cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only6,001 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 55
Verified swarm executionworkflowL2
verified-swarm.workflow · Catching error-suppression in automated fixes via voting.
WORKS 60
Decompose issue into sub-issuesworkflowEngineeringProductL2
decompose-issue · When a task is too large for one ticket and should become a parent + several sub-issues on phaabe/live.moafunk.de
WORKS 55
Prepare dispatch scaffoldingworkflowEngineeringProductL2
dispatch-prep · When Leader wants to dispatch the Developer subagent manually in main chat but still benefit from the preflight + scaffo
WORKS 55
Verify commit claims before pushworkflowEngineeringL2
pre-push-verify · Before git push of a feature branch, before gh pr create, before gh pr merge. Especially after rebase / amend / worktree
WORKS 54
Implement feature with review loopworkflowEngineeringL2
implement-and-review · Iterative code review → fix loops up to 3 rounds, hard-capped.
WORKS 55
Compare options with scored tableworkflowProductOpsL2
compare-options · Head-to-head option comparison: parallel research + impartial scoring.
WORKS 55
Workflow orchestration toolworkflowL2
WorkflowTool · JavaScript workflow orchestration engine with resume/caching support.
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 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 56
Assign game palettes to level stagesworkflowProductL2
rpg-stages · Orchestrate multi-phase rpg-stages tasks with structured verification and recovery.
WORKS 55
Explore RPG redesign directionsworkflowProductL2
rpg-design · Orchestrate multi-phase rpg-design 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 57
Scan and verify code changesworkflowEngineeringL2
mini-review · Orchestrate multi-phase mini-review 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
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 57
Deep-review translations for qualityworkflowOpsProductL2
opus-deep-review · Parallel review and triage workflows across multiple criteria or models.
WORKS 54
Install Python dependencies with retryworkflowEngineeringL2
nct-install-loop · 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 55
Validate workflow executionworkflowEngineeringL2
validate-workflow · Automated test repair and quality assurance loops.
WORKS 55
Compile release notes from commitsworkflowProductMarketingL2
release-notes · Parallel review and triage workflows across multiple criteria or models.
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 55
Track smolagents branch-review remediationworkflowEngineeringL2
smolagents-fix-assessment · Complex multi-phase orchestrated workflows requiring coordination across role-specialized agents.
WORKS 55
Complete internationalization of transactional contentworkflowOpsL2
i18n-finish · 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 58
Generate release notes from merged commitsworkflowOpsL2
changelog · Best for synthesizing release notes from git commits.
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 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 54
Verify B2 modules against siblingsworkflowEngineeringL2
phase-b2-verify · Best for hierarchical build verification with pass/fail gates.
WORKS 55
Ship discovery to plans handoffworkflowProductOpsL2
ship · Best for orchestrating deployments with rollback gates.
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
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