The library

sparkle-build-intelligent-operator · Structured build of complex AI platform with explicit phase targets

software-factory-pipeline · Fast-track single-feature delivery with parallel scout+design execution

kuhn-coevolution · Exploring prompt co-evolution dynamics in multi-round adversarial settings

autopilot-engine · Closed-loop plan-review-execute when agent autonomy + explicit review gates matter

nxdi-onboard-model · Automating ML ops onboarding where multi-step optimization + verification beats manual configuration

improve-sentencesplit · Targeted library fixes when comparative testing provides ground truth

marketing-strategy · Pre-launch or repositioning when you need to justify why now (macro trend) and who wins (best-fit customer).

hardcore-review-cycle-11 · Uncompromising product spec validation where C7-standard rigor + parallel review gates quality

release_check · Assessing release safety before shipping with parallel risk checks.

pr_review · Code review when parallel diverse lenses catch issues single reviewer misses

landing-page-optimizer · Rapidly identifying structural landing page problems (missing CTA, poor prop hierarchy, unoptimized forms) before A/B testing specific copy variations

assetcore-factory-run50 · Batch asset generation where factory pattern + automated quality gates beat manual creation

assetcore-factory-run20 · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

kb-domain-runner · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

opsx-apply-tracks · Best for: orchestrating large parallel implementation efforts with track isolation.

sisyphus-validation-loop · Best for: end-to-end feature validation with concrete evidence and fix-revalidate loops.

seo-sxo · Used in skill workflows

50-fix-divergences · Best for: iterative fixing of divergences with rebuild/retest until byte-identical.

cr-multi · Best for: multi-LLM parallel code review with structural context analysis.

slo-sales-funnel · Seed-stage founders executing outbound sales with a defined ICP and limited budget, who need concrete math linking customer goal to weekly outreach quota.

mishkan-migration-wave · Best for: applying transformations across many files with dual-reviewer gates per file.

daily-standup · Team standup where you need to map Claude Code activities to business outcomes without manual log review.

career-ops · Centralizing multi-path job search workflows (research, evaluation, application, tracking) where auto-detection of intent saves friction.

afrexai-copywriting-mastery · Refining existing copy where the core message is sound but execution is weak; best when copy is already drafted and time allows multiple passes rather than full rewrites.

client-onboarding · New service engagements where alignment and clear expectations prevent early-stage friction and rework—eliminates the typical 2-week ramping chaos.

parity-audit · Best for: systematic audits with adversarial verification against real source.

wfl:fix-bug · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

fix-review-findings · Best for: multi-LLM parallel code review with structural context analysis.

adversarial-ship-review · Best for: multi-LLM parallel code review with structural context analysis.

fierce-ralph · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

churn-prevention · Systematically reducing voluntary churn through dynamic save offers mapped to exit reasons and preventing involuntary churn via smart retries.

prototype · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

buyer-persona · B2B sales teams that want reps to walk into calls and immediately recognize who they're talking to, what matters to them, and what will move them forward — not generic personas on a slide deck.

fuyutsui-doc-review · Best for: multi-LLM parallel code review with structural context analysis.

ultrapowers · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

release-prep-phase1 · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

seo-drift · Detect accidental regressions after content updates

seo-google · Ground analysis in real user metrics instead of estimates

seo-maps · Understand local rank variance across geography

seo-schema · Find missing schema opportunities and fix validation errors

seo-technical · Conducting comprehensive technical SEO audits for crawlability, indexability, and security issues across large sites.

seo-visual · Verifying H1/CTA visibility, touch target sizing, and mobile responsiveness across multiple viewports.

v5-0-full-lifecycle · Coordinating a major release with 10 phases and cross-team dependencies.

review-spa · Best for: multi-LLM parallel code review with structural context analysis.

patch-update · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

mishkan-init · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

finance-based-pricing-advisor · Best for: complex multi-phase orchestration with parallelization and adversarial gates.

apollo-lead-finder · When you need 1,000+ prospect names at zero cost to find ICP-fit leads, then selectively spend credits only on the best matches — not for one-off lookups or full-email lists.

sprint-summary · Engineering/product leads presenting sprint progress to stakeholders with data-driven efficiency and cost trends.

seo-geo · Content optimization when competing in both traditional Google/Bing search AND AI search engines (ChatGPT, Perplexity, Claude), requiring dual strategy.