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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. First observed

TDQS

A4.2/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, openWorld, and non-destructive. The description adds meaningful behavioral context by naming OpenStreetMap as the address source and the US Census geocoder as the source for FIPS and district data.

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?

A single sentence delivers the core operation first and then the US-specific enrichment. It is compact, front-loaded, and contains no redundant wording.

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?

For a one-parameter, read-only tool with rich annotations and no output schema, the description conveys input format, cardinality, data sources, and expected enriched outputs. Minor omissions such as failure behavior are acceptable for this level of simplicity.

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 coverage is 100%, and the coordinates parameter is already documented with format and example. The description restates the up-to-5 point limit but adds no new parameter-level semantics beyond what the schema provides.

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?

The description names a specific operation (convert) and resource (latitude/longitude points to nearest street address), then adds the US Census enrichment. This clearly distinguishes the tool from the sibling geocode_address by direction and output.

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

Usage Guidelines4/5

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

It clearly establishes the context: this tool is for converting coordinates to addresses and adding US FIPS and district data. It does not explicitly name geocode_address or state when not to use this tool, so it stops short of a 5.

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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