cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only4,285 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 54
Implement feature with review loopworkflowEngineeringL2
implement-and-review · Iterative code review → fix loops up to 3 rounds, hard-capped.
WORKS 58
Compose parallel review verificationworkflowEngineeringL3
trace-compose · Test multi-stage pipeline with nested parallel (canonical review→verify shape).
WORKS 54
Certify specification complianceworkflowEngineeringL3
skv18-s-p3-certify · Multi-lens schema certification with falsifiability and sequencing audits.
WORKS 59
Deep Python file security reviewworkflowEngineeringL3
file-review · Code review over file set: parallel analysis + consensus.
WORKS 54
Parallelize panic diagnosisworkflowEngineeringL3
phase-c-panic-swarm · Crisis response: parallel threat detection + rapid escalation.
WORKS 57
Implement and verify keystoneworkflowEngineeringL3
phase-b2-keystone · Critical path validation: parallel checks on load-bearing components.
WORKS 55
Parallelize complex coding slicesworkflowEngineeringL3
coding · Code generation: prompt → parallel agents → merge.
WORKS 55
Validate skill documentation driftworkflowEngineeringOpsL3
audit-skill-consistency · Skill consistency audit across agents/dimensions.
WORKS 54
Classify memory safety issuesworkflowEngineeringL2
phase-h-classify-issues · Prioritizing crash/memory-safety issues in a Zig→Rust migration by classifying GitHub issues at scale with Rust-port impact assessment.
WORKS 55
Run code review debates until consensusworkflowEngineeringL3
codex-debate · Adversarial debate to uncover contradictions in claims/code.
WORKS 60
Gate releases with automated quality checksworkflowEngineeringL3
release-gate · Release gating with multi-criteria pass/fail verdicts.
WORKS 54
Implement and test single issuesworkflowEngineeringL2
close-issue · Issue closure with verification and state logging.
WORKS 54
Deploy hotfixes with minimal reviewworkflowEngineeringL2
hotfix · Orchestrate multi-phase hotfix tasks with structured verification and recovery.
WORKS 58
Build MoE-aware model distillationworkflowEngineeringL3
frontier-tail-build-w2-moe · Orchestrate multi-phase frontier-tail-build-w2-moe tasks with structured verification and recovery.
WORKS 54
Verify findings across parallel reviewersworkflowEngineeringL3
review-changes · Orchestrate multi-phase review-changes tasks with structured verification and recovery.
WORKS 55
Generate DSP reference documentationworkflowEngineeringL3
ugen-dsp-notes · Orchestrate multi-phase ugen-dsp-notes tasks with structured verification and recovery.
WORKS 57
Optimize command descriptions for reliabilityworkflowEngineeringL3
description-optimize · Orchestrate multi-phase description-optimize tasks with structured verification and recovery.
WORKS 60
Scale model training with grid searchworkflowEngineeringL3
dead-presidents-resweep-scale · Orchestrate multi-phase dead-presidents-resweep-scale tasks with structured verification and recovery.
WORKS 57
Autopilot feature requests to executionworkflowProductEngineeringL3
auto-feature · Orchestrate multi-phase auto-feature tasks with structured verification and recovery.
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 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 57
Demonstrate evolving workflow stateworkflowEngineeringL3
evolving-builder-demo · Orchestrate multi-phase evolving-builder-demo 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 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 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 58
Run and repair MCFM testsworkflowEngineeringL2
nct-mcfm-test-loop · Isolated code fixes with adversarial validation before commit.
WORKS 56
Run integration test workflowworkflowEngineeringL2
test-workflow · Self-healing installation and dependency resolution loops.
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 55
Verify RBAC role lattice against oracleworkflowEngineeringL3
qa-rbac-tournament · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
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