The library

seo-local · Optimize local pack rankings for location-based searches

attribution-model · Marketing teams trying to allocate budget based on actual channel contribution instead of last-click bias, where sales cycle complexity requires multi-touch view.

30-build · Language port automation where one-pass fix cycles + error signature repeat detection saves manual iteration.

bughunt-deep · Pre-release audit on signal-heavy domains (imaging, DSP, physics) where real bugs justify multi-agent search cost.

31-checkup · Post-build sanity check to catch silent artifact corruption or incomplete linking.

dev-pipeline · Standard CI orchestration when phase interdependencies are linear and early exit on error is desired.

figma-design-sync · Design→code sync when designers commit to Figma and engineers want single source of truth.

test · Generic test orchestration when you need multi-runner support and output normalization.

tracked_demo · Demo and educational contexts where you want to show multi-phase workflow with artifact trail.

content-marketing · SaaS and B2B companies with clear ICPs and measurable goals who want a sustainable, SEO-driven content program with founder/executive voice.

apollo · Building prospect lists from scratch with email verification and company enrichment in one query.

dual-family-review · Drift detection when you maintain parallel implementations (deprecated + new, A/B experiment, etc).

cost-breakdown · Weekly or monthly cost review when you want to understand spending by model and identify high-cost sessions for optimization.

productivity-score · Monthly review of system health and team performance when you want a single 0-100 number with component breakdown and trend comparison.

ab-test-analysis · Data-driven product decisions when A/B test results need validation against statistical rigor and guardrail constraints before shipping.

sprint-plan · Realistic sprint planning when capacity constraints are tight and dependency clarity matters to avoid mid-sprint surprises.

seo-dataforseo · Live SERP and backlink analysis at scale when DataForSEO's speed and credit-efficiency outweigh free tools for high-volume keyword/competitor research.

seo-images · Image-heavy sites (ecommerce, publishing) where alt text + file size optimization unlock Core Web Vitals and AI-search citation readiness together.

seo-page · Diagnosing why a specific page underperforms in search, with clear, prioritized fixes.

skill · Technical founders building on Solana who want to build personal credibility before demo day or launch without sounding like a pitch deck.

seo-ops · Content teams needing quick-win keyword discovery from GSC + competitor benchmarking without expensive tools

marketing-swarm · Product or marketing manager coordinating multi-function campaign launch with explicit task ownership and blocking dependencies — prevents communication gaps and ensures all channels launch in sync.

legal-compare · Contract or policy negotiation review when you need to understand tradeoff landscape.

legal-terms · Legal literacy for non-lawyers when you need quick term definitions before due diligence.

crash-analytics · Mobile teams seeing >0.5% crash rate affecting App Store ranking and retention who need impact-based triage not frequency ranking.

audit-sweep · Continuous or pre-release audit when you have specific compliance gates beyond linting.

tomorrow-never-knows · Executive planning when you need data-driven timeline estimates with confidence ranges.

back-in-black · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

coordinate-phase · Parallel feature development where file ownership, worktree freshness, and quality gates are structural.

in-the-air-tonight · Multi-team release orchestration with phase sequencing.

famous-drum-shootout · Multi-variant audio tuning where human perceptual judgment across meters is the bottleneck.

home-at-last · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

funky-drummer · Multi-variant audio tuning where human perceptual judgment across meters is the bottleneck.

device-qa-orchestrate · Serial hardware-constrained QA (single emulator/sim lease) that blocks release until all platforms pass.

phase2-reconcile · Folding standing technical debt into per-module tracker issues without hand-rolled deduplication.

fold-learnings · Routing session learnings to the right home (skill/workflow/CLAUDE.md/memory) with adversarial redundancy check.

architect-fix · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

fool-in-the-rain · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

when-the-levee-breaks · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

house-curve · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

x · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

dynamic-workflow-impl · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

meeting-notes · Converting raw meeting notes into structured summaries with clear action items for tracking.

anysite-audience-analysis · Creators or community managers optimizing targeting, content mix, or influencer partnerships based on audience composition.

finance · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

cold-outreach · Founder-stage outbound sales where research-backed specificity and personalization are the only way to break through inbox noise.

niche-signal-discovery · Product teams or GTM founders discovering underserved micro-niches with clear intent signals.

sop-helper · Repeatable processes Shaw executes regularly—when you extract the core procedure (not transcribe conversation) and save it as a tight reference checklist.

case-study · When co-creating case study narratives for sales (win clients), internal showcase, investor proof, or portfolio work with brand-consistent output.

landing-page-optimization · Converting cold traffic to leads when you have proof but need a system to structure all 11 conversion elements.