Skip to main content
Glama
DevquasarX9

gitlab-mcp-server

by DevquasarX9

Search GitLab Labels

gitlab_search_labels
Read-onlyIdempotent

Search for labels in a GitLab project or group, with optional counts of associated issues and merge requests.

Instructions

Search project or group labels, optionally including issue and merge request counts when GitLab exposes them.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNo
searchNo
archivedNo
per_pageNo
full_pathYes
is_projectYes
with_countsNo
include_ancestor_groupsNo
Behavior3/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint, so the description adds only minor context about optional counts when GitLab exposes them. No contradiction.

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?

Single sentence of 18 words, front-loaded with verb and resource. Very efficient, no wasted words.

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?

Given 8 parameters, no output schema, and only safety annotations, the description fails to explain pagination, filtering options, or return structure. Incomplete for an effective 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?

With 0% schema description coverage, the description should add meaning for all 8 parameters. Only mentions search, full_path, is_project, and with_counts implicitly. Omits page, per_page, archived, include_ancestor_groups.

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?

Description clearly states 'Search project or group labels' with specific verb and resource. It distinguishes from siblings because it is the only label-search tool among a large set of sibling 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?

No explicit when-to-use or when-not-to-use guidance. The description implies usage for searching labels, but no alternatives or exclusions are mentioned.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Install Server

Other Tools

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/DevquasarX9/mcp-gitlab'

If you have feedback or need assistance with the MCP directory API, please join our Discord server