Skip to main content
Glama
ttpears

GitLab MCP Server

by ttpears

Group Projects

get_group_projects
Read-onlyIdempotent

Retrieve projects inside a GitLab group, with optional search filtering, to explore group repositories.

Instructions

List projects inside a GitLab group (optionally filter by search term)

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
afterNoPagination cursor. To fetch the next page, pass the previous response pageInfo.endCursor here and repeat until pageInfo.hasNextPage is false. Paginating this way is the reliable path to complete results and accurate totals.
firstNoNumber of projects to retrieve
fullPathYesGroup full path (e.g., "group/subgroup")
searchTermNoOptional search term to filter group projects
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 indicate read-only, idempotent, non-destructive behavior. Description adds no further behavioral context (e.g., pagination, rate limits, or ordering). Meets minimal bar with annotations present.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Single sentence is concise and front-loaded with key action. However, it could be slightly more structured (e.g., mention pagination capability). 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?

With 5 parameters and no output schema, the description is too minimal. It omits any mention of pagination (after/first), authentication (userCredentials), or required parameter fullPath. The schema fills gaps, but the description should provide a holistic summary 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 coverage is 100% with parameter descriptions. The description briefly mentions optional search term but adds no significant meaning beyond what's in the schema. Baseline score of 3 is appropriate.

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 the tool lists projects inside a GitLab group with optional search filtering. This directly distinguishes it from siblings like get_projects (all projects) and search_projects (global search).

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?

No guidance on when to use this tool vs alternatives (e.g., get_projects, search_projects). The agent has no contextual clues to choose among similar tools.

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/ttpears/gitlab-mcp'

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