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ttpears

GitLab MCP Server

by ttpears

Search Labels

search_labels
Read-onlyIdempotent

Search labels in a GitLab project or group. Use optional text filtering to locate specific labels.

Instructions

Search for labels in a project or group, with optional text filtering

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
fullPathYesFull path of the project or group (e.g., "group/project-name" or "group")
isProjectYesWhether the path is a project (true) or group (false)
searchNoOptional search term to filter labels
firstNoNumber of labels to retrieve
afterNoCursor for pagination
fetchAllNoFetch all pages up to 100 results
userCredentialsNoYour GitLab credentials (optional — falls back to the configured env token if not provided)
Behavior3/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false, idempotentHint=true, covering the safety profile. The description adds no behavioral context beyond 'search', which aligns with annotations. It does not describe pagination or rate limits, but given annotation coverage, this is acceptable.

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 front-loads the core action and scope. No extraneous words or redundancy.

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

Completeness2/5

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

With 7 parameters, no output schema, and no explanation of pagination or the fetchAll option, the description is too minimal. It does not address return structure, constraints, or the userCredentials fallback behavior, leaving gaps for the agent.

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 100%, so the schema already documents all parameters. The description adds no additional parameter-level meaning, resulting in the baseline score. The description's single sentence does not enhance parameter understanding beyond the schema.

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?

The description clearly states the tool searches for labels within a project or group, with optional text filtering. This distinguishes it from sibling search tools targeting issues, merge requests, notes, etc.

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?

The description implies usage for label search with optional filtering but offers no explicit guidance on when to use this tool versus alternatives like search_groups or search_issues. No when-not-to-use or alternative references are provided.

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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