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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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.
Audit codebase for bugs and optimizationsworkflowEngineeringL3
codebase-audit · Automating codebase audit workflows.
Create and judge crossword cluesworkflowProductL2
crossword-clue-craft · Automating crossword clue craft workflows.
Adversarially audit and deepen case studiesworkflowMarketingProductL3
world-studio · Automating world studio workflows.
Plan view layer migration strategyworkflowEngineeringL2
view-kit-migration-analysis · Automating view kit migration analysis workflows.
Review curriculum for pedagogical coherenceworkflowProductL2
loopy-ai-class-review · Automating loopy ai class review workflows.
Build multi-lane creator agent in parallelworkflowEngineeringL3
creator-agent-m234-build · Automating creator agent m234 build workflows.
Develop character design and narrative biblesworkflowProductL3
character-studio · Automating character studio workflows.
Dispatch deferred code analysisworkflowEngineeringL2
reclaim-deferred · Sweeping a finite backlog of deferred decompilation targets with fresh tooling and codex reasoning to escape prior plateaus.
Validate deployment health across targetsworkflowEngineeringOpsL3
audit-deploy-configs · Validating deployment configuration correctness and health before release without risking mutation of running systems.
Research-first prototype planningworkflowProductL2
prototype · Starting a feature phase when you need instant knowledge synthesis from brain + code to ground the plan before implementation.
Run API client quality and health auditworkflowEngineeringL3
health · Single comprehensive health gate before release combining quality, API surface, and repo state in one report.
Expand camera test fixtures adversariallyworkflowEngineeringL3
camera-parity-expansion · Generating and hardening camera test fixtures when baseline math is known but GPU output can drift across optimization passes.
Recover C code from abandoned decompositionsworkflowEngineeringL3
reclaim-naked · Driving down NAKED rate in a decompilation project by reclaiming stubs using corpus-mined matching patterns and fresh permuter/search tooling.
Manage video model components for productionworkflowEngineeringL2
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.
Execute epic with budget trackingworkflowOpsL3
yolo-epic · Executing a multi-phase Epic with parallel design/implementation review and human checkpoints at budget/escalation gates.
Find documentation vs code driftworkflowEngineeringL3
doc-drift · Finding documentation and comments that have drifted from current code before releases or after large refactors.
Implement layout phases end-to-endworkflowEngineeringL3
layout-followups-overnight · Running non-critical layout follow-up work outside business hours with parallel agent coordination.
Execute roadmap with regression gatesworkflowEngineeringL3
execute-roadmap · Executing planned roadmap items with milestone tracking and parallel phase execution.
Author and validate blog contentworkflowMarketingL3
double-blog · Publishing complementary blog posts simultaneously across multiple platforms with coordinated messaging.
Audit codebase with verified findingsworkflowEngineeringL3
codebase-audit · Comprehensive codebase health check covering structure, dependencies, and quality before release.
Research topics with cited sourcesworkflowL3
rc-deep-research · In-depth multi-source research when you need analyst-grade findings with proper citations.
Research and plan technical strategyworkflowEngineeringL3
argus-plan-research · Scoping and planning complex research investigations before investing agent time.
Review library for gaps and improvementsworkflowEngineeringL3
library-review · Comprehensive library code review spanning design, performance, and correctness before public release.
Map analysis into source codeworkflowEngineeringL3
map-deferred-nonmatching · Identifying decomposition patterns in a corpus for deferred functions before attempting fresh matches.
Refresh design standards and craftworkflowProductL3
foundation-refresh · Large foundation system upgrades with safety gates and minimal user disruption.
Migrate React UI to Svelte frameworkworkflowEngineeringL3
gateway-cinder-migration · Large-scale system migration with data integrity verification and rollback capability.
Execute seven-move operating loopworkflowEngineeringL3
operating-loop · Closed-loop multi-agent systems that refine state iteratively until convergence or completion.
Rewrite product documentationworkflowOpsL3
loom-drain-tutorials · Rewriting stale docs against real shipped product surfaces with adversarial review gates.
Verify and fix memory documentationworkflowOpsL2
memory-reconcile · Running memory-reconcile workflow with multi-phase verification and structured output.
Audit mobile app code and databaseworkflowEngineeringL3
code-quality-audit · Running code-quality-audit workflow with multi-phase verification and structured output.
Polish articles through iterative reviewworkflowMarketingL3
article-review-improve-loop · Running article-review-improve-loop workflow with multi-phase verification and structured output.
Split monolithic model fileworkflowEngineeringL3
finish-appmodel-extraction · Splitting a god-object into extensions while preserving stored properties and passing tests.
Conduct project post-mortem and synthesisworkflowOpsL3
nacl-postmortem-panel · Tracing which project gates let specific bugs through in a feature→fix boundary.
Integrate variant-aware feedbackworkflowProductL3
feedback-integrate · Running feedback-integrate workflow with multi-phase verification and structured output.
Identify performance and efficiency winsworkflowEngineeringL3
code-efficiency-audit · ROI-ranking code improvements from render, async, and DB dimensions together.
Drain feature wave into productionworkflowEngineeringL3
loom-unleash · Splitting a god-object into extensions while preserving stored properties and passing tests.
Apply configuration round with validationworkflowEngineeringL2
asc-apply-round · Draining a queue of similar tasks (PRP extractions, inference applications) in parallel.
Run multi-agent verification auditworkflowProductL3
deep-audit · Running deep-audit workflow with multi-phase verification and structured output.
Convert vanilla web UI to SvelteworkflowEngineeringL3
svelte-port · Running svelte-port workflow with multi-phase verification and structured output.
Generate 3D playground examplesworkflowEngineeringL3
scad-to-playground · Running scad-to-playground workflow with multi-phase verification and structured output.
Execute full SDLC pipelineworkflowEngineeringL3
sdlc · Running sdlc workflow with multi-phase verification and structured output.
Root-cause test failures via RCAworkflowEngineeringL3
triage-eval-failure · Draining a queue of similar tasks (PRP extractions, inference applications) in parallel.
Audit toolchain and probe configworkflowEngineeringL3
00-scaffold · Running 00-scaffold workflow with multi-phase verification and structured output.
Advance in-flight tickets forwardworkflowEngineeringL3
qrspi-batch · Running qrspi-batch workflow with multi-phase verification and structured output.
Fix misleading translationsworkflowOpsL3
fix-misleading-translations · Running fix-misleading-translations workflow with multi-phase verification and structured output.
Add new language to CLIworkflowEngineeringL3
implement-new-language · Splitting a god-object into extensions while preserving stored properties and passing tests.