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 55
Audit cross-language method parityworkflowEngineeringL3
rpy-parity-audit · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 59
Review code across multiple security dimensionsworkflowEngineeringL3
review-fanout · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 55
Triage and fix high-impact Sentry issuesworkflowEngineeringL3
triage-sentry · Filtering high-impact issues by user-count thresholds to focus fix effort.
WORKS 55
Multi-perspective pull request reviewworkflowEngineeringL3
code-review-parallel · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 55
Archive completed project plansworkflowOpsL2
organize-completed-plans · Bulk file reorganization tasks with frontmatter-based categorization.
WORKS 56
Extract and gate training recipesworkflowEngineeringL4
finish-l4-from-scratch-recipe · Validating refactors against frozen reference behavior (loss curves, outputs).
WORKS 57
Execute large-scale refactoring pipelinesworkflowEngineeringL4
refactor-at-scale · Large codebase refactors where understanding scope before execution prevents rework.
WORKS 60
Build deterministic model round-trip gatesworkflowEngineeringL4
build-gguf-roundtrip-gate · Validating refactors against frozen reference behavior (loss curves, outputs).
WORKS 55
Conduct deep research with verified sourcesworkflowProductOpsL3
deep_research · Multi-source research with synthesis and adversarial fact-checking.
WORKS 59
Complete full issue-to-production cycleworkflowEngineeringL3
process-item · Batch processing with schema validation and error tracking.
WORKS 55
Execute code review gate workflowworkflowEngineeringL3
lsb-pipeline · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 59
Batch migrate RuboCop cops to test-drivenworkflowEngineeringL3
cop-port-batch · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 54
Audit game engine for production readinessworkflowEngineeringL3
odin-prod-audit · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 59
Run weekly site health check reportworkflowOpsProductL3
weekly-checkin · Unattended weekly health checks (GSC, deploy, links, schema, CWV).
WORKS 59
Evaluate neurospatial API design comprehensivelyworkflowProductEngineeringL2
design-review · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 58
Resume incomplete layout test phasesworkflowEngineeringL2
layout-followups-resume · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 56
Build TCA domain from architectureworkflowEngineeringL3
tca-build · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 54
Audit user flows for blockers adversariallyworkflowProductL3
qa-flow-audit · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
WORKS 54
Design multi-agent tournament evaluationworkflowProductEngineeringL3
tournament-design · Design decisions with multiple valid approaches needing synthesis through pairwise-judged competition.
WORKS 58
Review merge request across dimensionsworkflowEngineeringL3
gogeta-review · Code/MR review across security, performance, conventions with adversarial refutation quorum gates.
WORKS 58
Implement resident agent stream processworkflowEngineeringL4
resident-agent-impl · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Validate spec and plan adversariallyworkflowProductEngineeringL3
superpower-validate · Spec/plan validation before build when requirements are vague or dependencies cross multiple systems.
WORKS 55
Migrate UI to ChipGroup componentsworkflowEngineeringL2
chips-badges-migration · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Execute feature sprint autonomouslyworkflowEngineeringL3
execute-contract · Tier 1 feature contracts (3-8 pts, mode C) needing autonomous sprint with fix loops.
WORKS 55
Analyze site structure deeplyworkflowProductOpsL3
site-deep-analyze · Deep site analysis combining Playwright crawl, static DOM/CSS inspection, and vision-based UI classification.
WORKS 54
Audit artifact strategy and scopeworkflowL2
skill-portfolio-existence-review · Code/MR review across security, performance, conventions with adversarial refutation quorum gates.
WORKS 58
Implement issues with quality auditsworkflowEngineeringL2
rss-issue-sprint · Batching issue implementations with simultaneous quality audits.
WORKS 55
Tune Codex theme iterativelyworkflowEngineeringProductL2
codex-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Tune Antigravity theme iterativelyworkflowEngineeringProductL2
antigravity-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Diagnose system issuesworkflowL2
diagnose · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Triage feature scope and designworkflowProductEngineeringL3
fathomdb-v05-feature-triage · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Review JVM code for correctnessworkflowEngineeringL3
adversarial-code-review · Code/MR review across security, performance, conventions with adversarial refutation quorum gates.
WORKS 56
Port C library to Jai shardsworkflowEngineeringL3
10-port-sections · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Run minimal UI test demonstrationworkflowEngineeringL2
ui-test-minimal · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 58
Migrate research workflow to productionworkflowEngineeringOpsL3
weekly-research-workflow-poc · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 55
Audit docs for accuracy and clarityworkflowEngineeringL2
docs-audit · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 60
Plan phased build for collaborative editorworkflowProductL2
notion-clone-build-plan · Workflow notion clone build plan with multi-agent verification.
WORKS 60
Hunt bugs with adversarial LLM teamworkflowEngineeringL3
nereids-bug-hunt · Broad defect sweep of the NEREIDS workspace ahead of a release / paper. RUN FROM THE MAIN REPO ROOT (not a .claude/worktrees/ session) so SAMMY primary sources resolve and subagents are not sandboxed away from them. Complements /review-pipeline (which is per-PR-diff + fix + merge gates); this workflow is whole-crate DETECTION only — it finds and locates defects, cross-verifies them across two LLM families, and reports. It does NOT fix anything.
WORKS 58
Redesign UI with Tailwind and shadcnworkflowProductL2
ui-redesign · Workflow ui redesign with multi-agent verification.
WORKS 55
Deduplicate codebase exhaustivelyworkflowEngineeringL3
phase-h-dedup · Workflow phase h dedup with multi-agent verification.
WORKS 60
Reduce unsafe patterns systematicallyworkflowEngineeringL3
phase-h-unsafe-wrap · Workflow phase h unsafe wrap with multi-agent verification.
WORKS 60
Test workflow executionworkflowEngineeringL2
workflow-slug · Workflow workflow slug with multi-agent verification.
WORKS 57
Execute parallel coder waves with gatesworkflowEngineeringL3
kryptonite-phase12 · Workflow kryptonite phase12 with multi-agent verification.
WORKS 57
Review halmos skill across dimensionsworkflowEngineeringL2
qa-halmos-review · Workflow qa halmos review with multi-agent verification.
WORKS 60
Benchmark sentence segmentation librariesworkflowEngineeringL3
compare-segmenters · Compare this library against other sentence boundary detection libraries on public corpora and get a winner + rationale for every case where they disagree.
WORKS 43
Audit system health and deviationsworkflowOpsL3
audit-loop · Run on the recurring /loop audit fire to deterministically check gm + rs-* for drift from the paper MO
WORKS 57
Evaluate skill fitness across portfolioworkflowEngineeringL3
skill-fitness · Workflow skill fitness with multi-agent verification.
WORKS 60
Migrate UI primitives to Lumina kitworkflowProductL3
migrate-engineering-primitives · Workflow migrate engineering primitives with multi-agent verification.
WORKS 59
Generate ideas, dedupe, filter by rubricworkflowProductL2
generate-and-filter · Brainstorming where you want breadth first, then only the highest-quality, non-duplicate, rubric-passing ideas. Pass a bare topic string, or {topic, generators?, rubric?, threshold?, keep?} as args.
WORKS 60
Drive workflow phase to convergenceworkflowEngineeringL3
ldw-phase-runner · Workflow ldw phase runner with multi-agent verification.
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