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ttpears

GitLab MCP Server

by ttpears

Search Groups

search_groups
Read-onlyIdempotent

Find GitLab groups and organizations by name or path using search terms. Retrieve specific numbers of results with optional custom credentials for self-hosted or GitLab.com instances.

Instructions

Search for GitLab groups and organizations

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
searchTermYesSearch term to find groups by name or path
firstNoNumber of groups to retrieve
userCredentialsNoYour GitLab credentials (optional - uses shared token if not provided)
Behavior3/5

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

Annotations already declare this as read-only, idempotent, and non-destructive, so the agent knows it's a safe search operation. The description adds no behavioral context beyond what annotations provide - no information about rate limits, authentication requirements (beyond what's in the schema), pagination behavior, or result format.

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?

The description is a single, efficient sentence that states the core purpose without unnecessary words. It's appropriately sized for a search tool and front-loads the essential information.

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?

For a search tool with good annotations (read-only, idempotent, non-destructive) and comprehensive schema coverage, the description is minimally adequate. However, without an output schema, the description doesn't explain what results look like (structure, fields, pagination), leaving gaps in understanding the tool's behavior.

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?

With 100% schema description coverage, the schema already documents all three parameters thoroughly. The description adds no additional parameter semantics beyond what's in the schema - it doesn't explain search behavior, result ordering, or how 'groups and organizations' relates to the searchTerm parameter.

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 clearly states the tool's purpose with the verb 'Search' and resource 'GitLab groups and organizations'. It's specific about what it searches for, though it doesn't explicitly differentiate from sibling tools like 'search_projects' or 'search_users' which search different resources.

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?

The description provides no guidance on when to use this tool versus alternatives. With sibling tools like 'search_projects', 'search_users', and 'search_gitlab' available, there's no indication of when searching groups is appropriate versus searching other entities or using the broader 'search_gitlab' tool.

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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