census-geocoding-mcp
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TDQS
Scored across 12 tools
Tools follow a clear two-axis matrix: geocode (coordinates) vs find_geographies (geographies), crossed with input format (oneline/parsed/pr/coordinates) and batch variants. The oneline/parsed/pr trios return the same content for different address formats, so a careless agent could misselect, but descriptions clearly delineate input requirements and PR-specific handling.
Names are predominantly consistent snake_case verb_noun (geocode_oneline_address, find_geographies_pr, batch_geocode_locations). Minor inconsistencies exist (e.g. 'oneline' token placement and the batch_ prefix convention), but the pattern remains predictable and readable.
12 tools is well-scoped for a geocoding API. Each tool earns its place: catalog lookups, three address-format variants, a coordinate lookup, and three batch operations mirror the underlying Census endpoints without redundancy.
The surface covers the full lifecycle: benchmark/vintage discovery, single and batch geocoding, coordinate reverse geolookup, geography lookups, and all address formats including PR Urbanization/Municipio. No obvious dead ends for geocoding workflows.