The library

seo-schema · Publishers, e-commerce, or service sites needing to claim rich result eligibility and semantic markup validation.

ads-math · Ad ops and marketers modeling budget allocation, scaling decisions, and financial sustainability of campaigns.

geo-report · GEO audit aggregation where a single report is required for executive sign-off.

finance-ops · Financial modeling requiring auditable formulas, color-coded assumptions, and balance verification.

sales-pipeline · Mid-market B2B with warm inbound (website visitors) needing automated nurture routing + resurrection of known accounts

data-analysis-standard · Explaining unexpected metric movements before escalating to leadership; answers 'what changed, why, so what, now what' for any metric problem.

assumption-mapper · Pre-build validation when a plan has multiple untested bets and you need to decide what to test first.

ai-traffic · Growth marketers trying to understand the new AI-driven referral channel and separate it from traditional organic/referral attribution.

legal · Contract analysis and generation with parallel risk assessment and compliance checking.

graph-symbol-ids · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.

execute-plan · Managing multi-stage product lifecycles with validation gates between phases.

learning-anything-develop-flow · Managing multi-stage product lifecycles with validation gates between phases.

deepseek-cli-self-improve · Managing multi-stage product lifecycles with validation gates between phases.

german-program · Managing multi-stage product lifecycles with validation gates between phases.

ship-agenthive-v0.1.0 · Orchestrating multi-month release cycles with deterministic phase gates and artifact verification

harmony · Catching union-breakage no single PR review sees after parallel merge window closes

az-design-room · Featured lore design and reveal-gate strategy where creative direction + safety must coexist

review-council · Architecture reviews and security audits where diverse lenses + adversarial code-tracing beats single-reviewer cost/coverage tradeoff

dev-team-pipeline · End-to-end feature delivery when structured handoff-by-file-path and invariant gates matter more than ad-hoc coordination

ship-agenthive-libp2p · Large multi-layer implementation (L1–L5) where deterministic phase gates catch layer-integration bugs early

ebook · Long-form knowledge products where source verification + adversarial claim-checking beats single-author trust

pcm-support · Feature extension of large codebases where verified facts + structured handoff prevent re-discovery

full-pass · Quick full-pass paper review when single-agent depth sufficient

demo-bun-image-self-improve · Autonomous iterative improvement of small Bun apps with continuous feedback loop

kmaz-build-iteration · Converting approved designs to committed code in tight design-build loops

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.