cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only7,950 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
WORKS 57
Run Whole-App Correctness AuditworkflowEngineeringL3
codebase-review · Major version boundaries requiring whole-system audit and correctness theme.
WORKS 55
Generate ABM account research and sequencesskillSalesL3
bdr-enablement-generator · B2B SaaS teams with ABM programs (Tier 1/2) who need research-grounded sequences differentiated by persona and account tier, not spray.
WORKS 57
Execute Review Pipeline CoreworkflowEngineeringL3
review-core · Detailed correctness + hardening audit of core subsystems per theme.
WORKS 52
Design Salesforce Opportunity stage laddercommandSalesOpsL2
design-sales-stages · Establishing a forecast-aligned stage ladder for a new business motion or validating an existing Salesforce Opportunity structure against best practices.
WORKS 58
Generate illustrated articles at scaleskillMarketingL2
baoyu-article-illustrator · Scaling visual content production for long-form articles where automatic position-detection saves editorial review cycles.
WORKS 55
Run five-day design sprint with customer testingskillProductOpsL3
design-sprint · When you have one critical business question, a committed team, and 5 uninterrupted days — not for iterative continuous product development or remote teams without synchronous time.
WORKS 55
Produce employee onboarding plansskillHRL1
hr-onboarding · Structured employee onboarding where a visual, milestone-based plan accelerates clarity on expectations and first-week activities.
WORKS 58
Execute 41-prompt SEO strategy frameworkskillMarketingL2
seo-flow · Strategic SEO planning where 41 evidence-backed prompts (not improvised queries) drive structured, replicable analysis across keywords, content, and conversions.
WORKS 52
Rewrite article sections for clarityskillMarketingL1
edit-article · Writers and editors who want rapid paragraph-level clarity improvements while preserving the article structure and information flow.
WORKS 58
Define AI products with full rigorskillProductL2
ai-product-canvas · Pre-build rigor check for any AI feature; prevents building technically impressive but commercially useless models; required for user-facing AI with safety implications.
WORKS 52
Brief designers before they startskillProductL1
design-handoff-brief · Kick-off conversation before designers open Figma; prevents rework by grounding design in user context, success criteria, and constraints upfront.
WORKS 57
Design statistically valid experimentsskillDataL2
experiment-designer · Any decision backed by A/B test; forces pre-commitment to success criteria, prevents peeking and goalpost movement, separates statistical from practical significance.
WORKS 58
Run data-grounded sprint retrosskillOpsL1
retro-analysis · Teams that need to stop debating what happened in retros and focus on solutions grounded in sprint data.
WORKS 58
Publish Markdown articles to X as draftsskillMarketingL3
publish-x-article · Creators publishing long-form content to X Articles without losing formatting or manually rebuilding the article in the UI.
WORKS 58
Calculate attribution and campaign ROIskillMarketingDataL1
campaign-analytics · Demand-gen and growth teams running multi-channel campaigns who need deterministic attribution without external API dependencies.
WORKS 52
Identify missing contract protectionsskillLegalL1
legal-missing · Startups avoiding legal surprises via proactive doc planning.
WORKS 53
Audit brand voice consistency across contentskillMarketingL1
brand-voice-audit · Organizations with distributed writing (multiple authors/channels) who need systematic gap identification before rewrite, not single-document review.
WORKS 57
Generate conversion-optimized landing page copyskillMarketingL1
landing-page-copy · B2B/B2C SaaS teams launching single-offer landing pages (not multi-asset campaigns) who need conversion-first copy structure without design cycles.
WORKS 53
Monitor contracts for redline exposureskillLegalL1
redline-sentry · Legal teams preventing costly vendor lock-in and liability surprises.
WORKS 52
Set up iOS attribution with SKAdNetworkskillMarketingL3
attribution-setup · Mobile teams with paid acquisition (ASA/Meta/TikTok) who need privacy-preserving attribution under iOS 14.5+ SKAdNetwork constraints.
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 58
Plan and manage sprint lifecyclecommandOpsL1
sprint · Teams running 1-2 week sprints who need capacity estimation, story selection, and structured retrospectives in one workflow.
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