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Company Nonprofit Search

company_nonprofit_search
Read-onlyIdempotent

Search nonprofit identity profiles by name, category, EIN, or state.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
qYesSearch query, for example education.
stateNoOptional two-letter state filter.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint=false, covering the safety profile. The description adds the resource and search dimensions but does not disclose behavior like result limits, matching semantics, or whether multiple fields can be combined.

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 short sentence that front-loads the verb and resource, then enumerates the search keys. Every word earns its place and there is no redundant filler.

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 simple two-parameter search tool with rich annotations, the description is largely complete. It identifies the resource and search dimensions, though it does not describe what profile fields will be returned, which could matter since there is no output schema.

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 coverage is 100%, so the baseline is 3. The description adds value by clarifying that the q parameter can represent a name, category, EIN, or state, going beyond the schema's simple 'education' example and enriching the meaning of the query parameter.

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 ('Search'), a specific resource ('nonprofit identity profiles'), and the four searchable dimensions (name, category, EIN, state). This distinguishes it clearly from siblings like company_search and company_nonprofit_ein without needing to open schemas.

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: an agent can infer to use this tool when searching nonprofit profiles by the listed keys. However, there is no explicit guidance on when to prefer this over sibling tools such as company_nonprofit_ein or company_search, nor any exclusions.

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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