Adding or changing a backend route or endpoint, a SQLModel data model, a request dependency, or a database query in backend/app.
Editing infrastructure code, deploy workflows, or anything that could apply changes to live AWS infrastructure — Pulumi, GitHub Actions deploy/preview workflows, deploy roles.
Changing how map edits are saved, loaded, or synced — local IndexedDB persistence, server sync of assignments and document metadata, optimistic concurrency, and sync-conflict resolution.
Changing what the interactive map shows or how painting, shattering, or map interaction behaves — MapLibre rendering, feature-state, Zustand map stores, undo/redo, and the geometry/parquet Web Workers.
Investigating a slow endpoint or high memory, or making a change that could affect backend memory usage, request latency, or where a heavy computation runs (database, server process, or browser worker).
Runs a static, name-matching heuristic diff between backend Pydantic/SQLModel response fields and the frontend's hand-written API TypeScript interfaces, to surface likely drift after either side changes. Use after editing a FastAPI endpoint's response model,…
Surveys outdated and vulnerable dependencies across the frontend (Bun) and backend (pip/uv) toolchains and triages findings by severity and exposure. Use when a dependency manifest or lockfile changes, or when asked to check for outdated packages, security…
Walks through onboarding a new geographic layer (a state's blocks/VTDs, a new district plan's base geography, or a COI-module geography) into a usable Districtr map module — from raw GeoPackage through GerryDB import, tileset and graph generation, map-record…