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 57
Triage and dispatch issuesworkflowOpsEngineeringL2
triage-loop · Parallel review and triage workflows across multiple criteria or models.
WORKS 55
Validate standards as playable dungeonsworkflowProductOpsL3
build-dungeons · Automated test repair and quality assurance loops.
WORKS 58
Run and repair MCFM testsworkflowEngineeringL2
nct-mcfm-test-loop · Isolated code fixes with adversarial validation before commit.
WORKS 57
Ingest books and generate summariesworkflowOpsProductL3
ingest-book-monograph · Parallel review and triage workflows across multiple criteria or models.
WORKS 56
Run integration test workflowworkflowEngineeringL2
test-workflow · Self-healing installation and dependency resolution loops.
WORKS 55
Drive memory discipline to stasisworkflowOpsProductivityL3
memory-stasis-loop · Iterative convergence-driven equilibrium-checking with scoreboard-driven dispatch.
WORKS 60
Document paradigm closure planworkflowEngineeringOpsL2
three-paradigm-status · Hierarchical status reporting and synthesis across multiple data sources or agents.
WORKS 55
Verify Jetson environment complianceworkflowEngineeringOpsL2
env-verification-sweep · Iterative convergence-driven equilibrium-checking with scoreboard-driven dispatch.
WORKS 55
Generate weekly gym performance reviewworkflowEngineeringL2
weekly-gym-review · Multi-perspective code review with adversarial voting and automated fix application.
WORKS 55
Validate field atlas extractionsworkflowDataEngineeringL2
fieldatlas-validate · Environment or artifact verification with mechanical pass/fail detection against ground truth.
WORKS 60
Verify multi-package build gates in parallelworkflowEngineeringL2
multi-package-verify · Environment or artifact verification with mechanical pass/fail detection against ground truth.
WORKS 54
2-vote adversarial code review against specworkflowEngineeringL3
phase-h-diff-review · Multi-perspective code review with adversarial voting and automated fix application.
WORKS 54
Resolve blocked-on dependencies from upstreamworkflowEngineeringL3
phase-d-blocked-on-resolve · Deterministic porting and resolution loops with mechanical done-detection.
WORKS 59
Analyze stock investments in three phasesworkflowFinanceL3
stock-investment-analysis · Multi-dimensional research workflows with parallel specialist agents per dimension.
WORKS 55
Verify RBAC role lattice against oracleworkflowEngineeringL3
qa-rbac-tournament · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
WORKS 56
Generate daily research brief from domain scansworkflowOpsMarketingL3
research-pulse-daily · Multi-dimensional research workflows with parallel specialist agents per dimension.
WORKS 59
Onboard to unfamiliar codebase in parallelworkflowEngineeringL3
repo-onboarding · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
WORKS 55
Track smolagents branch-review remediationworkflowEngineeringL2
smolagents-fix-assessment · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
WORKS 55
Review pipeline changes across schema boundariesworkflowEngineeringL3
cross-component-review · Multi-perspective code review with adversarial voting and automated fix application.
WORKS 55
Complete internationalization of transactional contentworkflowOpsL2
i18n-finish · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
WORKS 54
Review Rust/Python/tooling changes in parallelworkflowEngineeringL3
review-changes · Multi-perspective code review with adversarial voting and automated fix application.
WORKS 57
Rollout deterministic UI zone to all roomsworkflowProductL3
ui-deterministic-propagate · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
WORKS 60
Build home energy calculators at scaleworkflowProductL3
build-home-energy-calculators · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
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
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