The library

fierce-debate · High-stakes architectural or strategic decisions requiring adversarial pressure-testing.

meeting-prep · When preparing for high-stakes meetings with key stakeholders and you need structured context on who, what, and how to position.

agency-phase-0-discovery · De-risking product ideas before engineering effort by validating market, users, regulations, and competitive space.

dashboard · Fast, design-system-compliant admin dashboards when the design tokens and layout requirements are pre-specified in DESIGN.md.

build-dashboard · Creating executive dashboards that work completely offline with embedded data and no server dependencies.

sprint-status · Quick snapshot of progress across parallel Claude Code sessions before switching contexts.

dashboard-builder · Founders who have data but no visibility into it, and need a single-file dashboard they can open in a browser and immediately see the state of their business without loading Mixpanel/Tableau/BI tool.

meeting-prep · Sales reps and founders who have back-to-back meetings and need to compress 30-minute research into 2 minutes while walking to the meeting, with a follow-up email sent before they close their laptop.

flowai-live-dashboard-template · Team dashboards requiring real-time interactivity (tab switching, zoom, dark mode, export) while maintaining design consistency via CSS variables.

slo-founder-check · YC-bound or venture-backed founders needing a personal health check-in and worst-case contingency plan before board meetings or fundraising.

conducty-dialectic · Unraveling complex architectural decisions by having six archetypal voices debate from different angles

meeting · When you need multi-perspective debate on a topic with a synthesized final position.

wf-milestone-audit · Accelerating milestone validation with parallel dimension checks and adversarial bias detection.

code_audit · Parallel 3-phase security/style/synthesis audit with cross-file pattern detection.

wf-swarm-score · Verifying adversarial score spreads and detecting hallucinating ants via 3-role consensus.

de-ai-pipeline · Data-driven de-AI fix loop where detection is deterministic and fixing is AI-driven and bounded.

churn-prevention · SaaS products where involuntary churn exceeds 20% or voluntary churn lacks targeting.

forge-run-ticket · Executing complex multi-phase workflows with typed outputs.

sprint-lessons · Executing complex multi-phase workflows with typed outputs.

sop-builder · Critical repeatable processes (deployments, migrations, incident response) where precise step order and verification prevent outages and tribal knowledge loss.

workshop-generate · Generating workshop slides in phases: per-SECTION fan-out enforces intra-section flow and composability; assembly gate catches compile errors before marking success.

area-audit · Fast multi-perspective code audits with adversarial filtering of false positives; HIGH findings must be independently verified before inclusion in report.

feedback-themes · Digesting user feedback batches without manual labeling.

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

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

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

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

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

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

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

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

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

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

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.

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

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

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.

weekly-report · Individual contributor or team lead reviewing personal/team productivity—weekly check-in on what worked and what to optimize.

weekly-review · Founder-CEOs who feel unmoored without a dashboard, or whose weeks blur together, and need ONE repeatable habit that compounds toward clarity and course-correction discipline.

organize-completed-plans · Bulk file reorganization tasks with frontmatter-based categorization.

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

productivity · Breaking work into shippable vertical slices with time estimates and energy-aware scheduling.

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

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

chief-of-staff · Early-stage startups or scale-ups with busy executives who need someone to enforce decision discipline and meeting structure.

weekly-research-workflow-poc · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.

quick-stats · Quick status check in a terminal prompt without leaving your REPL—scan cost/token/session health in 5 seconds.

wiki-dashboard · Custom Obsidian vault dashboards when native Bases (no plugin) is available and views should filter/group by folder, tag, or property.

geo-update · Keeping GEO-SEO toolkit in sync with upstream without manual file management.

money-retro · Founders and business owners doing regular business retros grounded in actual disk state (snapshots, learnings, skill usage) rather than memory.