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Glama

There's An AI For That

Search repositories

search_repositories
Read-only

Search the TAAFT catalog for AI code repositories by name or company.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
queryYesAI repository name or company to search for.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
repositoriesYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A3.6/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false and openWorldHint=false, so the safety profile is covered. The description adds only that the search is scoped to a bounded catalog, which is consistent with the annotations but discloses nothing new about result limits, ordering, or pagination.

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 naming the verb, resource, and searchable fields with no filler. Nothing could be removed without losing information.

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?

An output schema exists, so return values need not be explained, and the annotations cover safety. The only real omission is any mention of the limit parameter or result-count behavior, a minor gap for a simple two-parameter search 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 50%: query is documented in the schema, limit is not. The description's 'by name or company' merely restates the query schema description and does nothing to explain the undocumented limit parameter, so it fails to compensate for the coverage gap.

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?

States a specific verb (Search) and resource (AI code repositories in the TAAFT catalog), plus the searchable dimensions (name or company). It is clearly distinguishable from the get_* siblings, though it does not explicitly differentiate itself from the other search_* tools.

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 phrase 'by name or company,' which tells the agent what inputs are useful, but there is no explicit guidance on when to choose this over search_tools/search_models or over get_repository for direct lookup.

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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