Search & Filter
Find records by name or attributes, filter categories and numeric ranges, sort results, and inspect feature details.
Turn existing spatial data into searchable, filterable, layer-aware interactive maps, save key views for presentation, and export report or publication figures from the same visual plan.
The interface stays map-first: find objects, switch spatial context, save important positions, and hand off one portable deliverable.
Find records by name or attributes, filter categories and numeric ranges, sort results, and inspect feature details.
Move between a neutral overview and layer-focused exploration while controlling visibility, legends, and basemaps independently.
Save up to eight named center-and-zoom views in the browser and jump back to key sites during exploration and presentation.
Deliver a self-contained HTML map and generate slide or publication figures from the same visual plan.
Both demos are generated by the repository engine from fixed NYC Open Data snapshots and embedded directly as current product outputs.
Search, filter, sort, compare KPI summaries, and inspect individual records through linked list and map interactions.
Start from Overview, focus a searchable layer, control visibility independently, inspect context, and save key map views for presentation.
Saved Views connects broad exploration, site inspection, and presentation: explore the whole map, inspect a site in context, then return to that exact position while presenting.
Search records, switch layers, filter the current dataset, and understand the overall spatial pattern.
Zoom to a site, compare nearby layers, and keep the map as the primary surface for understanding spatial context.
Save named center-and-zoom positions, jump back to Overview or a site, and keep the presentation flow moving.
The Agent interprets intent and confirms build-critical choices; MapSpec records the contract; the deterministic engine handles data, rendering, browser checks, and delivery verification.
Discover layers, geometry, CRS, field roles, and blocking issues.
Confirm the build-critical details that remain unresolved after inspection.
Apply geometry-aware, density-aware visual defaults while preserving explicit choices.
Create the self-contained Leaflet map and requested report figures.
Exercise browser behavior, counts, hashes, provenance, and the final delivery manifest.
Open either live map to experience the current product surface, or go to GitHub for the Agent Skill, MapSpec contract, tests, and release history.