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 59
Parallelize command gap closureworkflowEngineeringL3
parity-wave · Orchestrate multi-agent parity wave across parallel branches and synthesis.
WORKS 58
Auto-port static analysis copsworkflowEngineeringL3
port-rubocop-cops · Orchestrate multi-agent port rubocop cops across parallel branches and synthesis.
WORKS 58
Build integrated documentation siteworkflowMarketingL3
shadowkit-site-build · Orchestrate multi-agent shadowkit site build across parallel branches and synthesis.
WORKS 55
Multi-reviewer committee code reviewworkflowEngineeringL3
committee-review · Orchestrate multi-agent committee review across parallel branches and synthesis.
WORKS 55
Generate workflow harness from specworkflowEngineeringL3
build-charlie-harness · Orchestrate multi-agent build charlie harness across parallel branches and synthesis.
WORKS 54
Propose and verify iterative improvementsworkflowProductL2
improve · Orchestrate multi-agent improve across parallel branches and synthesis.
WORKS 57
Migrate documentation to new workflow modelworkflowEngineeringL3
update-docs-defineworkflow · Large doc migration when language/API changes; preserves existing voice and structure.
WORKS 58
Multi-dimensional adversarial diff reviewworkflowEngineeringL3
review-branch-adversarial · Pre-PR review on systems with strict governance (fail-closed, policy-enforcing) where wiring gaps are critical.
WORKS 57
Auto-generate and pick winning variationworkflowProductL3
auto-forge · Rapid design iteration when human review cycles are slow and you accept self-judged direction.
WORKS 58
Multi-lens adversarial engine reviewworkflowEngineeringL3
ultra-qa-review · Pre-release audit on mature code when adversarial multi-agent review justifies token cost.
WORKS 58
Build sequenced backend tasks from contractsworkflowProductL2
todos-build · Multi-agent backend implementation when strict pinned-contract enforcement prevents scope creep.
WORKS 58
Loop build-and-fix iterations until successworkflowEngineeringL3
30-build · Language port automation where one-pass fix cycles + error signature repeat detection saves manual iteration.
WORKS 57
Hunt bugs with parallel adversarial verifyworkflowEngineeringL3
bughunt-deep · Pre-release audit on signal-heavy domains (imaging, DSP, physics) where real bugs justify multi-agent search cost.
WORKS 56
Compare functions across code shardsworkflowEngineeringL3
31-checkup · Post-build sanity check to catch silent artifact corruption or incomplete linking.
WORKS 54
Execute seven-stage development pipelineworkflowEngineeringL3
dev-pipeline · Standard CI orchestration when phase interdependencies are linear and early exit on error is desired.
WORKS 55
Sync Figma designs with auto-fallbackworkflowProductL2
figma-design-sync · Design→code sync when designers commit to Figma and engineers want single source of truth.
WORKS 56
Test workflow runnerworkflowL2
test · Generic test orchestration when you need multi-runner support and output normalization.
WORKS 56
Run tracked demo agentworkflowL2
tracked_demo · Demo and educational contexts where you want to show multi-phase workflow with artifact trail.
WORKS 55
Review code across LLM familiesworkflowEngineeringL3
dual-family-review · Drift detection when you maintain parallel implementations (deprecated + new, A/B experiment, etc).
WORKS 60
Audit surfaces and frame findingsworkflowEngineeringL3
audit-sweep · Continuous or pre-release audit when you have specific compliance gates beyond linting.
WORKS 59
Tune drum-bus audio processing chainworkflowL3
tomorrow-never-knows · Executive planning when you need data-driven timeline estimates with confidence ranges.
WORKS 60
Optimize AC/DC drum-bus chainworkflowL3
back-in-black · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 59
Coordinate tickets across phasesworkflowOpsL3
coordinate-phase · Parallel feature development where file ownership, worktree freshness, and quality gates are structural.
WORKS 58
Lock Phil Collins gated-reverb tuningworkflowL3
in-the-air-tonight · Multi-team release orchestration with phase sequencing.
WORKS 58
Compare drum characters across presetsworkflowL3
famous-drum-shootout · Multi-variant audio tuning where human perceptual judgment across meters is the bottleneck.
WORKS 57
Tune Steely Dan drum-bus chainworkflowL3
home-at-last · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 55
Tune James Brown drum-bus chainworkflowL3
funky-drummer · Multi-variant audio tuning where human perceptual judgment across meters is the bottleneck.
WORKS 58
Orchestrate device QA testing seriallyworkflowEngineeringL3
device-qa-orchestrate · Serial hardware-constrained QA (single emulator/sim lease) that blocks release until all platforms pass.
WORKS 55
Reconcile backlog into tracker issuesworkflowEngineeringL3
phase2-reconcile · Folding standing technical debt into per-module tracker issues without hand-rolled deduplication.
WORKS 54
Classify and patch session learningsworkflowOpsL3
fold-learnings · Routing session learnings to the right home (skill/workflow/CLAUDE.md/memory) with adversarial redundancy check.
WORKS 60
Apply architect review findings sequentiallyworkflowEngineeringL3
architect-fix · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 58
Tune Bonham drum-bus chainworkflowL3
fool-in-the-rain · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 59
Tune Led Zeppelin stairwell reverbworkflowL3
when-the-levee-breaks · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 60
Align EP to house curve in parallelworkflowL3
house-curve · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 57
Test workflow runnerworkflowL2
x · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 58
Implement Dynamic Workflow Runtime StagesworkflowEngineeringL3
dynamic-workflow-impl · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 48
Run Competitive Code TournamentworkflowEngineeringL3
fierce-compete · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 55
Multi-Dimension Code ReviewworkflowEngineeringL3
harness-review · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 57
Fan-Out Adversarial ResearchworkflowEngineeringL3
research · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 57
Investigate Flaky Test Root CauseworkflowEngineeringL3
flaky_test_hunter · Isolating flaky test root causes by running suspected culprits in parallel with detailed logging.
WORKS 55
Upgrade Agent Fleet FrameworkworkflowEngineeringL3
upgrade-agent-fleet · Systematically modernizing agent codebase to shared framework without manual drift.
WORKS 54
Scan and Rank Tech DebtworkflowEngineeringL3
tech-debt-triage · Identifying quick wins in refactor sprints faster than manual code review.
WORKS 60
Pre-Release Validation GateworkflowEngineeringL3
release-checklist · Gating releases with multi-perspective verification before ship.
WORKS 57
Remove Unused Code IterativelyworkflowEngineeringL3
dead-code-sweep · Iteratively cleaning unused code until fixpoint without manual symbol tracking.
WORKS 55
Run Multi-Persona QA TribunalworkflowEngineeringL3
demerzel-tribunal-panel · Multi-persona QA consensus on PRs with contract-valid verdicts and blast-radius tracking.
WORKS 57
Analyze Performance BottlenecksworkflowEngineeringL3
performance-profiler · Finding optimization targets via parallel lenses (algo + memory + IO + bundle).
WORKS 57
Audit EU Framework MappingsworkflowLegalL3
eu-mapping-audit · Compliance audits requiring cited ground-truth and adversarial verify loop.
WORKS 57
Sync Remote Workflows to Local RepoworkflowEngineeringL3
mirror-sync · Keeping n8n local repo mirrored to instance without manual sync.
WORKS 57
Run Whole-App Correctness AuditworkflowEngineeringL3
codebase-review · Major version boundaries requiring whole-system audit and correctness theme.
WORKS 57
Execute Review Pipeline CoreworkflowEngineeringL3
review-core · Detailed correctness + hardening audit of core subsystems per theme.
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