cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only1,173 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 48
Resolve foundational design questionsworkflowProductEngineeringL3
vjs-supreme-court · When resolving constitutional questions requiring multi-justice written opinions and case law synthesis.
WORKS 48
Discover and fill knowledge gapsworkflowProductEngineeringL2
mishkan-knowledge-gap-discovery · When auditing whether expected knowledge exists or needs research to fill gaps.
WORKS 48
Review and cluster product backlogworkflowProductL2
lets-backlog · When domain experts need to surface backlog gaps and cluster related themes in parallel.
WORKS 48
Design and execute test strategyworkflowEngineeringProductL2
test · When running tests needs detailed instrumentation and result aggregation.
WORKS 48
Optimize with evolutionary tree searchworkflowEngineeringProductL4
evo-optimize · When iteratively refining codegen output requires evolutionary feedback loops.
WORKS 48
Verify implementation with skepticsworkflowEngineeringProductL3
adversarial-verify · When testing correctness claims requires independent skeptics voting on evidence.
WORKS 48
Verify spec against requirementsworkflowProductEngineeringL3
opsx-verify · Run after apply to prove each spec requirement is satisfied.
WORKS 48
Draft and score implementation plansworkflowProductEngineeringL3
compass-plan · Before a non-trivial or ambiguous change where the approach is not obvious.
WORKS 48
Discover, research, and designworkflowProductEngineeringL3
design · Use when workflow operations need design.
WORKS 48
Extract and merge literature reviewworkflowDataProductL3
paper-review-literature · Use when workflow operations need paper review literature.
WORKS 48
Audit cross-chain configuration rulesworkflowEngineeringProductL3
long-chain-diagnostics-audit · Use when workflow operations need long chain diagnostics audit.
WORKS 48
Map tools vs effectTools across SDKsworkflowEngineeringProductL3
tools-vs-effecttools · Use when workflow operations need tools vs effecttools.
WORKS 48
Propagate design tokens across componentsworkflowEngineeringProductL3
panim-ds-rollout · Propagating design token changes across component consumers with a11y and visual regression gates.
WORKS 48
Prepare feature handoff packageworkflowEngineeringProductL3
chosheb-feature-ship · Shipping features with automated checklists and verification gates.
WORKS 48
Synthesize winning design perspectivesworkflowProductL3
evolve-design · Evolve design through competing perspectives, critique, and synthesis.
WORKS 48
Judge platform answer quality with KB onworkflowProductL3
analyze-platform-faithfulness · Verify knowledge-base integration does not degrade platform-FAQ answers.
WORKS 48
Execute canvas animation wave 2b tasksworkflowEngineeringProductL3
flow-canvas-wave2b-exec · Execute sequential UI feature implementation with per-task verification.
WORKS 48
Iteratively validate dating app specsworkflowProductEngineeringL4
spec-critique-e2e-dating-app · Validate product specs over multiple cycles, catching intent drift and gold-plating.
WORKS 52
Execute implementation plan sequentiallyworkflowEngineeringProductL3
dev-implement · Execute coded development tasks against a spec with verification gates.
WORKS 48
Re-baseline all user personasworkflowProductMarketingL3
phase0-rebaseline-journey · Rebuild persona understanding from scratch combining interviews and metrics.
WORKS 48
Regenerate spec critiques across voice levelsworkflowProductEngineeringL3
spec-critique-voice-ladder-9-regen · Regenerate critique across all 9 voice levels for multi-audience appeal.
WORKS 48
Map project API surfaceworkflowEngineeringProductL2
api-surface-map · Discovering and documenting REST/RPC/GraphQL APIs automatically by grouping endpoints across large codebases.
WORKS 57
Run ForgeGate ticket through workflowworkflowEngineeringProductL3
forge-run-ticket · Enforcing typed schemas and governance gates across autonomous commit workflows with verifiable audit trails.
WORKS 48
Convert plan to buildable blueprintworkflowProductEngineeringL3
plan-to-blueprint · Distilling a plan into executable design by researching dependencies and designing subsystems in parallel.
WORKS 48
Auto-execute epic through quality gatesworkflowEngineeringProductL4
ikkikasei · Running full epic-to-release pipelines with spec refinement, design, ticket split, and quality gates auto-executing.
