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 56
Audit Authorization and Access ControlworkflowEngineeringL3
authz-audit-and-architecture · Authorization system audit across distributed services with architecture recommendations.
WORKS 55
Audit Editorial Neutrality and SourcesworkflowOpsL3
atlas-auditoria-readonly · Read-only compliance audits against Atlas Auditoria framework.
WORKS 60
Audit Dependencies for RiskworkflowEngineeringL3
dependency-audit · Security and compatibility audit of dependency trees with CVE verification.
WORKS 55
Coordinate Multi-Repo ChangesworkflowEngineeringL3
multi-repo-edit · Applying the same change atomically across multiple repositories.
WORKS 58
Draft CloudTrail AWS Setup ScriptworkflowOpsL3
cloudtrail-setup-script · workflow automation in specialized problem domain; check artifact name and description.
WORKS 58
Auto-Research GPT ConfigurationworkflowEngineeringL3
dead-presidents-autoresearch · workflow automation in specialized problem domain; check artifact name and description.
WORKS 58
Execute Layout Phase ImplementationworkflowEngineeringL3
layout-phase-impl · workflow automation in specialized problem domain; check artifact name and description.
WORKS 48
Review Terraform Security and CostworkflowOpsL3
infra-review · workflow automation in specialized problem domain; check artifact name and description.
WORKS 58
Generate Spot Illustrations for PostsworkflowMarketingL3
ambient-art · 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 54
Audit website across six dimensionsworkflowProductL2
site-audit · workflow automation in specialized problem domain; check artifact name and description.
WORKS 54
Resolve design decisions with competing agentsworkflowProductL3
adr-fanout · 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 54
Generate and score design variationsworkflowProductL3
design · 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 55
Search and rank qualified job candidatesworkflowHRL2
job-pipeline · 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 55
Multi-lens design critiqueworkflowProductL3
deep-critique · 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 55
Detect and classify unknown platformsworkflowDataL3
detect-platforms · workflow automation in specialized problem domain; check artifact name and description.
WORKS 57
Audit service packages in parallelworkflowOpsL3
audit-services · 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 60
Extract evidence from research papersworkflowDataL2
fieldatlas-deepread · Literature review requiring faithful extraction with verbatim evidence from long academic papers.
WORKS 55
Decompose PRD into verification ticketsworkflowProductL3
refine-prd · Breaking down large PRDs into atomic, testable tickets via parallel analyst team.
WORKS 55
Validate OAuth scope permissionsworkflowEngineeringL2
label-scopes · Validating that label scopes don't conflict or leave gaps.
WORKS 55
Author and refine task specificationsworkflowProductOpsL2
spec-author · Authoring task specs when codebase patterns and prior specs exist to ground decisions.
WORKS 59
Tag and discover benchmark tasksworkflowProductDataL2
enrich-task-tags · Batch tagging homogeneous content (e.g., all AL benchmark tasks) against controlled vocabulary.
WORKS 55
Scout refactoring opportunitiesworkflowEngineeringL3
refactor-scout · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
WORKS 55
Performance review workflowworkflowHRL2
perf-review · 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 59
Synthesize expert opinionsworkflowProductL2
lets-opinion · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.
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 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 58
Audit competitor claimsworkflowMarketingL2
comparison-audit · Automating multi-phase task execution with agents.
WORKS 55
Process snake case itemsworkflowL2
short_snake_case · Automating multi-phase task execution with agents.
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