus-specific components for the Physical AI & Humanoid Robotics textbook.
exercise-patterns
Structure for creating hands-on exercises in the Physical AI textbook.
frontend-architect
Build production-grade UI/UX with React (Next.js, Docusaurus), CSS architecture (Tailwind, Modules, Global), animations, theming, performance optimization, state management, and testing. Use when creating React components, building layouts, refactoring CSS, implementing animations, auditing accessibility, optimizing performance, setting up state management, or writing component tests.
isaac-patterns
NVIDIA Isaac Sim and Isaac ROS integration patterns for Physical AI applications.
ros2-code-example-writer
Generate working Python/rclpy code examples for Physical AI & Humanoid Robotics textbook with tier-specific variants (Simulation/Jetson/Robot).
ros2-standards
Authoritative guidelines for writing production-grade ROS 2 (Humble) Python 3.11+ code (leveraging 3.12+ features where compatible) for Physical AI applications.
sim-to-real
Provides guidelines and principles for bridging the gap between simulated robotics environments and real-world hardware deployment in Physical AI.
vla-patterns
Vision-Language-Action model integration patterns for cognitive robotics with ROS 2.
building-apple-platform-products
Builds, tests, archives, and deploys Swift packages and Xcode projects for Apple platforms. Use when running xcodebuild, swift build, swift test, xcrun simctl, xcrun devicectl, or any xcrun developer tool. Covers project discovery, simulator management, physical device deployment, code signing, profiling, distribution, and binary inspection.
training-hub
Fine-tune LLMs using Red Hat training-hub library with SFT, LoRA, and OSFT algorithms. Use when preparing JSONL datasets, running training jobs, configuring hardware, scaling to clusters, evaluating models, or deploying with vLLM.
ailang-debug
Debug AILANG code errors. Use when you encounter type errors, parse errors, or runtime failures in AILANG programs.
ailang-inbox
Cross-agent communication system with semantic search and GitHub sync. Check messages, find similar content, deduplicate, and sync with GitHub Issues for AI workflows across sessions.
ailang
Write AILANG code. ALWAYS run 'ailang prompt' first - it contains the current syntax rules and templates.
design-doc-creator
Create AILANG design documents in the correct format and location. Use when user asks to create a design doc, plan a feature, or document a design. Handles both planned/ and implemented/ docs with proper structure.
sprint-executor
Execute approved sprint plans with test-driven development, continuous linting, progress tracking, and pause points. Supports parallel milestone execution via Task sub-agents. Use when user says "execute sprint", "start sprint", or wants to implement an approved sprint plan.
sprint-planner
Analyze design docs, calculate velocity from recent work, and create realistic sprint plans with day-by-day breakdowns. Use when user asks to "plan sprint", "create sprint plan", or wants to estimate development timeline.
website-builder
Build and refine websites from user briefs received via ailang messages. Use when the website-builder inbox has unread messages, or when the user asks to build/update a website.
architecture-case-study
Use when studying the architecture of an open-source codebase for the case-study series — "case study", "architecture study", "study how X is built", adding a subject under ~/devel/case-studies. Not for reviewing our own projects' code.
commit-decomposition
Use when breaking one or more oversized git commits into a series of logical commits — "decompose this commit", "break up this history", "atomic commits for this range". Lead-orchestrated - fresh subagent per patch, diff-parity gate, state file as cursor.
consulting-agents
Use when you need information you don't have, expertise outside your comfort zone, or a single fresh perspective on code — even if you think you already know the answer. Also triggered by "I'm not sure about", "what's the best approach", "second opinion", "research how X works", or any need for discovery, expertise, or review. For multi-perspective reviews where agents discuss and converge, use design-meeting instead. NOT for implementation delegation (see subagent-driven-development).
evidence-and-claims
Use when performing investigative work that produces reports or analysis for others to verify — root cause analysis, bug investigation, crash analysis, sosreport analysis, or any task making factual claims about system behavior. Also triggered by "investigate", "root cause", "analyze", "RCA", "figure out why", "what's causing", "track down", "write a report", "write up findings", "document what you found". Do NOT activate for quick lookups, code reviews, implementation tasks, or design work.
git-anchoring
Use before any git surgery — history rewriting, commit decomposition, rebase-heavy work, or any task that moves refs around. Establishes anchor refs, on-disk state, and worktree isolation so work cannot be orphaned and any fresh context can re-orient. Also use when recovering seemingly lost commits.
grill-me
Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me".
interactive-rebase
Use when you need to amend a non-HEAD commit in git history without an interactive editor — automates rebase via fixup, autosquash, and GIT_SEQUENCE_EDITOR=true
project-insights
Generate a Claude Code usage-insights report for a single project by analyzing its session transcripts. Use when the user wants per-project insights, a session-history retrospective, "what have I been doing in this repo", or a homegrown/markdown version of the built-in /insights. Mirrors the built-in /insights pipeline (per-session facet extraction -> aggregate facets -> at-a-glance) but scoped to one project and emitting markdown.
retro
Use when Jerry asks for a retrospective, a weekly review, a summary of the past week's work, or "what kept getting in our way"; also when /wakey reports a retro is due.
sandbox-research
Run a research task in an isolated sandbox container with deterministic + semantic validation, retry-on-block (max 2 retries), and auto-archival to the research-vault. Use when the user asks to "research X with the sandbox", invokes /sandbox-research, or wants a structured research artifact rather than ad-hoc browsing.
stgit-stack-editing
Use when amending, reordering, or splitting commits in an in-progress patch series — especially fixing reviewer findings inside the offending commit instead of stacking fixup commits. Stacked Git (stg) alternative to interactive-rebase.
sync-devcontainer
Sync a project's .devcontainer/ files with the canonical template at ~/.claude/scratchpad/devcontainer-template/, or scaffold a new .devcontainer/ from the template. Triggers on /sync-devcontainer with optional arguments — no args (current project), <path> (specific project), or 'all' (sweep ~/devel/*).
using-claude-design
Use when creating or iterating on a design in a claude.ai/design project via the claude-design MCP server, before calling any mcp__claude-design__ tools.
writing-rubrics
Use when creating an evaluator or judge prompt for agent outputs — a rubric, scoring scheme, quality score, acceptance criteria for a generate-critique-revise loop, or a Workflow verify stage. Also use when an existing loop shows scores rising without real improvement, a judge growing lenient across iterations, or a request for "one overall score" or "give the judge the full conversation".
antiquities-extractor
Extract and structure data from documents about the illegal antiquities trade, including dealers, collectors, artifacts, locations, and relationships. Use when processing news reports, academic articles, legal documents, encyclopedia entries, or research materials pertaining to looted artifacts, antiquities trafficking, provenance research, or cultural heritage crimes. Returns structured JSON with entities (persons, organizations, artifacts, locations) and their relationships.
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