WORKS 48
Fan-out prior-art research with verificationworkflowProductEngineeringL2
prior-art · Patent landscape and novelty analysis for IP assessment.
WORKS 48
Verify NexOS and NexDash parityworkflowEngineeringProductL3
nexos-vs-nexdash-parity · Comparing live implementations under identical test conditions to find divergence
WORKS 48
Exhaustive state-of-art candidate scanworkflowProductEngineeringL2
sota-scan-fanout · Scanning research papers in parallel across multiple sources
WORKS 48
Generate and rank candidate plansworkflowProductOpsL2
judge-panel · Assembling diverse expert perspectives in a structured panel verdict
WORKS 55
Stress-test design through lensesworkflowProductEngineeringL2
design-review · Systematically reviewing design artifacts across consistency and usability
WORKS 48
Audit pages and build missing featuresworkflowEngineeringProductL3
path-warden-completeness · Verifying task completion paths are complete and well-formed
WORKS 48
Audit inspector form usabilityworkflowProductL3
inspector-usability-audit · Auditing UI form builders when you need full data-flow verification (form→state→serialization) against upstream schema docs.
WORKS 48
Screen EHR products with parallel agentsworkflowProductL2
cheap-pass-100 · High-volume batch screening with fixed concurrent worker capacity.
WORKS 48
Regenerate specs across voice styles automaticallyworkflowProductL3
spec-critique-voice-ladder-regen · Criticizing specifications from multiple evaluation angles with voice consistency.
WORKS 48
Map content type coverage and edge casesworkflowProductL2
type-field-coverage · Measuring type coverage across large codebases.
WORKS 48
Execute UI cinematics animationsworkflowProductL3
flow-canvas-wave2b-cinematics · Executing the flow-canvas-wave2b-cinematics workflow.
WORKS 48
Synthesize roadmaps across PM perspectivesworkflowProductL3
pm-council-clawcamp · Executing the pm-council-clawcamp workflow.
WORKS 48
Deep research OpenSpec with testable specsworkflowProductL3
opsx-propose-deep · Use when you need a structured opsx propose deep workflow.
WORKS 48
Review agent layout UI designworkflowProductL2
multica-layout-review · Use when you need a structured multica layout review workflow.
WORKS 48
Score personas across key flowsworkflowProductL3
qa-persona-score · Running qa-persona-score as a multi-phase orchestrated workflow.
WORKS 48
Extract case drills to prompt-solution JSONworkflowProductL3
casebook-extract · Running casebook-extract as a multi-phase orchestrated workflow.
WORKS 48
Visual acceptance audit with judgesworkflowProductL3
damaros-brief6-acceptance-audit · Running damaros-brief6-acceptance-audit as a multi-phase orchestrated workflow.
WORKS 48
Run comprehensive UI quality checksworkflowProductL2
forge-check-ui · Audit UI components when design consistency and accessibility compliance both matter.
WORKS 48
Build website sections from design systemworkflowProductL2
gc-build-sections · Parallel page section development when design system is immutable + ten builders can work simultaneously
WORKS 48
Select best agent approach via tournamentworkflowProductL2
tournament · Strategy selection when solution space is open-ended and head-to-head beats rubric scoring
WORKS 48
Implement PRD modules with isolated ownershipworkflowProductL2
sdlc-prd-sharding · Parallel PRD analysis when sections are truly independent + worktree overhead is acceptable
WORKS 48
Evaluate docs against cold-start personasworkflowProductL2
docs-reader-personas · Persona extraction when docs are rich + you want diverse concurrent reads with deterministic aggregation
WORKS 48
Cluster and rank customer feedback themesworkflowProductL2
customer-feedback-theme-extractor · Bulk customer feedback analysis when you want quick theme extraction + ranking by frequency
WORKS 48
Audit all product surfaces for functional gapsworkflowProductL3
surface-functional-audit-2 · Comprehensive UI audit where engagement flows (like/save/comment) must be traced end-to-end.
WORKS 48
Audit design-to-code gaps with verificationworkflowEngineeringProductL3
m1m8-gap-audit · Verifying that large real-time systems stay synchronized between intent (design) and implementation.
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