cyberneticlibrary

The library

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

WORKS 90
Set up core metrics trackingskillMarketingDataL2+20pp measured
analytics · Solo founder or analyst setting up analytics for the first time — provides tool recommendation by stage, event naming conventions, core metrics framework, and GA4 setup checklist to track decisions not dashboards.
WORKS 77
Discover high-value keywords for contentskillMarketingL2+7pp measured
keyword-research · Teams planning content strategy or expanding into new verticals where keyword-to-intent mapping and opportunity scoring can guide roadmap prioritization.
WORKS 75
Research competitor brand and strategyskillMarketingL2+5pp measured
competitor-research · One-time comprehensive competitive baseline research when a new competitor emerges or you're planning a differentiation strategy — not for continuous monitoring.
WORKS 78
Audit paid ads across all platformsskillMarketingL3+8pp measured
ads · the user invokes `/ads audit`, delegate to subagents in parallel:
WORKS 50
Generate campaign concepts and ad copyskillMarketingL20pp measured
ads-create · Specialized workflow for ads create
WORKS 5
Analyze Google Ads account performanceskillMarketingL2-40pp measured
ads-google · Specialized workflow for ads google
WORKS 50
Optimize Meta ads for Andromeda AIskillMarketingL20pp measured
ads-meta · Ecommerce and conversion-focused accounts managing creative diversity in Andromeda's 10,000x complexity model.
WORKS 94
Audit website for AI agent discoveryskillMarketingL2+24pp measured
agentic-seo · Founder or marketer optimizing website for AI agent discovery (not just search engines) — quickly audits 5 key dimensions to ensure llms.txt, robots.txt, and structured data are agent-friendly.
WORKS 74
Set up paid advertising campaigns by business typeskillMarketingL3+4pp measured
money-ads · When launching campaigns on a new platform and you need to match the right platforms to your business model.
WORKS 5
Select optimal app store category for rankingskillMarketingL2-36pp measured
category-positioning · Apps in expansion phase or stuck in wrong category; category change is rare disruption but can unlock featuring and chart visibility.
WORKS 31
Audit and optimize multi-platform ad accountsskillMarketingL3-4pp measured
ads · When you need to audit and fix multi-platform ad accounts with concrete health scores and actionable Quick Wins.
WORKS 50
Optimize content for geographic search intentskillMarketingL30pp measured
seo-geo · Specialized workflow for seo geo
WORKS 5
Audit LinkedIn ad campaign healthskillMarketingL2-52pp measured
ads-linkedin · B2B accounts wanting comprehensive health audit with ABM and Thought Leader Ads recommendations.
WORKS 5
Analyze YouTube ads across all formatsskillMarketingL2-36pp measured
ads-youtube · Multi-format video strategy needing CTV at scale (now 75% of YouTube spend) with shoppable QR code integration.
WORKS 27
Design high-conversion landing pagesskillMarketingL1-8pp measured
aes-landing-page-builder · DTC brand launching paid traffic campaign to cold audience — produces purpose-built page blueprint that drives 2%+ conversion rate on ecommerce without needing a designer to interpret wireframes.
WORKS 87
Build automated sales outreach campaignsskillSalesMarketingL3+17pp measured
money-outreach · When you have a specific business type and need the right outreach mode (cold email vs. partnership vs. influencer) with persona-specific positioning.
WORKS 7
Audit Microsoft Bing Ads setupskillMarketingL1-28pp measured
ads-microsoft · Validating post-Google-import setup on Bing and unlocking Copilot chat placement (73% CTR lift observed)
WORKS 31
Audit all ad platforms at onceskillMarketingL3-4pp measured
ads · Doing a full portfolio review of all ad accounts at once when moving to a new agency or restructuring after a reorg
WORKS 27
Generate high-performing ad creative at scaleskillMarketingL2-8pp measured
ad-creative · Paid media teams managing Google Ads, Meta, or LinkedIn campaigns who need to test new creative variants informed by what's currently working, not guessing.
WORKS 84
Verify article claims with integrity checksskillMarketingL2+14pp measured
agent-ops-article-verification · Editorial teams or AI output validators needing pre-publication fact-checking with defense-in-depth claim extraction
WORKS 50
Set up GA4 event trackingskillMarketingDataL20pp measured
tracking · Content marketer or analyst tracking article ROI via CTA clicks and funnel attribution — sets up user ID for cross-session tracking, event naming convention for consistency, and conversion marking for multi-touch attribution.
WORKS 74
Establish app marketing context for teamsskillMarketingL1+4pp measured
app-marketing-context · First step in any app marketing work; prevents all downstream ASO skills from re-asking the same context questions.
WORKS 31
Allocate ad budget across platformsskillMarketingFinanceL3-4pp measured
ads-budget · Performance marketing teams when you need a budget reallocation framework that follows the 70/20/10 rule and matches bidding strategy to learning phase.
WORKS 27
Test and optimize ad creativeskillMarketingL2-8pp measured
ads-creative · Performance marketing teams when you need a structured framework for creative testing and fatigue detection to continuously optimize ad performance.
WORKS 31
Build end-to-end marketing funnelsskillMarketingL3-4pp measured
