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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Compose nested workflowsworkflowEngineeringL2
nested-workflow · Decomposing large orchestrations into reusable sub-workflows without duplicate concurrency budgets.
Review code with mock providerworkflowEngineeringL2
mock-review · Testing workflow structure and StructuredOutput schemas without cloud API costs.
Mine correction patterns from historyworkflowEngineeringL2
mine-rules · Converting informal requirements into machine-readable rule sets.
Generate how-to stories at scaleworkflowMarketingL2
howto-planning · Creating detailed instructional content with clear step progressions.
Redesign landing page with alternativesworkflowMarketingL2
nimbus-landing-redesign · Design iteration cycles with rapid validation via A/B testing.
Fix bulk TODO items in parallelworkflowEngineeringL2
batch-fix-todo · Large-scale codebase cleanup targeting scattered markers.
Review sing-box config UI completenessworkflowEngineeringL2
sbc-canvas-config-gen-review · Complex embedded system configuration generation with multi-layer validation.
Fan-out prior-art research with verificationworkflowProductEngineeringL2
prior-art · Patent landscape and novelty analysis for IP assessment.
Audit docs against code driftworkflowEngineeringL2
doc-audit · Systematic documentation quality assurance and gap identification.
Daily AI system health scanworkflowOpsL2
daily-system-review · Monitoring AI ecosystem changes across vendor + community + internal tiers daily
Audit presence claims against ground truthworkflowEngineeringL2
presence-claims-audit · Verifying that docs genuinely document six key areas vs just existing as files
Multi-dimension code reviewworkflowEngineeringL2
code-review · Reviewing files across multiple lenses (bugs, security, style) with adversarial verification
Discover bugs through multiple lensesworkflowEngineeringL2
bug-discovery · Iteratively finding bugs from multiple angles (logic, null-safety, concurrency) with dedup
Audit test quality without running testsworkflowEngineeringL2
test-audit-llm · Auditing test quality on read-only lenses (faithfulness, intent, coverage, smell)
Exhaustive state-of-art candidate scanworkflowProductEngineeringL2
sota-scan-fanout · Scanning research papers in parallel across multiple sources
Adversarial convergence decisionworkflowEngineeringL2
wf-swarm-converge · Converging multiple specialized agents into a unified swarm decision
Validate writing plans independentlyworkflowProductivityL2
writing-plans · Generating structured writing plans with outline and topic decomposition
Classify task and route to handlerworkflowL2
classify-route · Classifying routing decisions dynamically based on context
Generate and rank candidate plansworkflowProductOpsL2
judge-panel · Assembling diverse expert perspectives in a structured panel verdict
Stress-test design through lensesworkflowProductEngineeringL2
design-review · Systematically reviewing design artifacts across consistency and usability
Generate multilingual course vocabularyworkflowMarketingL2
lang-content-generate · Content localization when translating a spec into multiple languages (often with cultural/regional variants).
Batch improve and refresh skillsworkflowOpsL2
skill-improver-batch · Skill refinement when you have many skills needing updates based on failure logs or user feedback.
Analyze source files for needed testsworkflowEngineeringL2
test-analysis · Debugging tests when you need to distinguish flakiness from real failures and identify patterns.
Auto-generate unit tests with coverageworkflowEngineeringL2
unit-test-gen · Test coverage when you have code without tests and need to bootstrap test suite.
Run load tests with ramping VUworkflowEngineeringL2
load-test · Finding capacity limits through stepped load with automatic breaking-point detection.
Validate dynamic roster skill invariantsworkflowEngineeringL2
fixture-dynamic-roster-missing-skill · Multi-phase orchestration with agent parallelism and structured verification.
Brainstorm with cross-specialist reviewworkflowOpsL2
wf-brainstorm · Synthesizing design decisions across conflicting expert perspectives.
Screen EHR products with parallel agentsworkflowProductL2
cheap-pass-100 · High-volume batch screening with fixed concurrent worker capacity.
Debug resume parsing across model variantsworkflowEngineeringL2
trace-resume-model · Distinguishing prefix vs. content-addressed workflow resumption models.
Ship code through architecture review gatesworkflowEngineeringL2
feature-dev · Multi-gate feature development with human approval at requirements and architecture phases.
Generate and verify files at scale with metricsworkflowOpsL2
parallel-file-write-with-verify · Writing many files in parallel then auditing for quality metrics.
Gate releases with adversarial quality reviewworkflowEngineeringL2
gate · Code review with parallel specialists and adversarial skepticism.
Audit code for correctness and deploy fixesworkflowEngineeringL2
go-audit-fix · Automated auditing and fixing of Go code issues.
Map content type coverage and edge casesworkflowProductL2
type-field-coverage · Measuring type coverage across large codebases.
Safely triage and quarantine untrusted inputsworkflowOpsL2
triage_quarantine · Isolating failing cases for targeted root-cause investigation.
Push completed work and open pull requestworkflowEngineeringL2
docking-workflow · Integrating components with automatic verification.
Map codebase architecture in parallelworkflowEngineeringL2
fd-understand-codebase · Building knowledge of unfamiliar codebases through structured exploration.
Investigate issues and synthesize findingsworkflowEngineeringL2
assess-investigate · Code review with parallel specialists and adversarial skepticism.
Validate research manuscript for publicationworkflowL2
g3-readiness-review · Rigorously vetting academic manuscripts through multiple independent reviewer lenses before submission, with explicit synthesis of conflicts and prioritized fixes.
Assess drug discovery feasibility scientificallyworkflowL2
insilico-feasibility-and-track-record · Honestly evaluating which in-silico predictions have real clinical track records versus hype, with explicit real_world_status per example.
Scan and categorize edge cases systematicallyworkflowEngineeringL2
phase1e-scan · Surfacing external unknowns that could block Phase 2 launch through execute-access probing (RUN code, not just read), with optional skeptic verification gated on FAIL only.
Implement features test-driven with reviewsworkflowEngineeringL2
evolve-implement · Sequential TDD-driven implementation of feature slices with build-log persistence and no parallel execution breaking the lint hook.
Benchmark serial agent execution performanceworkflowEngineeringL2
bench-s1-serial · Executing the bench-s1-serial workflow.
Run parallel tasks with barrier synchronizationworkflowEngineeringL2
parallel-basic · Executing the parallel-basic workflow.
Prepare release changelog and auditworkflowEngineeringL2
release-prep · Executing the release-prep workflow.
Search iteratively until exhaustedworkflowDataL2
loop-until-dry · Executing the loop-until-dry workflow.
Run parallel search strategiesworkflowDataL2
multi-modal-sweep · Executing the multi-modal-sweep workflow.
Generate and evaluate code objectivelyworkflowEngineeringL2
pge · Executing the pge workflow.
Generate project delivery summary reportworkflowEngineeringL2
kiln-report · Executing the kiln-report workflow.
Find unreferenced code symbolsworkflowEngineeringL2
dead-code-scan · Use when you need a structured dead code scan workflow.