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Production-ready GitLab MCP server exposing projects, merge requests, pipelines, and discussions

Project description

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qodev-gitlab-mcp

A Model Context Protocol (MCP) server for GitLab integration. Exposes projects, merge requests, pipelines, discussions, issues, releases, and more through a standardized interface for AI assistants like Claude.

Installation

pip install qodev-gitlab-mcp

Or run directly with uvx:

uvx qodev-gitlab-mcp

Configuration

Set the following environment variables:

# Required
GITLAB_TOKEN=glpat-YOUR-TOKEN-HERE

# Optional (defaults to https://gitlab.com)
GITLAB_URL=https://gitlab.com

Claude Code

Add to your MCP configuration:

{
  "mcpServers": {
    "gitlab": {
      "command": "uvx",
      "args": ["qodev-gitlab-mcp"],
      "env": {
        "GITLAB_TOKEN": "your-token-here",
        "GITLAB_URL": "https://gitlab.com"
      }
    }
  }
}

Quick Start

Once configured, the MCP server gives your AI assistant access to GitLab. Example interactions:

  • "Is my MR ready to merge?" -- checks pipeline, approvals, and unresolved discussions
  • "Create a merge request for this branch" -- creates MR with auto-detected source branch
  • "Wait for the pipeline to finish" -- monitors pipeline and reports results with failed job logs
  • "Comment on MR !42 saying LGTM" -- posts a comment on the merge request

Features

  • Merge request management (create, comment, merge, close, inline comments)
  • Pipeline monitoring with wait_for_pipeline tool
  • Issue tracking (create, update, close, comment)
  • Release management
  • CI/CD variable management
  • File uploads with image support
  • Automatic "current" project/branch detection via MCP workspace roots

Tools

The server exposes the following MCP tools:

Merge Requests

Tool Description
create_merge_request Create a new merge request
update_merge_request Update MR title, description, labels, assignees, reviewers
merge_merge_request Merge a merge request
close_merge_request Close a merge request (with optional comment)
comment_on_merge_request Leave a comment on a merge request
create_inline_comment Add an inline comment on a specific line in a MR diff
reply_to_discussion Reply to an existing discussion thread
resolve_discussion_thread Resolve or unresolve a discussion thread

Pipelines

Tool Description
wait_for_pipeline Wait for a pipeline to complete and return results
download_artifact Download a job artifact to local filesystem
retry_job Retry a failed CI/CD job

Issues

Tool Description
create_issue Create a new issue
update_issue Update an existing issue
close_issue Close an issue
comment_on_issue Leave a comment on an issue

Releases

Tool Description
create_release Create a new release with tag, description, and assets

CI/CD Variables

Tool Description
set_project_ci_variable Create or update a CI/CD variable (upsert)

Files

Tool Description
upload_file Upload a file to GitLab for embedding in issues or MRs

All tools support project_id="current" to auto-detect the project from the current working directory. Merge request tools also support mr_iid="current" to detect the MR for the current branch.

Resources

The server exposes the following read-only MCP resources:

Projects

Resource URI Description
gitlab://projects/ List all accessible projects
gitlab://projects/{project_id} Get project details

Merge Requests

Resource URI Description
gitlab://projects/{project_id}/merge-requests/ List open merge requests
gitlab://projects/{project_id}/merge-requests/{mr_iid} Full MR overview (metadata, discussions, changes, commits, pipeline, approvals)
gitlab://projects/{project_id}/merge-requests/{mr_iid}/status Lightweight merge-readiness check
gitlab://projects/{project_id}/merge-requests/{mr_iid}/discussions MR discussion threads
gitlab://projects/{project_id}/merge-requests/{mr_iid}/changes MR diff/changes
gitlab://projects/{project_id}/merge-requests/{mr_iid}/commits MR commit history
gitlab://projects/{project_id}/merge-requests/{mr_iid}/approvals MR approval status
gitlab://projects/{project_id}/merge-requests/{mr_iid}/pipeline-jobs Jobs from the MR's latest pipeline

Pipelines & Jobs

Resource URI Description
gitlab://projects/{project_id}/pipelines/ List recent pipelines
gitlab://projects/{project_id}/pipelines/{pipeline_id} Get pipeline details
gitlab://projects/{project_id}/pipelines/{pipeline_id}/jobs List jobs in a pipeline
gitlab://projects/{project_id}/jobs/{job_id}/log Full job log output
gitlab://projects/{project_id}/jobs/{job_id}/artifacts List job artifacts
gitlab://projects/{project_id}/jobs/{job_id}/artifacts/{path} Read a specific artifact file

Issues

Resource URI Description
gitlab://projects/{project_id}/issues/ List open issues
gitlab://projects/{project_id}/issues/{issue_iid} Get issue details
gitlab://projects/{project_id}/issues/{issue_iid}/notes Get issue comments

Releases

Resource URI Description
gitlab://projects/{project_id}/releases/ List all releases
gitlab://projects/{project_id}/releases/{tag_name} Get release by tag

CI/CD Variables

Resource URI Description
gitlab://projects/{project_id}/variables/ List CI/CD variables (metadata only, values hidden)
gitlab://projects/{project_id}/variables/{key} Get variable metadata by key

Help

Resource URI Description
gitlab://help Server capabilities and usage guide

License

MIT

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