Guides the user through spatial enrichment workflows — triggered by requests to enrich, add demographics, estimate population around…
Use when a Journal of Urban Economics (JUE) manuscript's headline spatial estimate must be shown to survive specification, spatial-scale…
Launch N parallel subagents in isolated git worktrees to compete on the session task.
Create, run, and manage child squads for specific missions.
Incident response for Speak API outages: triage, fallback to offline
Migrate between language learning platforms, import student progress,
Monitor Speak API health, assessment latency, session metrics, and pronunciation
Production readiness checklist for Speak language learning integrations:
Security best practices for Speak API keys, audio data privacy, student
Speaking ops: invites, keynotes, panels, Gmail/calendar, conferences.
Use ONLY when the user explicitly invokes spec-brainstorm by name.
How a project's agent-facing documentation is run so it stays true: one job per doc, facts flowing DECISIONS → SPECS → IMPL with the copy…
MUST USE PROACTIVELY before executing a user request with two or more distinct deliverables, downstream skills, Agentic SEO pillars…
Bridges the gap between technical intent and implementation through automated spec-driven development workflows.
Use when the user asks to write specs before code, define acceptance criteria, plan features before implementation, generate tests from…
Use ONLY when the user explicitly invokes spec-implement by name.
Review the quality of a Spec Kit preset or extension (the folder containing preset.yml or extension.yml, with commands/*.md…
Load relevant specs for current context, optionally filtered by category or keyword
Analyze codebase with 4 parallel mapper agents via CSV wave pipeline.
Indexes, searches, and injects project spec files as agent memory.
Reverse-engineering specialist that extracts specifications from existing codebases.