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 55
Adversarially polish code qualityworkflowEngineeringL3
polish-qa · Orchestrate multi-phase polish-qa tasks with structured verification and recovery.
WORKS 57
Sweep and remove unused codeworkflowEngineeringL2
dead-code-sweep · Orchestrate multi-phase dead-code-sweep tasks with structured verification and recovery.
WORKS 56
Search from multiple angles in parallelworkflowDataL3
multi-modal-sweep · Orchestrate multi-phase multi-modal-sweep tasks with structured verification and recovery.
WORKS 57
Build verified project understandingworkflowOpsL3
recon · Orchestrate multi-phase recon tasks with structured verification and recovery.
WORKS 55
Debug trading indicator efficacyworkflowDataL3
indicator-why-believed · Orchestrate multi-phase indicator-why-believed tasks with structured verification and recovery.
WORKS 55
Adversarially audit security surfaceworkflowEngineeringL3
security-review-mentions · Orchestrate multi-phase security-review-mentions tasks with structured verification and recovery.
WORKS 57
Scan and verify code changesworkflowEngineeringL2
mini-review · Orchestrate multi-phase mini-review tasks with structured verification and recovery.
WORKS 54
Align ebook agent output schemasworkflowEngineeringL3
fix-ebook-agents · Orchestrate multi-phase fix-ebook-agents tasks with structured verification and recovery.
WORKS 59
Triage and route work itemsworkflowOpsL2
triage · Orchestrate multi-phase triage tasks with structured verification and recovery.
WORKS 57
Demonstrate evolving workflow stateworkflowEngineeringL3
evolving-builder-demo · Orchestrate multi-phase evolving-builder-demo tasks with structured verification and recovery.
WORKS 57
Execute lightweight go/no-go decisionsworkflowOpsL2
go · Orchestrate multi-phase go tasks with structured verification and recovery.
WORKS 53
Generate region-specific code reviewsworkflowEngineeringL2
gen-hanmap-reviews · Parallel review and triage workflows across multiple criteria or models.
WORKS 60
Audit code for smells and regressionsworkflowEngineeringL2
smells · Finding code regressions and systemic patterns across large codebases in batch.
WORKS 54
Triage pull requests for defectsworkflowEngineeringL2
pr-triage · Parallel review and triage workflows across multiple criteria or models.
WORKS 59
Generate multi-section documentationworkflowEngineeringProductL3
documentation-gen · Building comprehensive API/project documentation by parallelizing section writing, then unifying tone and references.
WORKS 57
Deep-review translations for qualityworkflowOpsProductL2
opus-deep-review · Parallel review and triage workflows across multiple criteria or models.
WORKS 54
Audit uncommitted code changesworkflowEngineeringL3
diff-audit · Finding code regressions and systemic patterns across large codebases in batch.
WORKS 54
Install Python dependencies with retryworkflowEngineeringL2
nct-install-loop · Parallel review and triage workflows across multiple criteria or models.
WORKS 57
Fix build errors with adversarial reviewworkflowEngineeringL3
phase-h-windows-singlefix · Parallel review and triage workflows across multiple criteria or models.
WORKS 54
Mirror documentation articlesworkflowEngineeringProductL2
mirror-article · Finding code regressions and systemic patterns across large codebases in batch.
WORKS 57
Review papers across model tiersworkflowEngineeringDataL3
paper-review-fanout · Parallel review and triage workflows across multiple criteria or models.
WORKS 55
Validate workflow executionworkflowEngineeringL2
validate-workflow · Automated test repair and quality assurance loops.
WORKS 57
Detect and fix flaky testsworkflowEngineeringL3
find-flaky-tests · Parallel review and triage workflows across multiple criteria or models.
WORKS 54
Hold design architecture councilworkflowEngineeringProductL3
design-council · Parallel review and triage workflows across multiple criteria or models.
WORKS 55
Compile release notes from commitsworkflowProductMarketingL2
release-notes · Parallel review and triage workflows across multiple criteria or models.
WORKS 58
Judge matrix kernel architectureworkflowEngineeringL3
metal-gemm-design · Parallel review and triage workflows across multiple criteria or models.
WORKS 54
Migrate code files to RustworkflowEngineeringL3
phase-a-port · Isolated code fixes with adversarial validation before commit.
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.
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