The library

wf-grill · Use when you need a structured wf grill workflow.

agent-daily-digest · Use when you need a structured agent daily digest workflow.

dashboard · Use when you need a structured dashboard workflow.

adversarial-verify · Use when you need a structured adversarial verify workflow.

dependency-audit · Use when you need a structured dependency audit workflow.

multica-layout-review · Use when you need a structured multica layout review workflow.

research · Use when you need a structured research workflow.

snake-script-bestofn-r1 · Minimizing compiled Svelte component size while maintaining correctness across diverse implementation strategies.

validate-translations · Fleet-reviewing translations at scale with consistent criteria and rework categorization.

glossary-extract · Extracting domain terminology from curated pairs while normalizing and deduplicating.

evolve-understand · Mapping current state of a codebase across multiple facets before design decisions.

layer1-classify · Initial categorical bucketing of items before detailed processing.

mishkan-sprint-close · Closing sprints with task completion audit and next-phase handoff.

driver-catalog-first-g1 · First-pass cataloging of driver entities with schema conformance.

playlist-subs-batch · Batch subscription management with parallel confirmation and state sync.

ccgp-paper · Synthesizing research papers from sourced content with citations.

qa-weekly · Running standardized QA weekly with regression detection and reporting.

layer2-extract · Deep extraction and classification after layer-1 initial bucketing.

skill-audit-remediate · Apply bulk skill remediation when decisions span multiple files and lane isolation is guaranteed.

monograph · Write a long-form technical document when depth, consistency, and multi-phase writing are required.

repo_review · Review a code change for bugs and design issues when structured findings and effort levels matter.

sganit-production-hardening · Harden a production system when systematic audit and controlled rollout are required.

verify-classify · Fact-check a claim when credibility and source tracing matter.

casebook-boundaries · Establish a boundary rule when precedent and edge-case analysis are critical.

allergen-multispecies · Merge allergen data across species when conflict resolution and taxonomy consistency are needed.

forge-check-ui · Audit UI components when design consistency and accessibility compliance both matter.

meeting-prep-research · Prepare for a meeting when rapid research and personalized briefing matter.

allergen-classify-misses · Multi-pass allergen data cleanup when rules are complex and precision matters over speed

translate-rework · Bulk game localization when idiom fidelity + formatting preservation are non-negotiable

gc-build-sections · Parallel page section development when design system is immutable + ten builders can work simultaneously

bench-s4-parallel-2stage · Measuring wall-clock cost of serialization barriers vs pipelined concurrency

stamina-dispatch · Deterministic dispatch orchestration when you need role-diverse review with a procedural verdict, not a human gate

allergen-completeness · Final completeness pass over rejected rows when regex false-negatives are a known risk

tournament · Strategy selection when solution space is open-ended and head-to-head beats rubric scoring

review-changes · Quick lightweight review when changes are small + reasoning-only suffices

nvptx-author-fixes · Compiler bug fixing when root cause is documented + one-off minimal edits suffice (not redesigns)

sdlc-review-team · Deterministic multi-role PR review when you want procedural routing but human retains merge gate

sdlc-prd-sharding · Parallel PRD analysis when sections are truly independent + worktree overhead is acceptable

docs-reader-personas · Persona extraction when docs are rich + you want diverse concurrent reads with deterministic aggregation

metal-trait-bridge-removal · Rust-specific refactoring when manual trait bridge removal is tedious + well-scoped

gc-review-fidelity · QA pass after section build when pixel-perfect fidelity is required

cadence-report-repair · Report synthesis when logs are noisy + visual defects must be auto-repaired

translate-round2 · Translation refinement when round-1 coverage is ~95% but edge cases need manual TLC

verify-council · Verification when author needs raw multi-lane input + bears adjudication burden themselves

loop-until-dry · Open-ended discovery when you need to loop until exhaustion + K is user-configurable

customer-feedback-theme-extractor · Bulk customer feedback analysis when you want quick theme extraction + ranking by frequency

retro-audit-engine · Continuous monitoring of sprint health through multi-lens transcript audit when retro findings need adversarial validation.

finish-track · Graduate-level monographs on statistical/mathematical topics where step-by-step derivations and honest real-world examples are mandatory.

migdal-infra-change · Non-trivial infrastructure changes (network, IAM, scaling) where blast-radius analysis spans design, systems, devops, observability, and health.

fanout · Batched parallel work where cost/quota capping is required and partial-failure detection is needed.