cyberneticlibrary

The library

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

WORKS 58
Execute Layout Phase ImplementationworkflowEngineeringL3
layout-phase-impl · workflow automation in specialized problem domain; check artifact name and description.
WORKS 55
Update Package Manager DerivationsworkflowEngineeringL3
update-pkgs · workflow automation in specialized problem domain; check artifact name and description.
WORKS 58
Spec-driven feature developmentworkflowProductEngineeringL2
spec-driven-dev · workflow automation in specialized problem domain; check artifact name and description.
WORKS 58
Pre-release quality gate with specialist auditorsworkflowEngineeringProductL3
pre-release-audit · workflow automation in specialized problem domain; check artifact name and description.
WORKS 57
Investigate formal verification feasibilityworkflowEngineeringL3
mathlib-conversion-investigation · workflow automation in specialized problem domain; check artifact name and description.
WORKS 55
Implement and review code storiesworkflowEngineeringL3
cello-story-implementation · workflow automation in specialized problem domain; check artifact name and description.
WORKS 60
Bug fix workflow with testingworkflowEngineeringL3
bugfix · workflow automation in specialized problem domain; check artifact name and description.
WORKS 54
Design workflow interface layoutworkflowProductEngineeringL3
workflow-layout-design · workflow automation in specialized problem domain; check artifact name and description.
WORKS 57
Multi-agent code reviewworkflowEngineeringL3
multi-agent-review · workflow automation in specialized problem domain; check artifact name and description.
WORKS 56
Compute progression check deterministicallyworkflowEngineeringL3
finalize-progression-check · Iterative code review requiring multi-lens consensus (catches issues single reviewers miss).
WORKS 55
Fan out specialist code reviewersworkflowEngineeringL3
comprehensive-review-fanout · Complex changes requiring parallel specialist review across different dimensions (correctness/security/performance).
WORKS 58
Automated clippy fixes with review gateworkflowEngineeringL3
clippy-fix-round · Large Rust codebases with many clippy violations needing safe, automated fixes with adversarial review.
WORKS 57
Multi-lens quality and security reviewworkflowEngineeringL3
dev-review · Iterative code review requiring multi-lens consensus (catches issues single reviewers miss).
WORKS 55
Validate OAuth scope permissionsworkflowEngineeringL2
label-scopes · Validating that label scopes don't conflict or leave gaps.
WORKS 55
Scout refactoring opportunitiesworkflowEngineeringL3
refactor-scout · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 58
Define workflow type systemworkflowEngineeringL2
types · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 55
Audit run instructions claimsworkflowEngineeringL2
run-instructions-audit · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 54
Auto-fix on-page SEO and schemaskillMarketingEngineeringL3
seo-aeo-amplifier · Rapidly identifying and auto-fixing on-page SEO issues (titles, descriptions, heading structure, alt text, schema) for WordPress sites.
WORKS 55
Synthesize architecture amendmentsworkflowEngineeringL3
skv18-t-p3-synthesis · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 59
Test REST API endpointsworkflowEngineeringL2
api-e2e · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 56
Generate comprehensive design handoffsskillEngineeringOpsL2
design-handoff · Eliminating back-and-forth design questions by specifying every interaction, state, and edge case upfront in one doc.
WORKS 55
Automate code review pipelineworkflowEngineeringL3
dev-workflow · Orchestrating end-to-end ticket-to-PR cycles with parallel code review and automated fix loops.
WORKS 55
Implement unfinished todosworkflowEngineeringL3
phase-d-todo-sweep · Mass-clearing unimplemented functions by porting real bodies from Zig specifications.
WORKS 55
Run full feature cycleworkflowEngineeringL3
phase-b2-cycle · Systematically ungating and verifying large codebases tier-by-tier with 2-vote bug detection.
WORKS 55
Refactor unsafe pointersworkflowEngineeringL3
phase-f-accessor-sweep · Eliminating unsafe pointer derefs by adding safe accessors with adversarial review cycles.
