cyberneticlibrary

The library

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

WORKS 93
Write SEO-optimized blog postsskillMarketingL1+23pp measured
blog-post · When you need blog content that both ranks well and actually converts readers into leads or customers.
WORKS 82
Set up analytics tracking for actionable insightsskillMarketingProductL2+12pp measured
analytics · When you're instrumenting a site and need consistent, decision-first tracking architecture.
WORKS 98
Audit app store listings for discoverabilityskillMarketingL2+28pp measured
aso · When an app isn't discoverable in app stores and you need to optimize title, subtitle, screenshots, and metadata.
WORKS 100
Analyze competitor ASO strategies for gapsskillMarketingL2+32pp measured
competitor-analysis · Pre-optimization repositioning when you need to understand how competitors position against shared keywords and which gaps are rankable.
WORKS 74
Multiply content across formats in one weekskillMarketingL1+4pp measured
content-repurpose · When you have strong foundational content and need to maximize reach by adapting to different consumption formats.
WORKS 74
Write long-form content with voiceskillMarketingL1+4pp measured
article-writing · Founders, operators, and thought leaders writing essays, launch posts, or newsletters where voice authenticity and specificity matter more than polish.
WORKS 86
Create competitor comparison pagesskillMarketingL2+16pp measured
seo-competitor-pages · competitors ship major changes
WORKS 94
Create high-converting B2B contentskillMarketingL2+24pp measured
content-creation-and-marketing · Multi-channel content distribution for B2B SaaS when you need templates and best practices for LinkedIn, email, and blog production.
WORKS 74
Execute end-to-end GTM strategyskillMarketingL3+4pp measured
go-to-market-strategy · SaaS and tech products when you need a 6-week GTM roadmap that covers positioning, content, multi-channel activation, and metric definition.
WORKS 82
Distribute content across platformsskillMarketingL2+12pp measured
ink-distribute · Content marketer maximizing reach of published article across developer and technical buyer communities — produces channel-specific copy tailored to each platform's culture and success signals.
WORKS 93
Write SEO-optimized web contentskillMarketingL2+23pp measured
content-writer · Content teams launching new content strategy or filling keyword gaps where SERP analysis shows a real differentiator (original data, first-hand experience, more actionable approach) is possible.
WORKS 78
Optimize e-commerce product pages for searchskillMarketingL3+8pp measured
seo-ecommerce · Specialized workflow for seo ecommerce
WORKS 82
Optimize for AI Overviews and GEO placementskillMarketingL1+12pp measured
seo-geo · Content strategy wanting 50%+ AI Overview/GEO coverage when brand presence on YouTube/Reddit/Wikipedia is high.
WORKS 83
Plan content for traffic and authorityskillMarketingL1+13pp measured
content-strategy · Building searchable and shareable content for businesses where organic is a cornerstone channel.
WORKS 74
Build and manage paid ad campaignsskillMarketingL3+4pp measured
ad-campaign-management · Integrated ad campaigns where copy, creative, and strategy must align; manages full campaign lifecycle.
WORKS 86
Optimize product pages and Google ShoppingskillMarketingL2+16pp measured
seo-ecommerce · D2C ecommerce sites needing both on-page SEO and real-time Google Shopping competitive intelligence.
WORKS 86
Optimize content for AI search citationsskillMarketingL2+16pp measured
geo-optimizer · Content creators who want to maximize AI citation probability in ChatGPT, Claude, Perplexity, and Google AI Overviews using real evidence instead of fabrication shortcuts.
WORKS 74
Automatically track competitor ad strategiesskillMarketingL2+4pp measured
competitive-ads-extractor · Product marketers launching new positioning or messaging tests who want to see what competitors are actually running (spending budget on) rather than guessing from website copy.
WORKS 78
Audit website GEO performance comprehensivelyskillMarketingL3+8pp measured
geo-audit · When you need a complete GEO health baseline with 5 subagent deep-dives into visibility, content, platform, technical, and schema.
WORKS 78
Monitor competitors for positioning shiftsskillMarketingL2+8pp measured
competitor-tracking · Ongoing surveillance once you have a baseline; catches competitor repositioning before they rank above you for shared keywords.
WORKS 80
Track and compare competitor content activityskillMarketingProductL3+10pp measured
competitor-content-tracker · Product strategy when you need quantified evidence of competitor activity (release velocity, topic focus, engagement trends) to inform roadmap priorities.
WORKS 86
Optimize Google Play listings for search rankingskillMarketingL2+16pp measured
android-aso · Android-first apps where full description indexing is an advantage over iOS; semantic similarity understanding is required.
WORKS 86
Analyze competitors and build comparisonsskillMarketingL2+16pp measured
competitor-analysis · GTM strategy and positioning work; creates data-driven foundation for 'why us vs them' messaging.
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 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 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 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 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 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 74
Generate ad creative images from briefskillMarketingL2+4pp measured
ads-generate · Specialized workflow for ads generate
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 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 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 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.
WORKS 100
Audit app store health and prioritize winsskillMarketingL2+32pp measured
aso-audit · Baseline health check before starting any optimization; identifies quick wins (title/subtitle) vs long-term plays (reviews, category).
WORKS 82
Set up and optimize marketing funnelsskillMarketingL3+12pp measured
data-and-funnel-analytics · B2B SaaS and e-commerce when you need event naming conventions, funnel architecture, and benchmark interpretation to measure marketing ROI.
WORKS 82
Build KPI frameworks for marketing measurementskillMarketingDataL2+12pp measured
analytics-insights · Reconstructing metrics from scratch after privacy regulation or preparing for board reporting
WORKS 93
Write SEO-optimized blog and landing pagesskillMarketingL1+23pp measured
seo-content-writer · When you need blog or landing page content that ranks well in Google while providing genuine value to readers.
WORKS 74
Scale apps virally through social mediaskillMarketingProductL1+4pp measured
social-growth-engineer · Taking a consumer app from 0 to $20K MRR in 14-60 days through coordinated multi-account volume + UGC
WORKS 100
Publish templated service pages at scaleskillMarketingL2+33pp measured
seo-page-builder · Local service companies (gutters, pressure washing, HVAC) scaling service area coverage with templated service+city pages, where the ability to publish 50+ pages fast is more valuable than bespoke content per city.
WORKS 74
Build personal brand that drives pipelineskillSalesMarketingL1+4pp measured
founder-thought-leadership · Establishing founder authority when bootstrapping fundraising or recruiting without brand budget
WORKS 90
Analyze competitor marketing and positioningcommandMarketingSalesL2+20pp measured
competitor-analysis · Benchmarking your marketing strategy and messaging against 2-5 direct competitors when you need a 360-degree view of their content, SEO, ads, social, and positioning strategies.
WORKS 82
Build multi-touch attribution modelsskillMarketingDataL2+12pp measured
attribution-modeling · When you need to move beyond last-touch attribution to understand which channels truly drive conversions.
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