The library

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

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

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

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

company-research · Automate company research reviews with structured output and validation.

broken-link-checker · Site owners auditing technical health before major migrations or teams enforcing link quality in CI/CD.

setup-cms · Teams automating content gap detection and SEO field validation in their publishing workflow.

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

retro · Structured retrospectives when teams need to convert raw feedback into specific, executable improvements while maintaining psychological safety.

dashboard-brief · Spec'd dashboards reduce back-and-forth with BI team and prevent dashboards that answer nobody's question; one document replaces three meetings.

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

okr · Engineering and product teams running quarterly planning cycles who want consistent OKR structure with clear scoring rubrics.

one-on-ones · Founder-managers (especially first-time) who want to stop feeling reactive to team issues and build the one habit that scales: consistent 1:1s that surface problems before they're crises.

cost-breakdown · Weekly or monthly cost review when you want to understand spending by model and identify high-cost sessions for optimization.

productivity-score · Monthly review of system health and team performance when you want a single 0-100 number with component breakdown and trend comparison.

sprint-plan · Realistic sprint planning when capacity constraints are tight and dependency clarity matters to avoid mid-sprint surprises.

coordinate-phase · Parallel feature development where file ownership, worktree freshness, and quality gates are structural.

fold-learnings · Routing session learnings to the right home (skill/workflow/CLAUDE.md/memory) with adversarial redundancy check.

meeting-notes · Converting raw meeting notes into structured summaries with clear action items for tracking.

sop-helper · Repeatable processes Shaw executes regularly—when you extract the core procedure (not transcribe conversation) and save it as a tight reference checklist.

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.

agentcash-onboarding · Onboarding payment partners at scale with automated verification and API key issuance.

design-sales-stages · Establishing a forecast-aligned stage ladder for a new business motion or validating an existing Salesforce Opportunity structure against best practices.

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.

retro-analysis · Teams that need to stop debating what happened in retros and focus on solutions grounded in sprint data.

atlas-auditoria-readonly · Read-only compliance audits against Atlas Auditoria framework.

cloudtrail-setup-script · workflow automation in specialized problem domain; check artifact name and description.

infra-review · workflow automation in specialized problem domain; check artifact name and description.

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

sprint · Teams running 1-2 week sprints who need capacity estimation, story selection, and structured retrospectives in one workflow.

decision-log · Creating durable accountability artifacts that explain 'why did we decide this?' months after the meeting ends.

customer-success-manager · Quarterly business reviews and account planning by scoring customer health across usage, engagement, support, and relationship dimensions.

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

keep-churn · CS and Account teams managing a cohort of accounts where some are showing clear risk signals and you need systematic interventions, not panic.

sales-weekly · Sales teams that need automated weekly account reviews and Salesforce sync.

create-dashboard · Assembling a quick real-time monitoring dashboard that reads from an agent's database when one exists — not for complex multi-database UX or heavy interactivity.

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

sprint-planning · PMs and team leads planning sprints that don't overcommit and have clear, measurable success criteria.

design-handoff · Eliminating back-and-forth design questions by specifying every interaction, state, and edge case upfront in one doc.

sales-attio · Small-to-mid-market (1-50 seat) teams exiting HubSpot/Salesforce who value flexible data modeling and API-first integration over enterprise compliance (SOC 2) requirements

standup · Engineers and PMs who need to keep leadership informed without writing essays, and want their updates actually read instead of skimmed (because every sentence moves someone toward a decision or clarity).

meeting-notes · Distributed teams with recurring 1:1s and staff meetings who need consistent follow-through tracking across hundreds of calls

retro · Engineering teams running retrospectives who want data-driven insights from git history supplemented by team feedback.

sprint-health · Scrum masters and engineering leads running daily standups who need a quick health check with clear red/yellow/green signals.

sprint-plan · Scrum masters facilitating sprint planning who need a structured template to fill capacity, identify risks, and align the team on goals.

strategic-sparring · Founder-CEOs facing reversible strategic calls (hire/restructure/pivot/exit) who want to think sharper before committing, and benefit from someone asking hard questions instead of affirming their gut.

compliance-lookup · Best for compliance-lookup tasks requiring domain expertise.

annual-budget-engine · Best for annual-budget-engine tasks requiring domain expertise.

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.

usage-trends · Weekly review of what's actually happening in your system — peak usage patterns, which tools are most relied on, error spikes.