https://github.com/owayo/gitlab-mcp-server

by owayo

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Python

Hybrid

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Deploy Server

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

TDQS

B3.1/5.0

Scored 2026-04-18 11:15 across 3 tools

Disambiguation5/5

Each tool has a clearly distinct purpose: get_pipeline_failed_jobs targets pipeline failures, get_review_changes targets MR file diffs, and get_review_comments targets MR unresolved comments. There is no overlap in functionality or ambiguity between these three tools.

Naming Consistency5/5

All tool names follow a consistent verb_noun pattern with 'get_' prefix and snake_case formatting (get_pipeline_failed_jobs, get_review_changes, get_review_comments). The naming convention is perfectly uniform across all tools.

Tool Count2/5

With only 3 tools, this server feels severely under-scoped for a GitLab integration. While the tools are coherent, a typical GitLab MCP server would need many more operations (e.g., list projects, create MRs, trigger pipelines) to be useful. The count is too low for the apparent domain.

Completeness2/5

The tool surface is extremely incomplete for GitLab operations. It only provides three specific 'get' operations for pipelines and MRs, missing all CRUD/lifecycle coverage (no create, update, delete, or listing operations). Agents will encounter dead ends when trying to perform basic GitLab workflows.