cyberneticlibrary

The library

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

WORKS 55
Plan sprints with realistic capacityskillOpsL1
sprint-plan · Realistic sprint planning when capacity constraints are tight and dependency clarity matters to avoid mid-sprint surprises.
WORKS 54
Query live SEO data at scaleskillMarketingL2
seo-dataforseo · Live SERP and backlink analysis at scale when DataForSEO's speed and credit-efficiency outweigh free tools for high-volume keyword/competitor research.
WORKS 58
Optimize image alt text and file sizesskillMarketingL2
seo-images · Image-heavy sites (ecommerce, publishing) where alt text + file size optimization unlock Core Web Vitals and AI-search citation readiness together.
WORKS 54
Diagnose single-page search ranking issuesskillMarketingL2
seo-page · Diagnosing why a specific page underperforms in search, with clear, prioritized fixes.
WORKS 55
Build founder voice on SolanaskillMarketingL1
skill · Technical founders building on Solana who want to build personal credibility before demo day or launch without sounding like a pitch deck.
WORKS 59
Execute keyword intelligence and gap analysisskillMarketingL2
seo-ops · Content teams needing quick-win keyword discovery from GSC + competitor benchmarking without expensive tools
WORKS 52
Compare contracts and identify risksskillLegalL1
legal-compare · Contract or policy negotiation review when you need to understand tradeoff landscape.
WORKS 54
Draft Terms of Service for digital productsskillLegalL1
legal-terms · Legal literacy for non-lawyers when you need quick term definitions before due diligence.
WORKS 56
Triage app crashes by business impactskillEngineeringProductL2
crash-analytics · Mobile teams seeing >0.5% crash rate affecting App Store ranking and retention who need impact-based triage not frequency ranking.
WORKS 57
Test workflow runnerworkflowL2
x · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 53
Convert raw notes into structured action itemscommandOpsL1
meeting-notes · Converting raw meeting notes into structured summaries with clear action items for tracking.
WORKS 59
Analyze audience demographics and engagementskillMarketingL2
anysite-audience-analysis · Creators or community managers optimizing targeting, content mix, or influencer partnerships based on audience composition.
WORKS 58
Know your numbers end-to-endskillFinanceL1
finance · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 53
Generate personalized cold email sequencesskillSalesL1
cold-outreach · Founder-stage outbound sales where research-backed specificity and personalization are the only way to break through inbox noise.
WORKS 56
Discover intent signals in nichesskillSalesProductL2
niche-signal-discovery · Product teams or GTM founders discovering underserved micro-niches with clear intent signals.
WORKS 59
Manage and update standard operating proceduresskillOpsL2
sop-helper · Repeatable processes Shaw executes regularly—when you extract the core procedure (not transcribe conversation) and save it as a tight reference checklist.
WORKS 58
Build high-converting landing pagesskillMarketingL1
landing-page-optimization · Converting cold traffic to leads when you have proof but need a system to structure all 11 conversion elements.
WORKS 59
Conduct expert market researchskillProductL1
market-research-analysis · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 53
Map competitive advantagesskillMarketingProductL1
marketing-advantages · Positioning when you need to choose 1-2 defensible advantages to own vs trying to win on 10 features.
WORKS 59
Identify technical SEO issuesskillMarketingL2
seo-audit · When you need a comprehensive technical audit before a site relaunch or troubleshooting a traffic drop.
WORKS 54
Build SEO strategy by keyword potentialskillMarketingL2
seo-strategist · When building a content calendar backed by keyword research where you need traffic potential × winnability ranked, not just keyword lists.
WORKS 57
Build interactive HTML dashboards from dataskillOpsDataL2
dashboard-builder · Founders who have data but no visibility into it, and need a single-file dashboard they can open in a browser and immediately see the state of their business without loading Mixpanel/Tableau/BI tool.
WORKS 56
Onboard partners to AgentCash payment systemskillOpsFinanceL2
agentcash-onboarding · Onboarding payment partners at scale with automated verification and API key issuance.
WORKS 54
Monitor competitor pricing, features, and hiringskillMarketingProductL2
competitor-monitoring · Early-stage founders tracking 3-7 competitors weekly, where rapid signal detection enables tactical response to pricing changes, feature parity threats, and hiring signals.
WORKS 53
Set up clean financial trackingskillFinanceL1
accounting · Solopreneurs avoiding accountant fees via clean DIY bookkeeping.
WORKS 56
Run internal compliance auditsskillLegalL1
afrexai-compliance-audit · Pre-audit gap analysis without hiring consultant.
WORKS 58
Transform blog posts into X threadsskillMarketingL1
blog-to-thread · Founder-led brands with regular blog output who want to multiply reach and drive readers back to full pieces via X without manual repurposing.
WORKS 57
Discover prospect company social presenceskillSalesL2
prospect-social-audit · Sales teams enriching prospect CRM records with social activity data to identify warm leads and best engagement channels before outreach.
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
Produce employee onboarding plansskillHRL1
hr-onboarding · Structured employee onboarding where a visual, milestone-based plan accelerates clarity on expectations and first-week activities.
WORKS 52
Produce decision-grade market researchskillL1
market-research · Quick market sizing and competitive positioning without agency fees.
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
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 52
Assess contract risks clause by clauseskillLegalL1
legal-risks · Solopreneurs doing pre-legal-review risk triage.
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 58
Analyze contract terms and identify risksskillLegalL1
contract-analyst · First-pass contract review before lawyer eyes it.
WORKS 53
Monitor contracts for redline exposureskillLegalL1
redline-sentry · Legal teams preventing costly vendor lock-in and liability surprises.
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 55
Search and rank qualified job candidatesworkflowHRL2
job-pipeline · workflow automation in specialized problem domain; check artifact name and description.
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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