marketing-strategist · Founders and marketing leaders when you need a full-funnel strategy framework covering positioning, messaging, channel selection, and growth modeling.
WORKS 50
Apply proven copywriting frameworksskillMarketingL10pp measured
copywriting-frameworks · Copy teams needing structure when starting blank, or UX writers/PMs drafting CTAs and headlines.
WORKS 51
Design balanced content strategy across platformsskillMarketingL2+1pp measured
content-strategy-sms · Teams launching a content strategy or rebalancing focus across multiple platforms without established content pillars.
WORKS 93
Generate research-backed content briefsskillMarketingL2+23pp measured
seo-content-brief · targeted improvements will win
WORKS 74
Analyze Apple Ads performance and strategyskillMarketingL3+4pp measured
ads-apple · Specialized workflow for ads apple
WORKS 50
Audit creative quality across platformsskillMarketingL30pp measured
ads-creative · Specialized workflow for ads creative
WORKS 74
Generate ad creative images from briefskillMarketingL2+4pp measured
ads-generate · Specialized workflow for ads generate
WORKS 50
Optimize for AI search over traditional SEOskillMarketingL20pp measured
geo · When Google AI Overviews are capturing your traffic and you need to get cited instead of ranked.
WORKS 74
Audit technical SEO for AI crawlabilityskillMarketingEngineeringL2+4pp measured
geo-technical · When GEO performance is low and you suspect technical issues like JS-rendering or AI crawler blocking in robots.txt.
WORKS 31
Analyze Meta Ads account healthskillMarketingL1-4pp measured
ads-meta · Diagnosing performance loss on Meta after iOS targeting changes or when account structure needs consolidation
WORKS 74
Write conversion-focused copyskillMarketingL1+4pp measured
pitch-copy · Product marketer writing copy for sales funnel — produces outcome-focused copy that avoids adjectives, uses user language, and structures sections for conversion psychology (problem → solution → proof → CTA).
WORKS 83
Create optimized meta tags for better CTRskillMarketingL2+13pp measured
meta-tags-optimizer · Content creators optimizing existing page meta tags for CTR improvement, or batch-creating meta tags for new content launches where SERP position is already known.
WORKS 86
Audit app store keywords for gapsskillMarketingL2+16pp measured
asc-aso-audit · App marketers publishing to Apple App Store who want to validate metadata efficiency (keyword waste) and field utilization before submitting new versions.
WORKS 50
Track unlinked brand mentions for AI visibilityskillMarketingL20pp measured
geo-brand-mentions · When GEO audits show low citation rates and you need to understand brand authority signals across platforms where AI models train.
WORKS 19
Generate high-performing ad creativeskillMarketingL1-16pp measured
ad-creative · Performance marketer optimizing ad creative across multiple platforms — covers platform-specific specs, generates from scratch or iterates from performance data, validates copy length against platform limits.
WORKS 74
Optimize Meta Ads for ROASskillMarketingL2+4pp measured
facebook-ads · Ecommerce and lead-gen accounts wanting to optimize Advantage+ Shopping/Conversions with proper structure.
WORKS 31
Analyze and optimize Meta Ads performanceskillMarketingL2-4pp measured
manage · Meta advertisers with 5+ ad sets who need diagnostic clarity on what is actually working, waste identification in dollars, and confidence-checked recommendations before making changes.
WORKS 50
Maintain consistent brand voiceskillMarketingL10pp measured
brand-voice · Specialized workflow for brand voice
WORKS 50
Build multi-platform advertising planskillMarketingL20pp measured
ads-plan · New advertising launches or account restructures needing multi-platform strategy from scratch.
WORKS 50
Score content for AI extractabilityskillMarketingL10pp measured
geo-citability · When content exists but isn't getting cited by AI and you need to understand why and how to restructure passages for extractability.
WORKS 5
Launch Apple Search Ads campaignsskillMarketingL2-52pp measured
apple-search-ads · Any app with iOS presence; highest-intent channel (users already in App Store) with reliable conversion data.
WORKS 5
Execute LinkedIn ABM campaignsskillMarketingSalesL2-52pp measured
ads-linkedin · B2B demand gen teams when you need a LinkedIn campaign execution guide for targeting high-value accounts with decision-maker precision.
WORKS 5
Optimize YouTube video adsskillMarketingL1-32pp measured
ads-youtube · Optimizing YouTube Shorts ads and Demand Gen campaigns when view rate is <15% or CTR <0.5%
WORKS 23
Identify and reach micro-influencersskillMarketingL2-12pp measured
influencer-outreach · Founders launching a product or building organic distribution who can't afford paid ads and need authentic creator partnerships, but only if they can personalize at scale and get founder sign-off first.
WORKS 23
Write and test Google Ads copy variantsskillMarketingL2-12pp measured
copy · Teams running Google Ads at scale who need to test copy variants systematically against baseline CTR/conversion data while respecting positioning and landing page content.
WORKS 74
Optimize content for specific AI platformsskillMarketingL2+4pp measured
geo-platform-optimizer · When you need to understand why one AI platform cites you and another doesn't, and how to fix platform-specific gaps.
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