cyberneticlibrary

The library

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

WORKS 52
Generate service and legal contract templatesskillLegalL1
contract-template · Rapid contract generation with legal consistency from battle-tested templates.
WORKS 57
Write conversion-optimized landing page copyskillMarketingL1
landing-page-copy · Landing pages where every sentence must earn conversion—when you need clear, benefit-driven copy that doesn't waste visitor attention.
WORKS 58
Structure and distribute email newslettersskillMarketingL2
newsletter · Email newsletters where subject line and format consistency drive both open rates and habit—when you want predictable engagement metrics.
WORKS 55
Score homepage quality metricsworkflowProductL2
eval-access-fn · Executing complex multi-phase workflows with typed outputs.
WORKS 58
Write product copy and microcopyskillMarketingProductL1
copywriting · Founders and product designers who want copy patterns and formulas they can use across the entire product without hiring a copywriter.
WORKS 57
Design product-led growth mechanicsskillProductMarketingL1
growth · Solo founders and growth PMs designing product-led acquisition where the product itself drives growth, not sales team.
WORKS 52
Diagnose landing page conversion gapsskillMarketingL2
ads-landing · PPC campaign optimization: diagnose why landing pages don't convert despite ad traffic volume.
WORKS 58
Design statistically rigorous ad testsskillMarketingL1
ads-test · Ad teams avoiding "winner calling" errors and ensuring statistical rigor in creative testing.
WORKS 56
Analyze multi-channel trafficskillMarketingDataL2
traffic · Growth leads doing monthly channel performance reviews and trying to understand where unattributed Direct traffic actually comes from.
WORKS 58
Write benefit-led landing page copyskillMarketingL1
copywriting-core · Landing page copy that needs to stop scrolls by leading with customer outcomes, not feature lists.
WORKS 55
Prepare release documentationworkflowEngineeringL2
release-prep-phase2 · Executing complex multi-phase workflows with typed outputs.
WORKS 55
Research topics with web sourcesworkflowProductL2
deep_research · Executing complex multi-phase workflows with typed outputs.
WORKS 54
Match page type to search intentskillMarketingL2
seo-sxo · Diagnosing why a well-optimized page doesn't rank: wrong page type for the keyword intent.
WORKS 55
Support in-house legal analysisskillLegalL1
legal · Fast initial triage of contracts, compliance scope, and legal risk for in-house teams who then consult qualified counsel; mode detection routes to right framework without manual routing.
WORKS 59
Monitor Google Search Console performanceskillMarketingDataL2
google-search-console · SEO managers doing monthly monitoring of search visibility and title/meta optimization, who need to prioritize which pages to optimize first.
WORKS 56
Build SEO data analysis systemskillMarketingL2
seo-monitoring · Content marketers and SEO leads who own 50+ articles and need to identify high/low performers and guide future topic selection.
WORKS 58
Design affiliate marketing program for SaaSskillMarketingSalesL2
affiliate-marketing · B2B/B2C SaaS founders adding a partner channel while maintaining control of brand positioning and affiliate quality.
WORKS 57
Optimize newsletter signup forms for conversionskillMarketingL2
newsletter-signup · Content/growth teams optimizing email signup forms for conversion without overwhelming visitors with field requests.
WORKS 53
Document processes with verification checkpointsskillOpsL1
sop-builder · Critical repeatable processes (deployments, migrations, incident response) where precise step order and verification prevent outages and tribal knowledge loss.
WORKS 55
Architect hiring decisions from role to offerskillHRL1
hiring · Early-stage founders ($0-$5M) who want to stop hiring on gut feeling and need a framework to define roles tightly, interview efficiently, and avoid the costly mistakes of 'at least we tried hiring'.
WORKS 56
Reconstructing workflow execution DAGs from recorded results for visualization, audit, and re-execution without re-running agents; handles data-dependent fan-out and sub-workflows.workflowL2
r · Reconstructing workflow execution DAGs from recorded results for visualization, audit, and re-execution without re-running agents; handles data-dependent fan-out and sub-workflows.
WORKS 59
Event emitter workflowworkflowEngineeringL2
emitter · Compiling high-level workflow IR specifications into executable Claude Code scripts with automatic phase ordering and schema declaration emission.
WORKS 58
Cluster feedback into themesworkflowProductOpsL2
feedback-themes · Digesting user feedback batches without manual labeling.
WORKS 58
Optimize content for AI-generated answersskillMarketingL1
geo-content-optimizer · Publishers capturing share of AI-generated answer traffic by making content more quotable and factual.
