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★3→untested★0→untested★2→untested★0→untested★1→untested★8→untested★43→untested★0→untested★0→untested★2→untested★1→untested★1→untested★0→untested★1→untested★0→untested★0→untested★0→untested★0→untested★0→untested★0→untested★58,434→untested★1→untested★2→untested★18,530→untested★41,409→untested★85→untested★0→untested★0→untested★368→untested★0→untested★0→untested★0→untested★0→untested★5→untested★2→untested★2→untested★0→untested★0→untested★10→untested★2→untested★1→untested★16→untested★0→untested★0→untested★3→untested★26→untested★0→untested★3→untested★0→untested★2→
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.
Generate theme palette variantsworkflowProductL3
theme-forge · Running theme-forge workflow with multi-phase verification and structured output.
Execute conductor-gated SDLCworkflowEngineeringL3
implement · When you need TDD-gated task completion with real-time verifier feedback and conductor state tracking.
Complete code decompositionworkflowEngineeringL3
finish-decomp-codex · When you have large functions that exceed a smaller model tier and need tiered escalation to GPT-5.5.
Catalog object-detection datasetsworkflowDataL3
find-kitchen33-datasets · When you need systematic discovery and verification of specialized datasets across multiple sources.
Generate radio episode batchworkflowMarketingL3
generate-radio-episodes-batch · When you need batch content generation with multi-agent curation to avoid repetition.
Fuzz language for regressionsworkflowEngineeringL3
fuzz-language · When you need multi-phase orchestration with parallel agents across a complex workflow.
Mix drum stems with characterworkflowOpsL3
drum-stems-character · When applying consistent tonal character processing across multi-mic drum stems via UADx plugins.
Run full system test suiteworkflowEngineeringL3
full-system-test · When you need a comprehensive parallel test across build, unit tests, CLI, and plugin contracts.
Author archetype combo testsworkflowEngineeringL3
author-archetype-combo-tests · When implementing cross-card rules interactions that per-card unit tests cannot validate.
Run three-phase test pipelineworkflowEngineeringL3
40-test-diff · When you need comprehensive test discovery and failure documentation.
Verify retention tournament metricsworkflowDataL3
alberta-retention-tournament-verify · When you need multi-phase orchestration with parallel agents across a complex workflow.
Synthesize deep research reportworkflowL3
deep-research · When you need multi-phase orchestration with parallel agents across a complex workflow.
Audit FFmpeg performance issuesworkflowEngineeringL3
ffmpeg-sharp-deep-audit · When you need multi-phase orchestration with parallel agents across a complex workflow.
Verify Google Ads schemaworkflowMarketingL3
optimization-loop-smoke · When you need multi-phase orchestration with parallel agents across a complex workflow.
Orchestrate multi-phase workflowworkflowEngineeringL3
orchestrate-claude · When you need multi-phase orchestration with parallel agents across a complex workflow.
Three-layer adversarial reviewworkflowProductL3
wf-verify · When you need multi-phase orchestration with parallel agents across a complex workflow.
Multi-angle research synthesisworkflowL2
mini-research · When you need multi-phase orchestration with parallel agents across a complex workflow.
Automate multi-phase codebase migrationworkflowEngineeringL4
generic-harness-object-model-build · When you need multi-phase orchestration with parallel agents across a complex workflow.
Auto-execute and PR backlog tasksworkflowEngineeringL4
auto-elevate-execute · When you need multi-phase orchestration with parallel agents across a complex workflow.
Verify findings without tool executionworkflowEngineeringL2
verify-findings-intrinsic · When you need multi-phase orchestration with parallel agents across a complex workflow.
Fix performance bottlenecks systematicallyworkflowEngineeringL4
jax-score-perf-investigation · When you need multi-phase orchestration with parallel agents across a complex workflow.
Audit codebase across seven lensesworkflowEngineeringL4
harness-legacy-scan · Comprehensive multi-lens harness audits needing parallel discovery and adversarial verification.
Orchestrate project initializationworkflowEngineeringL4
wfl:init · Deterministic LLM-orchestrated project bootstrap with phase gating and config auto-merge.
Design agent activity dashboardworkflowProductEngineeringL4
agent-live-tui-design · Designing live streaming TUI for real-time agent activity (thinking, tools, results).
Find and prioritize implementation bugsworkflowEngineeringL4
audit · Workflow pattern automation: audit.
Clean up code and improve efficiencyworkflowEngineeringL2
simplify · Detecting hidden reuse opportunities and efficiency bugs across changed code in one pass.
Apply safe refactors with human reviewworkflowEngineeringL3
harness-diet · Safely applying low-risk harness optimizations while preserving safety constraints.
Add tests to untested codeworkflowEngineeringL4
retrofit-testing · Unbiased bug hunting across multiple dimensions with refutation voting to reduce false positives.
Route items through review stagesworkflowOpsL2
pipeline-review · Processing batches of items through concurrent, scoped review stages with per-item result collection.
Discover HTTP services on networkworkflowEngineeringL3
http-discovery · Discovering live HTTP services via port scan plus HTTP probe pipeline.
Transform process sections to modulesworkflowOpsL3
apqc-section-transform · Transforming process taxonomies into validated ontology modules with reality-layer semantics.
Run disaster recovery drillsworkflowOpsL3
migdal-dr-drill · Workflow pattern automation: migdal-dr-drill.
Debate code changes to consensusworkflowEngineeringL2
lens-debate · Workflow pattern automation: lens-debate.
Test theorems for hidden assumptionsworkflowEngineeringL2
verify-theory · Workflow pattern automation: verify-theory.
Gate and categorize driver candidatesworkflowEngineeringL2
driver-gate-g2 · Workflow pattern automation: driver-gate-g2.
Review ingredient cluster consolidationworkflowEngineeringL2
claude-dedup-cluster-review · Processing batches of items through concurrent, scoped review stages with per-item result collection.
Generate five-dimension project READMEworkflowEngineeringL2
readme-gen · Workflow pattern automation: readme-gen.