The library

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

works
Produce multi-surface optimized articlesskillMarketingL1+13pp measured
blog-writer · SaaS and service brands that need articles to generate signups/applications/consultations (not just traffic) and want to rank across Google, ChatGPT, Perplexity, and LinkedIn simultaneously.
hurts
Define ideal customer profiles before outreachskillSalesL1-8pp measured
icp-definition-and-validation · Pre-outreach work when spray-and-pray would burn reputation; tightens messaging for months of saved wasted effort.
works
Analyze decisions through multi-persona dialecticskillOpsL1+9pp measured
conducty-dialectic · Unraveling complex architectural decisions by having six archetypal voices debate from different angles
no effect
Generate ad copy variations at scaleskillMarketingL10pp measured
ad-creative · Producing fresh creative variations at scale when one ad is winning and you need 5-7 more to test similar hooks
no effect
Master contracts and ip lawskillLegalL1-1pp measured
contracts-and-business-law · Non-lawyers evaluating commercial risk and preparing briefs for counsel.
no effect
Run debate meetings with AI personasskillProductOpsL1-3pp measured
meeting · When you need multi-perspective debate on a topic with a synthesized final position.
works
Review financial health and runwaycommandFinanceL1+9pp measured
finance · Building a complete financial picture with variance analysis and runway projection for founders
untested
Model revenue, expenses, and unit economicsskillFinanceL1
financial-model · Rapid financial modeling for startups combining SaaS/e-commerce/service revenue paths.
untested
Ensure HIPAA compliance for healthcare operationsskillLegalL1
hipaa-compliance · Healthcare tech compliance planning with concrete checklist and remediation mapping.
untested
Execute finance and accounting workflowsskillFinanceL1
finance · Quick financial analysis and scenario modeling.
untested
Write investor updates quarterlyskillFinanceL1
investor-update · Structuring investor updates with consistent metrics and narrative flow.
untested
Generate service and legal contract templatesskillLegalL1
contract-template · Rapid contract generation with legal consistency from battle-tested templates.
untested
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.
untested
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.
untested
Design product-led growth mechanicsskillProductMarketingL1
growth · Solo founders and growth PMs designing product-led acquisition where the product itself drives growth, not sales team.
untested
Design statistically rigorous ad testsskillMarketingL1
ads-test · Ad teams avoiding "winner calling" errors and ensuring statistical rigor in creative testing.
untested
Write benefit-led landing page copyskillMarketingL1
copywriting-core · Landing page copy that needs to stop scrolls by leading with customer outcomes, not feature lists.
untested
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.
untested
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'.
untested
Optimize content for AI-generated answersskillMarketingL1
geo-content-optimizer · Publishers capturing share of AI-generated answer traffic by making content more quotable and factual.
untested
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.
untested
Calculate PPC metrics and budget modelsskillMarketingL1
ads-math · Ad ops and marketers modeling budget allocation, scaling decisions, and financial sustainability of campaigns.
untested
Manage finance operationsskillFinanceL1
finance-ops · Financial modeling requiring auditable formulas, color-coded assumptions, and balance verification.
untested
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.
untested
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.
untested
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).
untested
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
untested
Execute SEO optimization operationsskillMarketingL1
seo-sxo · Used in skill workflows
untested
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.
untested
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.
untested
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.
untested
Calculate financial impact of pricing changesskillFinanceProductL1
finance-based-pricing-advisor · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
untested
Write contracts and proposalsskillLegalL1
contract-and-proposal-writer · Comprehensive systematic audits of code/UI across many files and components.
untested
Decide when to hire vs use AIskillOpsHRL1
hiring · Solo founders deciding whether to invest in hiring before scaling to a team, when the line between AI-capable and human-necessary work is blurry.
untested
Analyze or generate XML sitemapsskillMarketingL1
seo-sitemap · Large sites or programmatic page generators needing split sitemaps and crawl efficiency validation.
untested
Generate customized GEO service proposalsskillSalesMarketingL1
geo-proposal · GEO agencies converting prospects where audit-to-proposal automation accelerates sales.
untested
Generate SQL queries from natural languagecommandDataL1
write-query · Quickly drafting SQL exploratory queries without manual syntax lookup.
untested
Design topic clusters for SEO authorityskillMarketingL1
ink-cluster · Marketing teams building topical authority in a category where they need to own the full search funnel from awareness to decision.
untested
Translate compliance requirementsskillLegalL1
compliance · Specialized task execution with clear input/output structure.
untested
Write high-converting ad copyskillMarketingL1
ad-creative · Teams scaling ad testing across multiple platforms and funnel stages without hiring specialist copywriters.
untested
Plan discovery interviews that validate ideasskillProductOpsL1
discovery-interview-prep · Product managers validating new markets or churn problems who need to avoid wasting customer time and research budget on misaligned interview design.
untested
Quick reference for SaaS finance metricsskillFinanceL1
finance-metrics-quickref · Executive financial reporting from QuickBooks with MoM comparisons and scenario modeling.
untested
Route marketing strategy by modeskillMarketingL1
marketing · Routing marketing requests to the correct workflow (SEO, campaign, content, email, competitive, brand, or performance) with guardrails.
untested
Run 15-minute weekly review for CEO clarityskillOpsProductivityL1
weekly-review · Founder-CEOs who feel unmoored without a dashboard, or whose weeks blur together, and need ONE repeatable habit that compounds toward clarity and course-correction discipline.
untested
Analyze single page for on-page SEOskillMarketingL1
seo-page · Quick per-page diagnosis during content review
untested
Execute SEO sitemap operationsskillMarketingL1
seo-sitemap · Used in skill workflows
untested
Enforce consistent brand voiceskillMarketingL1
brand-voice · Eliminating marketing fluff, vague adjectives, and filler phrases from technical documentation and content.
untested
Pitch journalists and podcast hostsskillMarketingL1
buzz-outreach · Founders announcing something newsworthy who need different hooks for tech reporters vs. vertical trade press vs. podcast hosts.
untested
Design positioning that sticks with buyersskillMarketingSalesL1
positioning-messaging-designer · When you need positioning that sticks because it's specific (not generic), honest (addresses real objections), and tested against competitive set.
untested
Generate brand identity documentskillMarketingL1
brand-identity-generator · Solo founders or small teams who need one reference document that prevents design drift when working with Claude Code, Cursor, Lovable, or Replit.
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