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
untested★8→untested★8→untested★0→untested★0→untested★0→untested★0→untested★1→untested★0→untested★0→untested★0→untested★40→untested★2→untested★1→untested★384→untested★0→untested★1→untested★0→untested★5→untested★0→untested★0→untested★1→untested★2→untested★4→untested★0→untested★0→untested★5→untested★0→untested★0→untested★1→untested★0→untested★0→untested★6→untested★0→untested★5→untested★8→untested★0→untested★1→untested★0→untested★1→untested★1→untested★0→untested★14→untested★0→untested★0→untested★1→untested★1→untested★0→untested★0→untested★0→untested★0→
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
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
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
Parallel fix and review agent swarmworkflowEngineeringL3
phase-g-mega-swarm · Massive parallel task execution where coordination and fault tolerance are essential
Drive decompilation to completionworkflowEngineeringL4
finish-decomp · Matching large decompilation backlogs safely across Sonnet→Opus→Codex with test integration.
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.
Ship product with continuous PR drainageworkflowEngineeringL3
drive-lyrebird-desktop · Shipping production-quality desktop apps by draining backlogs through adversarial review waves with continuous regression audits.
Test-driven feature branch to mergeworkflowEngineeringL3
dev-loop · Implementing single features completely autonomously with deterministic TDD, review, and merge — reducing human context-switching.
Parallel adversarial code review automationworkflowEngineeringL3
nacl-review-panel · Catching both bugs and false positives in code review by using a parallel critic panel with adversarial skeptic veto on every finding.
Verify deployment across all substratesworkflowEngineeringOpsL3
verify-status · Proving unified status reporting works across all deployment substrates by running isolated beds in parallel on shared infrastructure.
Execute accounting module roadmap sequentiallyworkflowEngineeringL3
worktrackaccounting-roadmap · Shipping accounting features sequentially while respecting shared-schema locks and mandatory sign-off gates.
Implement and merge sprint tickets in parallelworkflowEngineeringL3
sprint-execute-parallel · Running complete product sprints autonomously by clustering work into areas, implementing in parallel, and shipping to main automatically.
Generate and evaluate dashboard design optionsworkflowProductEngineeringL3
dashboard-design-iteration · Automating dashboard design iteration workflows.
Design cache coherence strategyworkflowEngineeringL2
consolidate-stale-cache-readers · Automating consolidate stale cache readers workflows.
Convert PRD into dependency-linked backlogworkflowProductEngineeringL3
generate-beads · Automating generate beads workflows.
Drain contract batch with dual reviewworkflowEngineeringL3
drain-one-batch · Automating drain one batch workflows.
Advance product through maturity levelsworkflowProductEngineeringL4
hephaestus · Automating hephaestus workflows.