WORKS 60
Test chat mode qualityworkflowEngineeringL3
test-chat-modes · Comparing LLM retrieval strategies (KG vs vector, HyDE vs plain) with factual accuracy judges.
WORKS 55
Survey and plan migrationsworkflowEngineeringL3
phase-h-portnotes-survey · Classifying and proposing refactors for port-compatibility workarounds across large systems.
WORKS 55
Hunt Windows bugs systematicallyworkflowEngineeringL3
phase-h-windows-bughunt-wt · Finding Windows-specific bugs through adversarial 2-vote hunts against Zig spec references.
WORKS 59
Gate deployments with checksworkflowEngineeringL3
pre-deploy-sweep · Gating production deployments with parallel excellence checks (build, links, a11y, SEO, brand).
WORKS 55
Remove feature gatesworkflowEngineeringL3
phase-d-recursive-ungate · Automating multi-phase task execution with agents.
WORKS 55
Transform repository completelyworkflowEngineeringL4
nihil · Automating multi-phase task execution with agents.
WORKS 57
Deliver clarity-first status updates that landskillEngineeringOpsL1
standup · Engineers and PMs who need to keep leadership informed without writing essays, and want their updates actually read instead of skimmed (because every sentence moves someone toward a decision or clarity).
WORKS 54
Parallelize batchable workworkflowEngineeringL3
decompose · Breaking down complex systems into reusable, testable components with clear contracts.
WORKS 49
Fix bugs quicklyworkflowEngineeringL2
bugfix-simple · Best for automating complex multi-phase bugfix-simple processes at scale.
WORKS 58
Analyze agent loop execution metricsskillEngineeringL2
ralph-analytics · Agent development where you need quantified evidence of loop quality improvement—when optimizing stuck detection, reflection patterns, or escalation thresholds.
WORKS 54
Audit markdown parse qualityworkflowEngineeringL3
raw-md-audit · Best for automating complex multi-phase raw-md-audit processes at scale.
WORKS 58
Parallelize album mastering consistency checksworkflowEngineeringL3
batch-master · Best for automating complex multi-phase batch-master processes at scale.
WORKS 57
Diagnose and batch-correct audio stemsworkflowEngineeringL3
stem-process · Best for automating complex multi-phase stem-process processes at scale.
WORKS 57
Verify VST plugin compatibility at scaleworkflowEngineeringL3
vst-probe-inventory · Best for automating complex multi-phase vst-probe-inventory processes at scale.
WORKS 55
Conduct adversarial software architecture reviewworkflowEngineeringL3
architect-review · Best for automating complex multi-phase architect-review processes at scale.
WORKS 59
Run partitioned audits in parallel with deduplicationworkflowEngineeringL3
fanout-audit · Best for automating complex multi-phase fanout-audit processes at scale.
WORKS 54
Audit code quality across Lyra wavesworkflowEngineeringL3
multi-agent-audit · Multi-domain code quality auditing at scale across partitions.
WORKS 58
Close test coverage gaps with verified testsworkflowEngineeringL3
coverage-loop · Identifying and closing genuine test coverage gaps systematically.
WORKS 57
Audit bugs with verified execution evidenceworkflowEngineeringL3
evidence-gate-audit · Multi-domain code quality auditing at scale across partitions.
WORKS 57
Detect and fix API specification driftworkflowEngineeringL2
api-contract-drift-detector · Routing legal intake requests with normalization and escalation detection.
WORKS 59
Pentest image parsing for crash vulnerabilitiesworkflowEngineeringL3
60-harden-suite · Parallel penetration testing with isolated worktrees and preserved crash artifacts.
WORKS 55
Sweep and classify TODO/FIXME markersworkflowEngineeringL2
phase-todo-sweep · Applying phase-todo-sweep as a specialized, reusable capability.
WORKS 55
Classify struct ownership patterns to Rust typesworkflowEngineeringL2
lifetime-classify · Applying lifetime-classify as a specialized, reusable capability.
WORKS 58
Review and refine CELLO story implementationsworkflowEngineeringL2
cello-review-only · Applying cello-review-only as a specialized, reusable capability.
WORKS 54
Verify missing authorization on all routesworkflowEngineeringL2
security-audit · Multi-domain code quality auditing at scale across partitions.
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