The library

selenium-automation · Complex browser workflows when Playwright lacks cross-browser support.

base · Automating database operations, forms, and report generation when ODB or embedded databases suit the use case better than CLI tools.

admob-isolation-audit · Enforcing third-party SDK isolation contracts as a pre-PR check when monetization changes risk breaching encapsulation.

code-connect-refresh · Keeping Figma-to-code bindings fresh when component APIs change frequently and drift is costly.

lumen-improvement-hunt · Prioritizing performance work when you need data-driven ranking instead of hunches.

generate-radio-ads · Rapidly iterating radio ad variants when you need fast copy-to-voice turnaround.

find-bugs · Quick automated bug-pattern scanning as a lightweight pre-PR gate.

nihil-maat · Auditing IA when information loss or findability drift is a concern.

pre-push-gate · Preventing non-compliant pushes to main when automated pre-flight is critical.

pre-publish-audit · Workflow for pre-publish-audit

finish-decomp-sonnet · Workflow for finish-decomp-sonnet

bug-hunt · Workflow for bug-hunt

generate-radio-part2 · Workflow for generate-radio-part2

ui-nitpick-audit · Workflow for ui-nitpick-audit

dev-pipeline · Workflow for dev-pipeline

mlx-movie-director-models-assistant · Workflow for mlx-movie-director-models-assistant

flux2-klein-character-profile-bench · Performance-sensitive character profile operations where latency matters

embed-clan-assets · Game/app packaging where clan-specific assets must be embedded at build time

fix-high-priority · Coordinating simultaneous backend (persistence, auth, upload) + frontend (UI, listeners) fixes.

loom-backlog-drain · Converting vague feature backlogs into shipped code with adversarial CR loop.

upgrade-deps · Safely evaluating major npm upgrades with risk tier classification and research.

responsecache-audit · Verifying spatie/laravel-responsecache correctness across routes.

recover-verify · Resuming interrupted multi-phase workflows safely.

review-fix-loop · Automated code review with structured feedback loops.

arc-release-audit · Multi-phase workflow execution with structured dispatch.

kotlin-idiom-review · Automated code review with structured feedback loops.

global-index-read-render · Multi-phase workflow execution with structured dispatch.

deep-audit-merge · Multi-phase workflow execution with structured dispatch.

code-quality-audit · Multi-phase workflow execution with structured dispatch.

marketing-brainstorm · Deep marketing research on niche products by parallelizing domain-specific investigations (Reddit, competitors, content, influencers, crypto channels).

dictionary-improvement-es-targeted · Growing word-game language coverage by systematically targeting known morphology gaps and colloquial vocabulary with dual-judge validation.

consolidate-stale-cache-readers · Automating consolidate stale cache readers workflows.

crossword-clue-craft · Automating crossword clue craft workflows.

view-kit-migration-analysis · Automating view kit migration analysis workflows.

loopy-ai-class-review · Automating loopy ai class review workflows.

reclaim-deferred · Sweeping a finite backlog of deferred decompilation targets with fresh tooling and codex reasoning to escape prior plateaus.

prototype · Starting a feature phase when you need instant knowledge synthesis from brain + code to ground the plan before implementation.

mlx-movie-director-sub-command-video-assistant · Idempotent setup of large LTX video generation model components that respects HF rate limits and resumes from failures.

memory-reconcile · Running memory-reconcile workflow with multi-phase verification and structured output.

asc-apply-round · Draining a queue of similar tasks (PRP extractions, inference applications) in parallel.

mini-research · When you need multi-phase orchestration with parallel agents across a complex workflow.

verify-findings-intrinsic · When you need multi-phase orchestration with parallel agents across a complex workflow.

simplify · Detecting hidden reuse opportunities and efficiency bugs across changed code in one pass.

pipeline-review · Processing batches of items through concurrent, scoped review stages with per-item result collection.

lens-debate · Workflow pattern automation: lens-debate.

verify-theory · Workflow pattern automation: verify-theory.

driver-gate-g2 · Workflow pattern automation: driver-gate-g2.

claude-dedup-cluster-review · Processing batches of items through concurrent, scoped review stages with per-item result collection.

readme-gen · Workflow pattern automation: readme-gen.

vjs-court-of-appeal · Workflow pattern automation: vjs-court-of-appeal.