Skip to main content
Glama
Alosies

GitLab MCP Server

by Alosies

list_projects

List GitLab projects with simplified info by default to reduce token usage. Use simple=false for full details.

Instructions

List GitLab projects with minimal info by default (to reduce token usage from 40k+ to much less). Use simple=false for full project details when needed.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
ownedNoShow only owned projects (default: true for privacy)
searchNoSearch projects by name
simpleNoUse simplified project info to reduce response size (default: true). Set to false for full project details.
per_pageNoNumber of results per page (max 100)
visibilityNoFilter by visibility level
Behavior4/5

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

With no annotations, the description carries the burden. It discloses key behavioral traits: default minimal info to reduce token usage (from 40k+ to much less) and default owned=true for privacy. It does not cover pagination or exact fields returned, but the token-saving insight adds significant value beyond the schema.

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 two sentences, extremely concise, and front-loaded with the main purpose. Every word earns its place; no fluff.

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?

Given the complexity (5 parameters, no output schema), the description covers the key behavioral aspect (token reduction) and default behavior. It lacks specifics on what minimal vs. full info includes, but the token-saving context fills an important gap not present in schema or annotations.

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 coverage is 100%, so baseline is 3. The description adds the token reduction motivation for the 'simple' parameter but does not elaborate on other parameters beyond what the schema already provides.

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 'List GitLab projects' with a specific resource and action. It distinguishes between minimal and full info via the 'simple' parameter, and the token reduction rationale adds specificity. Siblings like list_issues are not confused.

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 provides guidance on when to use simple=false for full details and mentions the default owned=true for privacy. However, it does not explicitly contrast against sibling list tools or state when not to use this tool, leaving some ambiguity.

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/Alosies/gitlab-mcp-server'

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