cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only7,788 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 53
Author children's book chapters in parallelworkflowL2
kids-author-tranche · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
WORKS 60
Audit Gemini-generated content for complianceworkflowEngineeringL2
claude-verify-gemini-batch · Environment or artifact verification with mechanical pass/fail detection against ground truth.
WORKS 53
Execute multi-stage workflowworkflowL2
multi-stage.workflow · Best for orchestrating parallel multi-phase work.
WORKS 60
Fix terminology inconsistency across filesworkflowOpsL3
fix-consistency · Best for fixing terminology inconsistency within files.
WORKS 60
Curate and fix per-locale glossariesworkflowOpsL3
curate-and-fix-glossary · Best for terminology unification across locales at scale.
WORKS 58
Generate release notes from merged commitsworkflowOpsL2
changelog · Best for synthesizing release notes from git commits.
WORKS 57
Conduct multi-perspective code reviewworkflowEngineeringL3
review · Best for code review when multi-perspective consensus ensures quality.
WORKS 59
Execute route testsworkflowEngineeringL2
routes.test · Best for test ladder progression via panic-driven repair.
WORKS 55
Generate exam answers from question filesworkflowL2
generate-question-answers · Batch-generating exam answers for Taiwan graduate-school entrance exams (資工所/資管所) with per-file isolation.
WORKS 55
Validate guild panel across fixturesworkflowEngineeringL3
guild-validate-demo · Best for orchestrating parallel multi-phase work.
WORKS 59
Debug high-failure test files to root causeworkflowEngineeringL3
phase-h-deep-dive · Best for root-cause analysis when linear debugging fails.
WORKS 55
Realign failing source-build recipesworkflowEngineeringL3
recipe-grind · Best for orchestrating parallel multi-phase work.
WORKS 57
Ladder single → multi → parallel testsworkflowEngineeringL2
phase-e-test-bringup · Best for test ladder progression via panic-driven repair.
WORKS 55
Adversarially review spec generator planworkflowEngineeringProductL2
review-spec-generator-plan · Best for code review when multi-perspective consensus ensures quality.
WORKS 55
Iteratively harden contributing guidelinesworkflowEngineeringL2
plan-review-harden-loop · Best for code review when multi-perspective consensus ensures quality.
WORKS 57
Audit pipeline lockstep across sourcesworkflowEngineeringOpsL3
audit-pipeline-lockstep · Best for orchestrating parallel multi-phase work.
WORKS 54
Verify B2 modules against siblingsworkflowEngineeringL2
phase-b2-verify · Best for hierarchical build verification with pass/fail gates.
WORKS 55
Judge audio variants with multi-lens panelworkflowProductEngineeringL3
audio-shootout · Best for orchestrating parallel multi-phase work.
WORKS 60
Map brownfield codebase dynamicallyworkflowEngineeringOpsL3
harness-brownfield-map · Best for orchestrating parallel multi-phase work.
WORKS 55
Ship discovery to plans handoffworkflowProductOpsL2
ship · Best for orchestrating deployments with rollback gates.
WORKS 55
Sweep screenspot parameters single-variableworkflowEngineeringDataL3
screenspot-param-sweep · Best for adversarial evaluation across agent personas.
WORKS 55
Probe MoltOS surfaces red-team styleworkflowEngineeringOpsL3
redteam-sweep · Best for adversarial evaluation across agent personas.
WORKS 55
Explore FitAI Analyzer architectureworkflowEngineeringProductL3
explore-fitai-analyzer · Best for orchestrating parallel multi-phase work.
WORKS 55
Match PSP functions serially byte-exactworkflowEngineeringL3
overnight-match-engine · serial decompilation of functions requiring deep research per target
WORKS 55
Match PSP functions parallel byte-exactworkflowEngineeringL3
overnight-match-parallel · high-compute concurrent matching when targets are independent
WORKS 55
Active-learn classification prompt rulesworkflowDataEngineeringL3
classify-improve · improving classifiers via data-driven signal mining from real failures
WORKS 53
Author Kings chapters 6-25 parallelworkflowL2
kids-author-2kings · generating doctrinal-neutral educational content from scriptures
WORKS 58
Synthesize market news brief dailyworkflowFinanceOpsL2
market-news · daily market briefing synthesis from multiple news angles with citations
WORKS 55
Verify Qiskit platform accuracyworkflowOpsProductL2
qiskit-platform-research · accuracy-critical resource curation for public learning platforms
WORKS 55
Probe workflow edge cases parallelworkflowEngineeringL2
trace-boundaries · stress-testing workflow runtime edge cases and error recovery
WORKS 58
Probe commands dedup panics parallelworkflowEngineeringL2
phase-f-probe-swarm · systematic panic elimination via dedup and root-cause fixing
WORKS 58
Implement format parser end-to-endworkflowEngineeringL3
add-format · implementing new data parsers with 0-mutation hardening
WORKS 54
Fan-out verify standards per agentworkflowOpsEngineeringL2
standards-verify · fan-out parallel research with synthesized results
WORKS 54
Remove gates fix errors per-crateworkflowEngineeringL2
phase-e-mass-ungate · fan-out parallel research with synthesized results
WORKS 54
Merge duplicate memory entriesworkflowOpsProductivityL2
consolidate-memory · unifying distributed agent state into a single source of truth
WORKS 56
Root-cause test failures verdictworkflowEngineeringL2
pathfinder-v2-verdict-pass · fan-out parallel research with synthesized results
WORKS 55
Compose script OpenRouter Claude workflowsworkflowEngineeringL3
node-strategies-demo · Demonstrating workflow-kit multi-strategy nodes (script, external LLM, Claude) with payload passing via files.
WORKS 57
Run demo workflowworkflowL2
demo · fan-out parallel research with synthesized results
WORKS 55
Compare design vs implementation visualsworkflowProductL3
visual-loop · fan-out parallel research with synthesized results
WORKS 59
Run quality gates with mutation testingworkflowEngineeringL3
gate · fan-out parallel research with synthesized results
WORKS 57
Run engine quality battery testsworkflowEngineeringL3
engine-quality-battery · fan-out parallel research with synthesized results
WORKS 57
Find and test untested modulesworkflowEngineeringL3
test-coverage · fan-out parallel research with synthesized results
WORKS 55
Safely upgrade outdated dependenciesworkflowEngineeringL3
dependency-upgrade · fan-out parallel research with synthesized results
WORKS 60
Scout and combine research algorithmsworkflowDataL3
scout-and-combine · fan-out parallel research with synthesized results
WORKS 55
Survey binary behavior across reposworkflowDataL3
rebench-binary-survey · Comprehensive multi-phase scan across heterogeneous source corpus with parallel validation.
WORKS 55
Download and caption video playlistworkflowMarketingL3
playlist-subs-full · Chunked batch download with parallel agents and sequential within-chunk ordering.
WORKS 60
Source royalty-free images for articlesworkflowMarketingL2
fetch-images · Chunked batch download with parallel agents and sequential within-chunk ordering.
WORKS 58
Generate tool test scenariosworkflowEngineeringL3
tooltuner-gen · Multi-phase tooltuner-gen orchestration with structured phase control and receipts.
WORKS 59
Benchmark model conversion performanceworkflowDataL3
model-convert-benchmark · Multi-phase model-convert-benchmark orchestration with structured phase control and receipts.
WORKS 55
Verify crate refactoring integrityworkflowEngineeringL3
phase-b0-verify · Adversarial pre-commit validation across multiple crates with structured findings.
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