cyberneticlibrary

The library

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

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 27
Profile competitors with scraping and SEO dataskillMarketingProductL2-8pp measured
competitor-profiling · When you need repeatable, timestamped snapshots of 3-5 competitors for positioning and market analysis.
WORKS 50
Design statistically valid A/B testsskillProductMarketingL10pp measured
ab-testing · Validating product hypotheses where statistical rigor and p-value confidence matter more than speed.
WORKS 50
Design lifecycle email flowsskillMarketingProductL20pp measured
lifecycle-marketing-campaigns · Product and growth teams when you need email flow templates for specific user segments (free → paid, trial expiration, churn win-back) with day-by-day structure.
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 82
Set up analytics tracking for product decisionsskillProductMarketingL2+12pp measured
analytics-tracking · Analyst or PM setting up comprehensive analytics for SaaS or product — covers full workflow from business context → decision questions → event naming → GA4 implementation, with templates for essential events.
WORKS 82
Set up analytics tracking for product decisionsskillProductMarketingL2+12pp measured
analytics-tracking · PM or analyst implementing analytics for SaaS product — full workflow from business questions → event design → GA4 setup, with essential event templates for apps and marketing sites.
WORKS 27
Size launches and execute GTMskillMarketingProductL2-8pp measured
product-launch-gtm · Product teams when you need a launch sizing matrix to avoid oversized GTM for minor features while ensuring major innovations get full activation.
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 55
Research topics with web sourcesworkflowProductL2
deep_research · Executing complex multi-phase workflows with typed outputs.
WORKS 58
Cluster feedback into themesworkflowProductOpsL2
feedback-themes · Digesting user feedback batches without manual labeling.
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 58
Audit design across desktop and mobileskillMarketingProductL2
seo-visual · Verifying H1/CTA visibility, touch target sizing, and mobile responsiveness across multiple viewports.
WORKS 48
Calculate financial impact of pricing changesskillFinanceProductL1
finance-based-pricing-advisor · Best for: complex multi-phase orchestration with parallelization and adversarial gates.
WORKS 54
Convert vague goals into testable specsworkflowProductEngineeringL2
goal-lint · Building features with test-first discipline across multiple implementation rounds.
WORKS 59
Create event-triggered in-app messagesskillMarketingProductL2
firebase-in-app-messaging · Delivering contextual, event-triggered messages to users without interrupting payment flows or onboarding wizards.
WORKS 57
Generate multi-channel product launch campaignskillMarketingProductL2
product-campaign · Multi-channel product launches where coordinated visual identity is critical.
WORKS 56
Run comprehensive technical SEO auditsskillMarketingProductL2
seo-audit · When you need a 16-category, 148-rule technical SEO audit because seomator is purpose-built for LLM consumption and covers crawlability → indexation → performance.
WORKS 59
Create implementation plans from feature requestsworkflowProductEngineeringL2
implementation_plan · When you want a technical plan before coding, especially for multi-file or unfamiliar code changes.
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 59
Measure page speed with real-user dataskillMarketingProductL2
seo-performance · Diagnose page speed issues with real-user field data
WORKS 59
Evaluate neurospatial API design comprehensivelyworkflowProductEngineeringL2
design-review · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.
WORKS 59
Annotate specifications with structured feedbackcommandProductL2
annotate · Teams reviewing specifications, documentation, or design rationales where structured feedback (comments, deletions, image callouts) beats inline email.
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 55
Tune Codex theme iterativelyworkflowEngineeringProductL2
codex-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 57
Tune Antigravity theme iterativelyworkflowEngineeringProductL2
antigravity-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.
WORKS 60
Plan phased build for collaborative editorworkflowProductL2
notion-clone-build-plan · Workflow notion clone build plan 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.
WORKS 58
Analyze user retention by cohortskillProductL2
cohort-analysis · Understanding long-term user engagement and identifying which cohorts churn early vs. stay engaged, informing retention experiments and feature adoption strategies.
WORKS 59
Shift roadmap from features to outcomesskillProductL2
outcome-roadmap · Shifting teams from feature-driven to impact-driven roadmaps, especially when product flexibility and strategic alignment matter more than delivery precision.
WORKS 58
Set up analytics in Flutter appsskillEngineeringProductL2
firebase-analytics · Implementing analytics tracking for user behavior, screen views, and conversion funnels in production Flutter apps.
WORKS 58
Design mobile app analytics tracking planskillMarketingProductL2
app-analytics · Mobile teams who need structured metrics frameworks to answer business questions (retention/LTV/churn) rather than raw dashboards.
WORKS 58
Remove first-run friction to boost activationskillProductL2
onboarding-optimization · Mobile teams with <40% D0 activation rate who need to cut onboarding friction to proven patterns vs custom design.
WORKS 58
Redesign UI with Tailwind and shadcnworkflowProductL2
ui-redesign · Workflow ui redesign with multi-agent verification.
WORKS 58
Rewrite roadmaps as outcome-focused planscommandProductL1
transform-roadmap · Product teams transitioning from output-focused to outcome-focused planning, especially before executive presentations or quarterly planning.
WORKS 56
Pressure-test product requests before spec writingcommandProductL1
plan-ceo-review · Founders and product managers blocking time BEFORE spec writing to validate that the requested feature is actually the right product.
WORKS 59
Generate ideas, dedupe, filter by rubricworkflowProductL2
generate-and-filter · Brainstorming where you want breadth first, then only the highest-quality, non-duplicate, rubric-passing ideas. Pass a bare topic string, or {topic, generators?, rubric?, threshold?, keep?} as args.
WORKS 53
Sweep GUI surfaces for jank and issuesworkflowProductL2
gui-audit · Triage workflows where items need independent lens-based analysis before synthesis.
WORKS 57
Score technical approaches with judgesworkflowProductL2
judge-panel · Orchestrate multi-agent judge panel across parallel branches and synthesis.
WORKS 54
Propose and verify iterative improvementsworkflowProductL2
improve · Orchestrate multi-agent improve across parallel branches and synthesis.
WORKS 53
Design backward-compatible courses that convertskillMarketingProductL2
course-creator · When building courses that actually transform learners because you design backward from outcomes, ruthlessly cut bloat, and align format to goal.
WORKS 58
Build sequenced backend tasks from contractsworkflowProductL2
todos-build · Multi-agent backend implementation when strict pinned-contract enforcement prevents scope creep.
WORKS 55
Sync Figma designs with auto-fallbackworkflowProductL2
figma-design-sync · Design→code sync when designers commit to Figma and engineers want single source of truth.
WORKS 57
Validate A/B test results statisticallyskillProductL2
ab-test-analysis · Data-driven product decisions when A/B test results need validation against statistical rigor and guardrail constraints before shipping.
WORKS 56
Triage app crashes by business impactskillEngineeringProductL2
crash-analytics · Mobile teams seeing >0.5% crash rate affecting App Store ranking and retention who need impact-based triage not frequency ranking.
WORKS 56
Discover intent signals in nichesskillSalesProductL2
niche-signal-discovery · Product teams or GTM founders discovering underserved micro-niches with clear intent signals.
WORKS 59
Conduct expert market researchskillProductL1
market-research-analysis · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
WORKS 53
Map competitive advantagesskillMarketingProductL1
marketing-advantages · Positioning when you need to choose 1-2 defensible advantages to own vs trying to win on 10 features.
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