The library
Everything we index — ranked by what works, never by stars.
forSalesMarketingHRFinanceLegalOpsProductEngineeringDataProductivitySupportsetup≤ plug & play≤ + a key≤ multi-tool
● works · ● untested / no effect · ● hurts — every rank is measured against a no-skill baseline
works★28,686→hurts★28,686→no effect★28,686→no effect★29→no effect★0→works★76→works★8→works★0→hurts★72→works★51→works★8→works★0→works★0→hurts★29→works★9→no effect★3,035→
Set up analytics tracking for actionable insightsskillMarketingProductL2+12pp measured
analytics · When you're instrumenting a site and need consistent, decision-first tracking architecture.
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.
Design statistically valid A/B testsskillProductMarketingL10pp measured
ab-testing · Validating product hypotheses where statistical rigor and p-value confidence matter more than speed.
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.
Run multi-model council debate engineworkflowProductEngineeringL3+2pp measured
council-engine · Multi-model, multi-persona analysis of complex questions with synthesized verdicts.
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.
Run fierce debate on high-stakes decisionsworkflowOpsProductL3+14pp measured
fierce-debate · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.
Validate product demand with sourced evidenceworkflowProductMarketingL3+5pp measured
market-validation-research · Gathering and adversarially verifying market or technical evidence from multiple sources with cited claims.
Validate product opportunity before buildingskillProductOpsL3-7pp measured
agency-phase-0-discovery · De-risking product ideas before engineering effort by validating market, users, regulations, and competitive space.
Conduct expert market researchskillProductL1+5pp measured
market-research-analysis · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.
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
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.
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.
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.
Gather competitive product and strategy intelligenceskillProductMarketingL3+17pp measured
orthogonal-competitor-research · Competitive intelligence on established SaaS/tech competitors where pricing, product features, and leadership changes are public signals.
Run debate meetings with AI personasskillProductOpsL1-3pp measured
meeting · When you need multi-perspective debate on a topic with a synthesized final position.