cyberneticlibrary

The library

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

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 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 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 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 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 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 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 48
Calculate financial impact of pricing changesskillFinanceProductL1
finance-based-pricing-advisor · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 52
Write contracts and proposalsskillLegalL1
contract-and-proposal-writer · Comprehensive systematic audits of code/UI across many files and components.
WORKS 52
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.
WORKS 53
Analyze or generate XML sitemapsskillMarketingL1
seo-sitemap · Large sites or programmatic page generators needing split sitemaps and crawl efficiency validation.
WORKS 59
Generate customized GEO service proposalsskillSalesMarketingL1
geo-proposal · GEO agencies converting prospects where audit-to-proposal automation accelerates sales.
WORKS 58
Generate SQL queries from natural languagecommandDataL1
write-query · Quickly drafting SQL exploratory queries without manual syntax lookup.
WORKS 52
Review contracts and flag negotiation risksskillLegalL1
contract-review · When you need a sharp first read on contract risks, missing clauses, and negotiation priorities before legal review.
WORKS 54
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.
WORKS 52
Translate compliance requirementsskillLegalL1
compliance · Specialized task execution with clear input/output structure.
WORKS 59
Write high-converting ad copyskillMarketingL1
ad-creative · Teams scaling ad testing across multiple platforms and funnel stages without hiring specialist copywriters.
WORKS 59
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.
WORKS 48
Quick reference for SaaS finance metricsskillFinanceL1
finance-metrics-quickref · Executive financial reporting from QuickBooks with MoM comparisons and scenario modeling.
WORKS 59
Route marketing strategy by modeskillMarketingL1
marketing · Routing marketing requests to the correct workflow (SEO, campaign, content, email, competitive, brand, or performance) with guardrails.
WORKS 57
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.
WORKS 54
Analyze single page for on-page SEOskillMarketingL1
seo-page · Quick per-page diagnosis during content review
WORKS 58
Execute SEO sitemap operationsskillMarketingL1
seo-sitemap · Used in skill workflows
WORKS 57
Enforce consistent brand voiceskillMarketingL1
brand-voice · Eliminating marketing fluff, vague adjectives, and filler phrases from technical documentation and content.
WORKS 59
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.
WORKS 56
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.
WORKS 57
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.
WORKS 59
Generate Schema.org markup for rich resultsskillMarketingL1
schema-markup-generator · Content teams enabling rich results without hiring structured-data engineers, especially for FAQ, How-To, and Article pages.
WORKS 58
Plan work with time estimatesskillOpsProductivityL1
productivity · Breaking work into shippable vertical slices with time estimates and energy-aware scheduling.
WORKS 54
Prepare sales calls and outreachskillSalesL1
sales · Preparing for sales calls, analyzing pipeline health, drafting personalized outreach, and forecasting quota with scenario modeling.
WORKS 57
Identify partners and design joint campaignsskillMarketingSalesL1
co-marketing · B2B SaaS seeking audience scale and credibility when direct channels plateau.
WORKS 55
Structure work into 13-day sprintsskillProductivityL1
13-day-sprint-method · Individuals wanting rhythm-based productivity without Agile formalism; solopreneurs and creatives
WORKS 58
Audit and rewrite copy for conversionsskillMarketingL1
afrexai-conversion-copywriting · High-traffic landing pages (100+ monthly visitors) where copywriting changes can move lift metrics meaningfully
WORKS 58
Build board presentation narrativesskillFinanceL1
board-deck-narrative · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 56
Generate Brazilian legal contractsskillLegalL1
contract-and-proposal-writer · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 58
Design viral loops for product-led growthskillProductMarketingL1
gtm · Founders with product that has embedded sharing potential (calendar tools, design tools, collaborative docs) who want to design the loop smartly instead of hoping for organic viral, and need launch sequencing that maximizes early K factor.
WORKS 58
Develop brand positioning and messagingskillMarketingL1
brand-messaging-and-positioning · Early-stage or rebranding companies who need to distill positioning before all marketing tactics (copy/campaigns/channels).
WORKS 53
Write conversion-focused landing pagesskillMarketingL1
landing-page · Quick landing page section rewrites when you need conversion-focused copy modularly, section-by-section.
WORKS 59
Answer common legal questionsskillLegalL1
answer-a-legal-question · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 52
Audit site for technical SEO compliancecommandMarketingL1
seo-auditor · Content teams and developers launching sites who want a quick checklist for on-page SEO (meta tags, headings, images, structured data).
WORKS 56
Run financial review for founder clarityskillFinanceL1
financial-review · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 59
Ensure GDPR compliance across operationsskillLegalL1
gdpr-compliance · Skill gdpr compliance with multi-agent verification.
WORKS 57
Unpack vague requirements before buildingskillProductL1
interview-me · Pre-spec phase where guessing wrong is still free—unpack vague asks like 'build me a dashboard' before committing to architecture.
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