WORKS 52
Write long-form editorial blog postsskillMarketingL2
blog-post · Design-system-first content sites where each blog post is a mini-editorial product with consistent type hierarchy and brand voice.
WORKS 59
Author auditable Excel modelsskillFinanceL2
excel-author · Financial modeling requiring auditable formulas, color-coded assumptions, and balance verification.
WORKS 58
Detect SEO regressions across site changesskillMarketingL2
seo-drift · Catching SEO regressions during site migrations, rewrites, or CMS updates where before/after diffs with triggered rules save investigation time.
WORKS 57
Validate Schema.org markup and rich resultsskillMarketingL1
seo-schema · Publishers, e-commerce, or service sites needing to claim rich result eligibility and semantic markup validation.
WORKS 58
Calculate PPC metrics and budget modelsskillMarketingL1
ads-math · Ad ops and marketers modeling budget allocation, scaling decisions, and financial sustainability of campaigns.
WORKS 52
Aggregate GEO audits into executive reportsskillMarketingL2
geo-report · GEO audit aggregation where a single report is required for executive sign-off.
WORKS 59
Manage finance operationsskillFinanceL1
finance-ops · Financial modeling requiring auditable formulas, color-coded assumptions, and balance verification.
WORKS 58
Analyze metrics into product decisionsskillDataL1
data-analysis-standard · Explaining unexpected metric movements before escalating to leadership; answers 'what changed, why, so what, now what' for any metric problem.
WORKS 58
Map and test product assumptionsskillProductL1
assumption-mapper · Pre-build validation when a plan has multiple untested bets and you need to decide what to test first.
WORKS 56
Track AI-driven search trafficskillMarketingDataL2
ai-traffic · Growth marketers trying to understand the new AI-driven referral channel and separate it from traditional organic/referral attribution.
WORKS 52
Review contracts and ensure legal complianceskillLegalL1
legal · Contract analysis and generation with parallel risk assessment and compliance checking.
WORKS 58
Define positioning and competitive strategyskillMarketingL1
marketing-strategy · Pre-launch or repositioning when you need to justify why now (macro trend) and who wins (best-fit customer).
WORKS 59
Assess release readiness with parallel risk checksworkflowOpsL2
release_check · Assessing release safety before shipping with parallel risk checks.
WORKS 58
Audit landing pages for conversionskillMarketingL1
landing-page-optimizer · Rapidly identifying structural landing page problems (missing CTA, poor prop hierarchy, unoptimized forms) before A/B testing specific copy variations
WORKS 54
Execute SEO optimization operationsskillMarketingL1
seo-sxo · Used in skill workflows
WORKS 59
Build outbound sales math and email templatesskillSalesL2
slo-sales-funnel · Seed-stage founders executing outbound sales with a defined ICP and limited budget, who need concrete math linking customer goal to weekly outreach quota.
WORKS 58
Generate daily standup from agent dataskillOpsL2
daily-standup · Team standup where you need to map Claude Code activities to business outcomes without manual log review.
WORKS 58
Systematically improve copy through editingskillMarketingL1
afrexai-copywriting-mastery · Refining existing copy where the core message is sound but execution is weak; best when copy is already drafted and time allows multiple passes rather than full rewrites.
WORKS 55
Build complete client onboarding packagesskillOpsL1
client-onboarding · New service engagements where alignment and clear expectations prevent early-stage friction and rework—eliminates the typical 2-week ramping chaos.
WORKS 58
Build deep buyer personas reps actually referenceskillSalesMarketingL1
buyer-persona · B2B sales teams that want reps to walk into calls and immediately recognize who they're talking to, what matters to them, and what will move them forward — not generic personas on a slide deck.
WORKS 57
Track SEO changes against baselinesskillMarketingL2
seo-drift · Detect accidental regressions after content updates
WORKS 54
Query Google SEO APIs for real metricsskillMarketingL2
seo-google · Ground analysis in real user metrics instead of estimates
WORKS 56
Analyze business presence on MapsskillMarketingL2
seo-maps · Understand local rank variance across geography
WORKS 56
Detect and fix schema markup issuesskillMarketingEngineeringL2
seo-schema · Find missing schema opportunities and fix validation errors
WORKS 57
Audit technical SEO crawlabilityskillMarketingEngineeringL2
seo-technical · Conducting comprehensive technical SEO audits for crawlability, indexability, and security issues across large sites.
WORKS 58
Audit design across desktop and mobileskillMarketingProductL2
seo-visual · Verifying H1/CTA visibility, touch target sizing, and mobile responsiveness across multiple viewports.
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