The library

competitor-monitoring · Early-stage founders tracking 3-7 competitors weekly, where rapid signal detection enables tactical response to pricing changes, feature parity threats, and hiring signals.

design-sprint · When you have one critical business question, a committed team, and 5 uninterrupted days — not for iterative continuous product development or remote teams without synchronous time.

ai-product-canvas · Pre-build rigor check for any AI feature; prevents building technically impressive but commercially useless models; required for user-facing AI with safety implications.

design-handoff-brief · Kick-off conversation before designers open Figma; prevents rework by grounding design in user context, success criteria, and constraints upfront.

spec-driven-dev · workflow automation in specialized problem domain; check artifact name and description.

site-audit · workflow automation in specialized problem domain; check artifact name and description.

adr-fanout · workflow automation in specialized problem domain; check artifact name and description.

pre-release-audit · workflow automation in specialized problem domain; check artifact name and description.

design · workflow automation in specialized problem domain; check artifact name and description.

deep-critique · workflow automation in specialized problem domain; check artifact name and description.

workflow-layout-design · workflow automation in specialized problem domain; check artifact name and description.

product-positioning · Crystallizing what you own in customer minds when you have VOC data and need ONE memorable positioning statement.

refine-prd · Breaking down large PRDs into atomic, testable tickets via parallel analyst team.

spec-author · Authoring task specs when codebase patterns and prior specs exist to ground decisions.

enrich-task-tags · Batch tagging homogeneous content (e.g., all AL benchmark tasks) against controlled vocabulary.

lets-opinion · Orchestrating multi-stage parallel reviews with schema-enforced output and iterative refinement.

competitor-monitor · Competitive intelligence teams monitoring 3-8 competitors across multiple dimensions, where early signal detection enables strategic response before competitor moves fully execute.

auto-elevate-discover · Automating multi-phase task execution with agents.

research · Producing cited, multi-source research reports with adversarial fact-checking when breadth matters.

ab-testing-framework · Quantifying impact of CTA, copy, or design changes before full rollout when conversion volume is sufficient for statistical power

deep-research-fanout · Best for automating complex multi-phase deep-research-fanout processes at scale.

competitor-analysis · Brand repositioning, market entry, or competitive differentiation where deep gap analysis reveals which positioning angles competitors ignore.

landing-page · Auditing an existing page for low conversion before redesign.

firebase-messaging · Sending cross-platform push notifications with reliable foreground, background, and terminated-state handling.

product-positioning-expert · Founders clarifying market positioning before launching campaigns or fundraising, when April Dunford framework is already known/trusted.

landing-page-design · Creating distinctive, high-conversion landing pages that stand out in saturated markets—when founder wants pages worth $50-100 that feel personally crafted.

ds-validate-coverage · Identifying and closing genuine test coverage gaps systematically.

ab-testing · Product and growth teams validating feature changes or messaging hypotheses before rolling out to 100% of users.

ui-ux-review · Applying ui-ux-review as a specialized, reusable capability.

discovery-process · Orgs building continuous discovery practice and teams investigating retention/churn problems systematically before committing dev resources.

artifact-eval · Applying artifact-eval as a specialized, reusable capability.

shadowkit-redesign · Preserving complex application logic while systematically restying UI to a new design system across multiple components.

shaders-parity-audit · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.

figma-landing-1to1-audit · Cross-system feature/data parity validation with section-by-section discrepancy discovery and adversarial verification.

fieldatlas-synth · Grounding research idea generation in corpus citations with novelty-checking and feasibility critique.

sessionvault-product-polish · Coordinating multi-agent workflows with explicit phases, budget guards, and structured JSON output schemas.

generic-harness-object-model-research · Adversarial deep research with multi-source verification and ranked evidence synthesis.

harness-eval · Iterative multi-phase workflows with safeguards.

model-arena-daily · Daily intelligence on which Claude tier is best for each task type. Cost-disciplined by design: 3 generators + 1 judge =

decompose-issue · When a task is too large for one ticket and should become a parent + several sub-issues on phaabe/live.moafunk.de

dispatch-prep · When Leader wants to dispatch the Developer subagent manually in main chat but still benefit from the preflight + scaffo

author-content · Generating science curriculum MCQ items with guaranteed content accuracy and grade-fit validation through adversarial verification.

author-rework-batch · Iterative multi-phase workflows with safeguards.

polish-gui · Iterative multi-phase workflows with safeguards.

compare-options · Head-to-head option comparison: parallel research + impartial scoring.

rpg-stages · Orchestrate multi-phase rpg-stages tasks with structured verification and recovery.

rpg-design · Orchestrate multi-phase rpg-design tasks with structured verification and recovery.

auto-feature · Orchestrate multi-phase auto-feature tasks with structured verification and recovery.

documentation-gen · Building comprehensive API/project documentation by parallelizing section writing, then unifying tone and references.

opus-deep-review · Parallel review and triage workflows across multiple criteria or models.