• SEARCH
  • CREATE
  • LIST
  • HUMAN

How to track project issues with your AI

Connect GitLab to your AI client once. From there, you can manage your backlog using plain language.

Ask AI about this page

Short answer

How can I track GitLab issues with my AI?

Your AI searches your GitLab projects to find existing bugs and can write new issues to your backlog. You get a direct way to manage tasks without switching tabs. Here is how it works.

The outcomes.

Where your data lands.

The AI handles the searching and drafting, so you can focus on the actual work.

SEARCH

Find existing bugs

The AI scans your repositories to find specific issues or duplicate reports. You get the exact details needed to address a problem.

CREATE

Log new issues

When you find a bug, your AI writes it directly to your GitLab project. It populates the fields so your backlog stays current.

LIST

View the backlog

The AI pulls lists of open issues from your projects. This gives you a clear view of what needs attention.

HUMAN

Review and approve

The AI presents the issue details or the draft it prepared. You decide if the information is correct before it is finalized.

The workflow

What your AI does when an issue arrives.

The AI does the heavy lifting of navigating GitLab so you don't have to.

  1. Locate issues

    The AI looks through your GitLab instance to find the specific bug or topic you mentioned.

    search_gitlab_global

  2. Fetch project data

    It pulls a list of current issues from a specific project to provide context.

    list_project_issues

  3. Draft new reports

    The AI prepares the issue details based on your description of a new bug.

    create_project_issue

  4. Finalize the entry

    The AI submits the issue to your project once you confirm the details are right.

    create_project_issue

Try it

Copy these to start.

Use these prompts to start managing your GitLab backlog.

Starting points

These are just starting points. Swap out the project names and bug descriptions for your own.

GitLab Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_HGGz1cvvAiFURJr2VDrjPMYuMzSMVPMdXMuy8wQ8/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — GitLab capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "gitlab-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_HGGz1cvvAiFURJr2VDrjPMYuMzSMVPMdXMuy8wQ8/mcp"
    }
  }
}
Copy into chat04

  • Search GitLab for any issues related to the login bug in the web-app repo.

  • List all open issues in the mobile-api project.

  • Create a new issue in the frontend-ui project about the broken dashboard CSS.

  • Find if there are any existing issues regarding database timeouts in my GitLab projects.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect GitLab once, then ask.

Link your account once. Your credentials stay encrypted, and you can immediately start managing issues from your favorite AI client.

Connect GitLab to your AI

FAQ

How this task behaves.

  • 01

    Can the AI delete issues?

    No. The AI can only search, list, and create issues. It cannot delete anything.

  • 02

    Will the AI create issues without my permission?

    No. The AI drafts the issue, but you decide when to actually create it.

  • 03

    Can I search across all my GitLab projects?

    Yes. The AI can perform a global search across your GitLab instance.

  • 04

    Can the AI edit existing issues?

    No. The current tools only allow for searching, listing, and creating new issues.

  • 05

    Does the AI have access to my private repos?

    Yes. The AI can access any repository that your GitLab account has permission to see.

  • More questions about GitLab? See everything the GitLab Connector can do

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