cyberneticlibrary

The library

Everything we index — ranked by what works, never by stars.

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only1,180 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 55
Remove feature gatesworkflowEngineeringL3
phase-d-recursive-ungate · Automating multi-phase task execution with agents.
WORKS 55
Discover high-leverage improvementsworkflowProductL3
auto-elevate-discover · Automating multi-phase task execution with agents.
WORKS 55
Execute workflow tasksworkflowL2
my-workflow · Automating multi-phase task execution with agents.
WORKS 55
Transform repository completelyworkflowEngineeringL4
nihil · Automating multi-phase task execution with agents.
WORKS 60
Research with parallel explorationworkflowProductL2
research · Producing cited, multi-source research reports with adversarial fact-checking when breadth matters.
WORKS 54
Parallelize batchable workworkflowEngineeringL3
decompose · Breaking down complex systems into reusable, testable components with clear contracts.
WORKS 57
Draft at scale with witnessesworkflowL3
samkings-dualwitness-batch · Best for automating complex multi-phase samkings-dualwitness-batch processes at scale.
WORKS 60
Fan out verified researchworkflowProductL3
deep-research-fanout · Best for automating complex multi-phase deep-research-fanout processes at scale.
WORKS 49
Fix bugs quicklyworkflowEngineeringL2
bugfix-simple · Best for automating complex multi-phase bugfix-simple processes at scale.
WORKS 54
Audit markdown parse qualityworkflowEngineeringL3
raw-md-audit · Best for automating complex multi-phase raw-md-audit processes at scale.
WORKS 58
Parallelize album mastering consistency checksworkflowEngineeringL3
batch-master · Best for automating complex multi-phase batch-master processes at scale.
WORKS 57
Diagnose and batch-correct audio stemsworkflowEngineeringL3
stem-process · Best for automating complex multi-phase stem-process processes at scale.
WORKS 55
Extract structured data from Japanese PDF vocabularyworkflowDataL2
vocab-extract · Best for automating complex multi-phase vocab-extract processes at scale.
WORKS 57
Verify VST plugin compatibility at scaleworkflowEngineeringL3
vst-probe-inventory · Best for automating complex multi-phase vst-probe-inventory processes at scale.
WORKS 55
Conduct adversarial software architecture reviewworkflowEngineeringL3
architect-review · Best for automating complex multi-phase architect-review processes at scale.
WORKS 55
Validate operations and reference documentationworkflowOpsL2
vet-docs-phaseB · Phase-gated documentation validation across a large codebase.
WORKS 59
Run partitioned audits in parallel with deduplicationworkflowEngineeringL3
fanout-audit · Best for automating complex multi-phase fanout-audit processes at scale.
WORKS 54
Audit code quality across Lyra wavesworkflowEngineeringL3
multi-agent-audit · Multi-domain code quality auditing at scale across partitions.
WORKS 56
Validate requirement coverage without fixesworkflowProductL2
ds-validate-coverage · Identifying and closing genuine test coverage gaps systematically.
WORKS 58
Close test coverage gaps with verified testsworkflowEngineeringL3
coverage-loop · Identifying and closing genuine test coverage gaps systematically.
WORKS 57
Audit bugs with verified execution evidenceworkflowEngineeringL3
evidence-gate-audit · Multi-domain code quality auditing at scale across partitions.
WORKS 55
Extract and deduplicate reusable judgment patternsworkflowDataL3
compound-extract · Mining reusable patterns from code changes while deduplicating existing knowledge.
WORKS 57
Detect and fix API specification driftworkflowEngineeringL2
api-contract-drift-detector · Routing legal intake requests with normalization and escalation detection.
WORKS 59
Pentest image parsing for crash vulnerabilitiesworkflowEngineeringL3
60-harden-suite · Parallel penetration testing with isolated worktrees and preserved crash artifacts.
WORKS 57
Run daily system review wave pipelineworkflowOpsL3
dsr-wave1 · Applying dsr-wave1 as a specialized, reusable capability.
WORKS 57
Review UI/UX against competitive teardownsworkflowProductL3
ui-ux-review · Applying ui-ux-review as a specialized, reusable capability.
