cyberneticlibrary

The library

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

ArtifactsCapabilitiesRecipes
kindallskillworkflowmcp_servercommandsubagentplugin|✓ proven✗ harmfulmeasured only7,788 artifacts
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
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.
WORKS 53
Generate multi-channel campaign assets from briefcommandMarketingL3
execute · Multi-channel campaign asset production where you need blog, social, email, and video scripts all generated from a single brief using specialized channel writers.
WORKS 52
Enable sales teams with AI coachingskillSalesL3
sales-allego · Sales enablement teams needing AI-driven learning (role-play, coaching) and conversation intelligence at scale vs individual tool sprawl
WORKS 53
Extract decision records from transcriptsskillOpsL1
decision-log · Creating durable accountability artifacts that explain 'why did we decide this?' months after the meeting ends.
WORKS 59
Audit content against brand guidelinesskillMarketingL2
uppababy-brand-review · Enforcing brand consistency across diverse content types (social, web, print, retail) with one scorecard.
WORKS 52
Draft legal documents without $500/hr billsskillLegalL1
legal · Quick startup legal document templates when lawyer review is planned downstream.
WORKS 59
Scrape and analyze LinkedIn post performanceskillMarketingL2
linkedin-post-analytics · Creator strategy when you need quantified per-post performance data (impressions, engagement rate, content type correlation) to identify winning patterns.
WORKS 58
Run end-to-end outreach campaignsskillSalesMarketingL3
outreach · Multi-stage prospecting campaigns where enrichment cost varies widely and user feedback refines the funnel in real-time.
WORKS 53
Audit Google Ads account healthskillMarketingL2
ads-google · When you need a systematic 74-check audit spanning conversion tracking, wasted spend, account structure, keywords, ads, and settings.
WORKS 56
Define product positioning statementskillMarketingProductL1
product-positioning · Crystallizing what you own in customer minds when you have VOC data and need ONE memorable positioning statement.
WORKS 55
Decompose PRD into verification ticketsworkflowProductL3
refine-prd · Breaking down large PRDs into atomic, testable tickets via parallel analyst team.
WORKS 58
Score customer health and churn riskskillSalesOpsL2
customer-success-manager · Quarterly business reviews and account planning by scoring customer health across usage, engagement, support, and relationship dimensions.
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 59
Write published-quality blog postsskillMarketingL3
blog-post · When you need a full blog post with published-quality cover image; the structured delegation to researchers ensures facts are current and verified before writing.
WORKS 58
Create social media with researchskillMarketingL3
social-media · When publishing thought leadership or news on LinkedIn or Twitter and want coverage-quality images; the research delegation ensures posts have cited, current sources.
WORKS 53
Benchmark media buys for commercial qualityskillMarketingL2
media-procurement-benchmark · Cost modeling and benchmarking with structured market data and grid calculations.
WORKS 54
Model promotional pricing financial impactskillFinanceL3
ppa-financial-model · Cost modeling and benchmarking with structured market data and grid calculations.
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 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 53
Write HN posts that earn upvotesskillMarketingL1
buzz-hn · Founders shipping something real who want HN upvotes by telling the actual technical story, not because they optimized for the algorithm.
WORKS 56
Structure landing pages for conversionskillMarketingL1
pitch-landing · Founders launching a new product who need section order and CTA placement guidance before designing in Figma or Webflow.
←page 16 / 156→