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 48
Run full system test suiteworkflowEngineeringL3
full-system-test · When you need a comprehensive parallel test across build, unit tests, CLI, and plugin contracts.
WORKS 48
Author archetype combo testsworkflowEngineeringL3
author-archetype-combo-tests · When implementing cross-card rules interactions that per-card unit tests cannot validate.
WORKS 48
Run three-phase test pipelineworkflowEngineeringL3
40-test-diff · When you need comprehensive test discovery and failure documentation.
WORKS 52
Verify retention tournament metricsworkflowDataL3
alberta-retention-tournament-verify · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 55
Synthesize deep research reportworkflowL3
deep-research · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 54
Audit FFmpeg performance issuesworkflowEngineeringL3
ffmpeg-sharp-deep-audit · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 48
Verify Google Ads schemaworkflowMarketingL3
optimization-loop-smoke · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 52
Orchestrate multi-phase workflowworkflowEngineeringL3
orchestrate-claude · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 51
Three-layer adversarial reviewworkflowProductL3
wf-verify · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 44
Multi-angle research synthesisworkflowL2
mini-research · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 57
Automate multi-phase codebase migrationworkflowEngineeringL4
generic-harness-object-model-build · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 54
Auto-execute and PR backlog tasksworkflowEngineeringL4
auto-elevate-execute · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 48
Verify findings without tool executionworkflowEngineeringL2
verify-findings-intrinsic · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 48
Fix performance bottlenecks systematicallyworkflowEngineeringL4
jax-score-perf-investigation · When you need multi-phase orchestration with parallel agents across a complex workflow.
WORKS 48
Audit codebase across seven lensesworkflowEngineeringL4
harness-legacy-scan · Comprehensive multi-lens harness audits needing parallel discovery and adversarial verification.
WORKS 48
Orchestrate project initializationworkflowEngineeringL4
wfl:init · Deterministic LLM-orchestrated project bootstrap with phase gating and config auto-merge.
WORKS 48
Design agent activity dashboardworkflowProductEngineeringL4
agent-live-tui-design · Designing live streaming TUI for real-time agent activity (thinking, tools, results).
WORKS 48
Find and prioritize implementation bugsworkflowEngineeringL4
audit · Workflow pattern automation: audit.
WORKS 51
Clean up code and improve efficiencyworkflowEngineeringL2
simplify · Detecting hidden reuse opportunities and efficiency bugs across changed code in one pass.
WORKS 48
Apply safe refactors with human reviewworkflowEngineeringL3
harness-diet · Safely applying low-risk harness optimizations while preserving safety constraints.
WORKS 58
Add tests to untested codeworkflowEngineeringL4
retrofit-testing · Unbiased bug hunting across multiple dimensions with refutation voting to reduce false positives.
WORKS 59
Route items through review stagesworkflowOpsL2
pipeline-review · Processing batches of items through concurrent, scoped review stages with per-item result collection.
WORKS 48
Discover HTTP services on networkworkflowEngineeringL3
http-discovery · Discovering live HTTP services via port scan plus HTTP probe pipeline.
WORKS 48
Transform process sections to modulesworkflowOpsL3
apqc-section-transform · Transforming process taxonomies into validated ontology modules with reality-layer semantics.
WORKS 48
Run disaster recovery drillsworkflowOpsL3
migdal-dr-drill · Workflow pattern automation: migdal-dr-drill.
WORKS 60
Debate code changes to consensusworkflowEngineeringL2
lens-debate · Workflow pattern automation: lens-debate.
WORKS 48
Test theorems for hidden assumptionsworkflowEngineeringL2
verify-theory · Workflow pattern automation: verify-theory.
WORKS 48
Gate and categorize driver candidatesworkflowEngineeringL2
driver-gate-g2 · Workflow pattern automation: driver-gate-g2.
WORKS 48
Review ingredient cluster consolidationworkflowEngineeringL2
claude-dedup-cluster-review · Processing batches of items through concurrent, scoped review stages with per-item result collection.
WORKS 48
Generate five-dimension project READMEworkflowEngineeringL2
readme-gen · Workflow pattern automation: readme-gen.
WORKS 59
Execute sprint with dependency wavesworkflowOpsL4
wfl:run-sprint · Workflow pattern automation: wfl:run-sprint.
WORKS 60
Run parallel requirement review pipelineworkflowEngineeringL4
adlc-sprint · Processing batches of items through concurrent, scoped review stages with per-item result collection.
WORKS 48
Multi-layer codebase reviewworkflowEngineeringL3
forge-review · Workflow pattern automation: forge-review.
WORKS 48
Appeal binding precedent rulingsworkflowL2
vjs-court-of-appeal · Workflow pattern automation: vjs-court-of-appeal.
WORKS 57
Review code changes with consensus debateworkflowEngineeringL2
codex-debate · When code review requires adversarial consensus between multiple reviewers.
WORKS 48
Stress-test ideas with adversarial evidenceworkflowProductOpsL3
idea-stresstest · Validating ideas through adversarial challenge and evidence verification.
WORKS 48
Repair markup codes in descriptionsworkflowEngineeringOpsL2
markup-repair · Fixing text markup without changing wording or structure.
WORKS 48
Curate subjects for image generationworkflowMarketingProductL2
hiraia-curate-images · Filtering subject clusters into drawable, single-subject image concepts.
WORKS 48
Generate multilingual retrieval benchmarksworkflowEngineeringProductL2
hiraia-gen-eval-queries · Generating labeled benchmark queries for retrieval system evaluation.
WORKS 48
Playtest game dynamics with AI agentsworkflowProductL3
cutthroat-playtest · Testing complex multi-player game dynamics with autonomous agent seats.
WORKS 48
Audit and deprecate legacy SDK referencesworkflowEngineeringOpsL3
legacy-sdk-deprecation-sweep · Rolling out breaking changes safely across multiple releases with parallel worktrees.
WORKS 48
Hunt bugs until stabilizedworkflowEngineeringL2
loop-until-dry · Iterative bug hunting until convergence on a stable result set.
WORKS 48
Find and fill content gapsworkflowProductMarketingL2
completeness-critic · Identifying gaps in initial coverage then filling them iteratively.
WORKS 48
Roll out schema changes safelyworkflowEngineeringOpsL3
yasad-schema-evolution · Phasing schema migrations with zero-downtime guarantees across releases.
WORKS 60
Build driver catalogs by industryworkflowOpsDataL3
driver-menu-build · Building curated driver catalogs from event sources with blind naming.
WORKS 54
Tournament code with competitive scoringworkflowEngineeringL3
fierce-compete · Simulating competitive dynamics with autonomous agent players.
WORKS 58
Convert issues to pull requests autonomouslyworkflowEngineeringOpsL3
pm-issue-to-pr · Converting issues to PRs with automated changes and validation.
WORKS 48
Test all pages and fix breakageworkflowEngineeringProductL3
dashclaw-find-and-fix · Locating and fixing bugs through systematic analysis and repair.
WORKS 46
Prepare TypeScript SDK releasesworkflowEngineeringL2
ts-sdk-publish · Publishing SDK releases with validation and multi-stage deployment.
WORKS 54
Gate and commit ML architecture pathsworkflowEngineeringL4
finish-realize-bulk · Executing bulk operations with completion validation.
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