The library

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.

discovery-interview-prep · Product managers validating new markets or churn problems who need to avoid wasting customer time and research budget on misaligned interview design.

ga-chatbot-qa-panel · Semantic quality assurance using a multi-lens consensus panel.

seo-performance · Diagnose page speed issues with real-user field data

sk-competitors · Early-stage founders completing Startup Kit Phase 3 to map competitive landscape and validate market opportunity before detailed GTM planning.

deep_research · Multi-source research with synthesis and adversarial fact-checking.

weekly-checkin · Unattended weekly health checks (GSC, deploy, links, schema, CWV).

design-review · Multi-phase workflows requiring orchestrated agent handoffs and structured consensus.

qa-flow-audit · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.

tournament-design · Design decisions with multiple valid approaches needing synthesis through pairwise-judged competition.

superpower-validate · Spec/plan validation before build when requirements are vague or dependencies cross multiple systems.

site-deep-analyze · Deep site analysis combining Playwright crawl, static DOM/CSS inspection, and vision-based UI classification.

annotate · Teams reviewing specifications, documentation, or design rationales where structured feedback (comments, deletions, image callouts) beats inline email.

gtm · Founders with product that has embedded sharing potential (calendar tools, design tools, collaborative docs) who want to design the loop smartly instead of hoping for organic viral, and need launch sequencing that maximizes early K factor.

codex-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.

antigravity-theme-tune · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.

fathomdb-v05-feature-triage · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.

notion-clone-build-plan · Workflow notion clone build plan with multi-agent verification.

interview-me · Pre-spec phase where guessing wrong is still free—unpack vague asks like 'build me a dashboard' before committing to architecture.

cohort-analysis · Understanding long-term user engagement and identifying which cohorts churn early vs. stay engaged, informing retention experiments and feature adoption strategies.

outcome-roadmap · Shifting teams from feature-driven to impact-driven roadmaps, especially when product flexibility and strategic alignment matter more than delivery precision.

firebase-analytics · Implementing analytics tracking for user behavior, screen views, and conversion funnels in production Flutter apps.

app-analytics · Mobile teams who need structured metrics frameworks to answer business questions (retention/LTV/churn) rather than raw dashboards.

onboarding-optimization · Mobile teams with <40% D0 activation rate who need to cut onboarding friction to proven patterns vs custom design.

ui-redesign · Workflow ui redesign with multi-agent verification.

transform-roadmap · Product teams transitioning from output-focused to outcome-focused planning, especially before executive presentations or quarterly planning.

plan-ceo-review · Founders and product managers blocking time BEFORE spec writing to validate that the requested feature is actually the right product.

migrate-engineering-primitives · Workflow migrate engineering primitives with multi-agent verification.

generate-and-filter · Brainstorming where you want breadth first, then only the highest-quality, non-duplicate, rubric-passing ideas. Pass a bare topic string, or {topic, generators?, rubric?, threshold?, keep?} as args.

feature-gap-review · Multi-dimensional acceptance criteria requiring independent per-AC verification.

gui-audit · Triage workflows where items need independent lens-based analysis before synthesis.

ship-prd · Topologically sorted task execution across human-in-the-loop and agentic work layers.

argus-implement · Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.

dictionary-improvement · Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.

epic-audit · Triage workflows where items need independent lens-based analysis before synthesis.

autoplan · Orchestrating multi-phase agent workflows with structured handoff and consensus-driven decision gates.

release-builder · Decomposing complex release plans into parallel, worktree-isolated producer agents that verify outputs against exit criteria.

agent-pack-factory-build · Building agent-adjacent capability packs where research findings are grounded into tested, reusable prompts.

architecture-audit-escalation · Finding subtle bugs or policy violations across large codebases that require consistent multi-agent consensus.

build-options-judge-panel · Decomposing complex release plans into parallel, worktree-isolated producer agents that verify outputs against exit criteria.

judge-panel · Orchestrate multi-agent judge panel across parallel branches and synthesis.

improve · Orchestrate multi-agent improve across parallel branches and synthesis.

course-creator · When building courses that actually transform learners because you design backward from outcomes, ruthlessly cut bloat, and align format to goal.

auto-forge · Rapid design iteration when human review cycles are slow and you accept self-judged direction.

todos-build · Multi-agent backend implementation when strict pinned-contract enforcement prevents scope creep.

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

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

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

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