The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
● works · ● untested / no effect · ● hurts — every rank is measured against a no-skill baseline
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Generate design system documentationworkflowProductEngineeringL2
code-connect-refresh · Keeping Figma-to-code bindings fresh when component APIs change frequently and drift is costly.
Design options with adversarial critiqueworkflowProductL3
design-options-panel · Exploring design direction space quickly when you need human feedback on multiple coherent options simultaneously.
Hunt bugs and improvements with verificationworkflowEngineeringL2
lumen-improvement-hunt · Prioritizing performance work when you need data-driven ranking instead of hunches.
Build features in parallel review lanesworkflowEngineeringL3
team-build · Automating team hiring workflows when your recruiting funnel is repeatable and roles are standardized.
Generate parody radio ads at scaleworkflowMarketingL2
generate-radio-ads · Rapidly iterating radio ad variants when you need fast copy-to-voice turnaround.
Implement and review code concurrentlyworkflowEngineeringL3
parallel-implement-review · Catching implementation drift from plan when you need multi-angle review before merge.
Find and catalog codebase bugsworkflowEngineeringL2
find-bugs · Quick automated bug-pattern scanning as a lightweight pre-PR gate.
Audit code quality with adversarial reviewworkflowEngineeringL2
nihil-maat · Auditing IA when information loss or findability drift is a concern.
Build library to pass conformance testsworkflowEngineeringL3
bier-conformance · Enforcing structured document requirements when BIER compliance is mandatory.
Research spec with distributed coverageworkflowEngineeringL3
bier-spec · Creating standardized spec documents when BIER schema enforcement is required.
Gate code before push to mainworkflowEngineeringL2
pre-push-gate · Preventing non-compliant pushes to main when automated pre-flight is critical.
Review research module across 11 dimensionsworkflowEngineeringL3
module-review · Workflow for module-review
Audit package before releaseworkflowEngineeringL2
pre-publish-audit · Workflow for pre-publish-audit
Decompose functions within token budgetworkflowEngineeringL2
finish-decomp-sonnet · Workflow for finish-decomp-sonnet
Hunt bugs with multi-lens verificationworkflowEngineeringL2
bug-hunt · Workflow for bug-hunt
Generate radio episode continuationsworkflowMarketingL2
generate-radio-part2 · Workflow for generate-radio-part2
Audit UI details with cited findingsworkflowProductL2
ui-nitpick-audit · Workflow for ui-nitpick-audit
Drive TDD pipeline from plan to commitworkflowEngineeringL2
dev-pipeline · Workflow for dev-pipeline
Audit model manifest and schemaworkflowEngineeringL2
mlx-movie-director-models-assistant · Workflow for mlx-movie-director-models-assistant
Analyze codebase and auto-improveworkflowEngineeringL3
analyze-codebase · Workflow for analyze-codebase
Reconcile lockfiles across repositoriesworkflowEngineeringL3
reconcile-fleet-lockfiles · Multi-workspace projects where lockfile merges must be deterministic and conflict-free
Review Circuit pull request holisticallyworkflowEngineeringL3
circuit-pr-review · Critical PRs where circuit breaker behavior must block unsafe deployments
Polish desktop app to shipping stateworkflowEngineeringL3
finalize-lyrebird-desktop · Desktop app releases where signature and integrity verification are mandatory
Merge isolated work into main branchworkflowEngineeringL3
bead-crank · When bead-crank transformation is the appropriate tool for the workflow
Compare image quality at different precisionsworkflowEngineeringL2
flux2-klein-character-profile-bench · Performance-sensitive character profile operations where latency matters
Generate full radio episode end-to-endworkflowMarketingL3
generate-radio-episode · Radio content creation when end-to-end script-to-audio pipeline is needed
Deploy game clan assets and unlockworkflowEngineeringL2
embed-clan-assets · Game/app packaging where clan-specific assets must be embedded at build time
Autonomous development build and shipworkflowEngineeringL3
dev-build-and-ship · End-to-end build-to-deploy automation with safety gates per environment
Plan capability roadmap against market SOTAworkflowProductEngineeringL3
level-up · Feature promotion workflows where maturity gates and dependency checks are critical
Design and build landing pagesworkflowMarketingProductL3
blau-landing · Marketing landing pages where rapid iteration and reliable deployment matter
Parallel fix and review agent swarmworkflowEngineeringL3
phase-g-mega-swarm · Massive parallel task execution where coordination and fault tolerance are essential
Fix core messaging and collaboration featuresworkflowEngineeringProductL2
fix-high-priority · Coordinating simultaneous backend (persistence, auth, upload) + frontend (UI, listeners) fixes.
Implement and ship backlog itemsworkflowEngineeringL2
loom-backlog-drain · Converting vague feature backlogs into shipped code with adversarial CR loop.
Plan npm dependency upgradesworkflowEngineeringL2
upgrade-deps · Safely evaluating major npm upgrades with risk tier classification and research.
Implement iOS mobile design audit findingsworkflowEngineeringProductL3
ios-mobile-implement · Bulk mobile UI fixes without cross-file conflicts via parallel non-overlapping clusters.
Run verification test suite with continuous gatesworkflowEngineeringL3
verify-beds · Parallel-safe full test execution with intelligent prereq skipping (no silent drops).
Audit audio plugin signal path and correctnessworkflowEngineeringL3
membrum-signal-path · Finding DSP bugs and verifying physical models against acoustic/signal-processing literature.
Drive full development and review cycleworkflowEngineeringL3
dispatch-cycle · Automating the full developer→CR→ship cycle with structured gating and audit trail.
Audit cache coverage and invalidationworkflowEngineeringL2
responsecache-audit · Verifying spatie/laravel-responsecache correctness across routes.
Triage and plan bug remediationworkflowEngineeringL2
recover-verify · Resuming interrupted multi-phase workflows safely.
Security and infrastructure audit with go/no-goworkflowEngineeringOpsL3
infra-review · Automated code review with structured feedback loops.
Review and fix code until cleanworkflowEngineeringL2
review-fix-loop · Automated code review with structured feedback loops.
Audit release pre-flight and shipped docsworkflowEngineeringProductL2
arc-release-audit · Multi-phase workflow execution with structured dispatch.
Propose semantic names for call clustersworkflowEngineeringL3
name-cluster · Multi-phase workflow execution with structured dispatch.
Review and clean Kotlin idiomsworkflowEngineeringL2
kotlin-idiom-review · Automated code review with structured feedback loops.
Implement public timeline read interfaceworkflowEngineeringProductL2
global-index-read-render · Multi-phase workflow execution with structured dispatch.
Semantic naming from call graph analysisworkflowEngineeringL3
name-from-callgraph · Multi-phase workflow execution with structured dispatch.
Merge and synthesize parallel audit resultsworkflowEngineeringL2
deep-audit-merge · Multi-phase workflow execution with structured dispatch.
Multi-lens code review with verificationworkflowEngineeringL3
multi-review · Automated code review with structured feedback loops.
Audit and remediate code quality and bloatworkflowEngineeringL2
code-quality-audit · Multi-phase workflow execution with structured dispatch.