The library

feature-dev · Hardening vague agent instructions into precise, testable, falsifiable prompts.

flow-canvas-wave2a-exec · Building features with test-first discipline across multiple implementation rounds.

lets-explore · Building workflows with structured orchestration and verification gates.

model-recalibration-audit · Model update audits where capability changes must be verified against confirmed facts.

workflow-authoring · Structured agent orchestration with deterministic phase transitions and fault isolation.

nuclear-review · Comprehensive codebase audits where structural issues must be prioritized and mapped across modules.

hiring · Solo founders deciding whether to invest in hiring before scaling to a team, when the line between AI-capable and human-necessary work is blurry.

cre-legal · Structured agent orchestration with deterministic phase transitions and fault isolation.

pr-triage · Automating PR assessment workflows where required checks and merge eligibility criteria change per repo.

audience-growth-tracker-sms · Creator or brand accounts analyzing what content drives follower acquisition, to prioritize future content production.

smoke · Testing workflow runtimes without consuming tokens, using injected fake executors.

SKILL · Comprehensive SEO baseline audit for new client sites or pre-launch validation when you want both LLM insights and script-backed evidence in one output.

seo-firecrawl · Full-site SEO audits, broken link detection, and content inventory when crawl-based analysis is faster than manual review.

seo-audit · Enterprise SEO audits of 300+ page sites where parallel subagent analysis surfaces critical issues across 15+ dimensions in one pass.

seo-sitemap · Large sites or programmatic page generators needing split sitemaps and crawl efficiency validation.

firebase-in-app-messaging · Delivering contextual, event-triggered messages to users without interrupting payment flows or onboarding wizards.

geo-proposal · GEO agencies converting prospects where audit-to-proposal automation accelerates sales.

geo-prospect · When you're running a GEO agency and need lightweight prospect/client tracking with integrated audit scoring.

geo-schema · Optimizing entity recognition when schema is the bottleneck to AI citations.

product-campaign · Multi-channel product launches where coordinated visual identity is critical.

agent-orchestrator · Multi-stage task execution where parallel safety and dependency ordering reduce wall-clock time.

spike · Adversarial research workflows that gather, refute, and converge on verified claims.

explore · Structured agent orchestration with deterministic phase transitions and fault isolation.

repo-review · Comprehensive codebase audits where structural issues must be prioritized and mapped across modules.

cpp-mcp-v7-full-ast-schema · Structured agent orchestration with deterministic phase transitions and fault isolation.

tdd · Structured agent orchestration with deterministic phase transitions and fault isolation.

madi-full-audit · Model update audits where capability changes must be verified against confirmed facts.

create-skill · Structured agent orchestration with deterministic phase transitions and fault isolation.

vuln-discovery · Structured agent orchestration with deterministic phase transitions and fault isolation.

kmaz-plan-iteration · Structured agent orchestration with deterministic phase transitions and fault isolation.

sdd-impl-spec · Structured agent orchestration with deterministic phase transitions and fault isolation.

vuln-discovery · Structured agent orchestration with deterministic phase transitions and fault isolation.

kmaz-research · Adversarial research workflows that gather, refute, and converge on verified claims.

write-query · Quickly drafting SQL exploratory queries without manual syntax lookup.

dashboard · DevOps teams and engineering leads setting up project health dashboards for visibility on CI/CD, code quality, and infrastructure.

ecommerce-content-marketing · E-commerce brands launching on TikTok/Instagram/YouTube without prior social strategy—you get calendar + customer-voice-derived topics.

nihil-shiva · When artifacts may no longer earn their existence and you want evidenced deletion guidance before committing to removal.

nihil-athena · When the defect is structural (cohesion, coupling, boundaries) and you want the strongest restructuring scored by independent judges.

nihil-odin · When a transformation decision depends on external behavior, upstream docs, or evidence the repo cannot supply.

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.

audit_repo · When you need a thorough multi-dimension code review of a whole repo or major subsystem in one pass.

implementation_plan · When you want a technical plan before coding, especially for multi-file or unfamiliar code changes.

marketing-strategist · Planning quarterly marketing sprints when you need channel prioritization and measurable outcomes per month.

idea-forge · When forging novel research ideas for a specific venue and you want adversarial judges to rank by feasibility and contribution.

adversarial-validation · When you need to verify that tests actually test something and aren't vacuous before committing to green.

pr-review-multi-perspective · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.

neurodivergent-arena · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.

ink-cluster · Marketing teams building topical authority in a category where they need to own the full search funnel from awareness to decision.

adversarial_review · Multi-phase projects requiring parallel specialist execution and cross-stage coordination.

routing-rubric-pass · Managing multi-stage product lifecycles with validation gates between phases.