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Propublica Nonprofit

Search Nonprofits

search_nonprofits
Read-onlyIdempotent

Search US nonprofits by name. Returns EIN, name, city, state, revenue, assets, and NTEE code. Example: search_nonprofits("red cross", "NY"). Use get_organization with the EIN for full details.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYesName or keyword to search for (e.g., "habitat for humanity")
stateNoTwo-letter state code to filter results (e.g., "CA", "NY")

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
queryYesThe search query used
stateYesThe state filter applied (uppercase), or null if not provided
organizationsYesArray of matching nonprofit organizations
total_resultsYesTotal number of matching nonprofits found

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint. Description adds the specific return fields and an example, which is helpful but does not significantly add behavioral context beyond what annotations provide.

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?

Two sentences, zero waste. Purpose is front-loaded. Every sentence serves a purpose: purpose, return fields, example, pointer to sibling.

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

Completeness5/5

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

Given the output schema exists, description does not need to explain return values. It mentions key fields, gives an example, and references the sibling tool get_organization. No gaps for a straightforward search tool.

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

Parameters4/5

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

Schema description coverage is 100%, so baseline is 3. Description adds value with an example and clarifies that state is a two-letter code for filtering, providing extra context beyond the schema's descriptions.

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?

Description clearly states 'Search US nonprofits by name' and lists returned fields (EIN, name, city, state, revenue, assets, NTEE code). Distinguishes from sibling get_organization by specifying it uses EIN for full details.

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?

Provides an explicit example and directs users to use get_organization for full details, giving clear guidance on when to switch to a sibling tool. No mention of when not to use this tool or other alternatives, but the explicit pointer is strong.

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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