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Search organizations

search_organizations
Read-only

Search the TAAFT catalog for AI organizations by name.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
queryYesAI organization name to search for.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
organizationsYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

B3.1/5.0
Behavior3/5

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

Annotations declare readOnlyHint=true, openWorldHint=false, and destructiveHint=false, covering the safety profile. The description adds that the search is over the TAAFT catalog and by name, but does not disclose pagination, result limits, or matching behavior. With annotations doing the heavy lifting, a 3 is appropriate.

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, front-loaded sentence with no extraneous words. It is appropriately sized for a simple search tool and gets straight to the point.

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

Completeness3/5

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

An output schema exists, so return values need not be described, and annotations cover safety. However, the limit parameter lacks any description, and the description does not explain how many results are returned or how to control it, leaving a gap for a search tool.

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

Parameters2/5

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

Schema description coverage is 50%; only the query parameter is documented. The description's 'by name' restates the query parameter's meaning without adding new detail, and it entirely omits the limit parameter, which is undocumented in both schema and description.

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

Purpose4/5

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

The description states a specific verb ('Search') and resource ('AI organizations'), and scopes it to the TAAFT catalog and name-based matching. It does not explicitly differentiate from sibling tools like get_organization or search_companies, but the resource term is distinct enough for an agent to identify its purpose.

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

Usage Guidelines2/5

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

No guidance on when to use this tool versus alternatives such as get_organization for a known organization or search_companies for companies. The description only states what it does, leaving usage entirely implied.

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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