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Pinloft: Batch Geocoder — Address to Lat/Long + Census FIPS

Coordinates to street address (+ US FIPS and districts)

reverse_geocode
Read-onlyIdempotent

Convert up to 5 latitude/longitude points to the nearest street address (OpenStreetMap), and for US points add state/county/tract/block FIPS codes and congressional/state districts from the US Census geocoder.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
coordinatesYes"latitude,longitude" strings, e.g. "40.7484,-73.9857"

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • addedInput schema / properties / coordinates / examples
      Added value: +[
      +  [
      +    "40.7484,-73.9857"
      +  ]
      +]
  2. First observed

TDQS

A4/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already cover safety (readOnly, idempotent, non-destructive, open-world), lowering the bar. The description usefully adds behavioral facts beyond those: a per-call limit of 5 points, the external data sources (OpenStreetMap and US Census geocoder), and conditional US-only enrichment.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

One tightly written sentence with no filler. The core reverse-geocoding action is front-loaded, and the US enrichment detail follows subordinate to it.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description carries the burden of explaining returns, and it does identify the returned data categories (address, FIPS codes, districts). It stops short of stating result ordering or failure behavior for invalid points, but is otherwise complete for a simple one-parameter tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100% and the single parameter already documents format, examples, and min/max items. The description largely repeats the 'up to 5 latitude/longitude points' constraint rather than adding syntax or semantics beyond the schema, so baseline 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb ('Convert'), specific input resource (latitude/longitude points), and specific outputs (nearest street address plus US FIPS codes and districts). The reverse direction is explicit, so an agent can distinguish it from geocode_address without opening either schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is implied by the purpose: use this when you have coordinates and want an address. However, it never explicitly names the sibling geocode_address or states when to prefer one over the other, so the boundary is left to inference.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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