Arlet
GitLab

Connect GitLab to ChatGPT

Search, read and write GitLab from ChatGPT. Arlet links the two through one MCP connection and takes care of keys and authentication.

Enable GitLab in ArletChatGPT connection guide (docs)

Arlet makes GitLab's official MCP server available from the AI client you already use. Signing in to GitLab.com completes the connection.

The AI can read projects and repositories, review and comment on merge requests, create and update issues, and inspect or rerun CI pipelines and jobs. The available tools are those provided by GitLab's official server, which GitLab offers as a beta.

How to connect GitLab to ChatGPT

  1. 1

    In the Arlet dashboard, open Integrations → Add an integration and choose GitLab. Sign in with Link GitLab, name the connection and click Create.

  2. 2

    In ChatGPT, open Settings → Plugins → Browse plugins and click + at the top right.

  3. 3

    In the New Plugin form, enter "Arlet" as the Name, choose Server URL for Connection and enter https://mcp.arlet.dev/mcp/, pick OAuth for Authentication, check the risk acknowledgement and click Create.

  4. 4

    Open the Arlet plugin you created, click Sign in with Arlet, sign in with Google and click Allow. The connection is complete.

If the Plugins screen is not shown, turn on Developer mode under Settings → Security and login.

What you can do

GitLab tools that ChatGPT can call.

  • search

    Search across GitLab.com by keyword.

  • list_projects

    List projects.

  • get_project

    Get a project's details.

  • get_repository_file

    Read a file from a repository.

  • list_repository_tree

    List a repository's file tree.

  • list_commits

    List commits.

  • list_merge_requests

    List merge requests.

  • get_merge_request

    Get a merge request's details.

  • get_merge_request_diffs

    Get a merge request's diffs.

  • save_merge_request

    Create or update a merge request.

  • save_merge_request_review

    Post a review on a merge request.

  • save_note

    Comment on a merge request or issue.

  • list_work_items

    List issues, tasks and epics.

  • save_work_item

    Create or update an issue, task or epic.

  • list_pipelines

    List CI pipelines.

  • get_job

    Get a CI job's details and log.

  • save_pipeline

    Run, retry or cancel a pipeline.

The tool list follows what GitLab's official MCP server provides and may change.

Example uses

  • Review a merge request

    Read the diff, point out problems and post them as review comments.

  • Debug a failed pipeline

    Read the failing job's log and summarize the cause and a fix.

  • File issues

    Turn meeting notes into issues with labels and assignees.

  • Explore the code

    Search across repository files and explain where something is implemented.

Prompts you can use as-is

  • Review the diff of merge request !128 and post your concerns as comments
  • Read the job log of the last failed pipeline on main and explain the cause
  • Create issues in the backend project for the action items in these notes, with assignees
  • Find where payment retries are implemented in the repository and explain it

Use GitLab with other AI clients