WORKS 55
Sweep and classify TODO/FIXME markersworkflowEngineeringL2
phase-todo-sweep · Applying phase-todo-sweep as a specialized, reusable capability.
WORKS 55
Classify struct ownership patterns to Rust typesworkflowEngineeringL2
lifetime-classify · Applying lifetime-classify as a specialized, reusable capability.
WORKS 60
Gate releases with parallel validationworkflowOpsL3
release-checklist · Applying release-checklist as a specialized, reusable capability.
WORKS 59
Evaluate artifacts against baseline benchmarksworkflowProductL3
artifact-eval · Applying artifact-eval as a specialized, reusable capability.
WORKS 58
Review and refine CELLO story implementationsworkflowEngineeringL2
cello-review-only · Applying cello-review-only as a specialized, reusable capability.
WORKS 54
Verify missing authorization on all routesworkflowEngineeringL2
security-audit · Multi-domain code quality auditing at scale across partitions.
WORKS 55
Synthesize Vue/Nuxt ecosystem newsletterworkflowMarketingL2
vue-newsletter · Synthesizing weekly summaries across multiple heterogeneous sources (releases, blogs, social, people) with automated deduplication.
WORKS 59
Run daily multi-tier model performance arenaworkflowDataL3
model-arena-daily · Benchmarking multi-tier LLM responses against a canonical prompt with regression detection and cost-efficiency scoring.
WORKS 58
Restyle documentation to Anonymity Set designworkflowProductL2
shadowkit-redesign · Preserving complex application logic while systematically restying UI to a new design system across multiple components.
WORKS 55
Audit shaders.com vs PM One parityworkflowProductL2
shaders-parity-audit · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.
WORKS 54
Fix Charlie harness issues and re-verifyworkflowEngineeringL2
fix-charlie-harness · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
WORKS 54
Verify landing page matches Figma designworkflowProductL2
figma-landing-1to1-audit · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.
WORKS 56
Implement, verify, fix style migrationsworkflowEngineeringL3
bun-port-style · Implementing, verifying, and fixing artifacts with multi-vote adversarial review in an Implement → Verify → Fix loop.
WORKS 58
Detect bugs across all menu pathsworkflowEngineeringL2
bug-report · Discovering regressions and feature gaps across a large navigation surface via batched, isolated agent exploration.
WORKS 59
Generate state-of-field research reportworkflowProductDataL3
fieldatlas-synth · Grounding research idea generation in corpus citations with novelty-checking and feasibility critique.
WORKS 55
Audit epic 1662 child issuesworkflowEngineeringL2
clean-epic-1662 · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
WORKS 54
Verify epic 1662 subissues completionworkflowEngineeringL2
audit-epic-1662 · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.
WORKS 54
Sweep codebase for bugs in parallelworkflowEngineeringL3
bug-sweep · Discovering regressions and feature gaps across a large navigation surface via batched, isolated agent exploration.
WORKS 55
Research Pitch Atlas Craftsmen wingworkflowMarketingSalesL3
pitch-atlas-craftsmen-research · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
WORKS 55
Execute dev pipeline Execute-Implement-ReviewworkflowEngineeringL3
dev-pipeline-continue · Implementing, verifying, and fixing artifacts with multi-vote adversarial review in an Implement → Verify → Fix loop.
WORKS 60
Benchmark feature vs develop performanceworkflowEngineeringL3
benchmark · Measuring performance across configuration variants with automated iteration and winner ranking.
WORKS 54
Audit spec-implementation traceabilityworkflowEngineeringL3
spec-compliance-checker · Checking specification conformance against a canonical contract with phrase-based verification.
WORKS 57
Compare pipeline vs parallel approachesworkflowEngineeringL2
pipeline-vs-parallel · Implementing, verifying, and fixing artifacts with multi-vote adversarial review in an Implement → Verify → Fix loop.
WORKS 54
Replace scopeguard defer calls with RAIIworkflowEngineeringL3
phase-e-scopeguard-sweep · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.
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