# GitLab MCP for AI Agents AI Agent Connect > GitLab MCP. It connects your GitLab instance to your AI agent so you can manage issues, track merge requests, and monitor CI/CD pipelines directly from your chat. It's built for teams that want to automate DevSecOps workflows and keep project data in sync without leaving their primary workspace. ## Overview - **Category:** industry-titans - **Price:** Free - **Endpoint:** https://edge.vinkius.com/vk_preview_HGGz1cvvAiFURJr2VDrjPMYuMzSMVPMdXMuy8wQ8/ai-agent-connect - **Tags:** ci-cd, pipeline-automation, version-control, merge-requests, devsecops ## Description Imagine you're in the middle of a sprint and need to know why a specific build failed or if a bug report was filed. Instead of hunting through nested menus and filtering through dozens of results in your browser, you just ask your agent to pull the latest status. This Connector connects your GitLab environment to your AI client so you can query your entire development lifecycle in plain English. You can grab file contents to give your agent context on a specific piece of code, or have it draft a new issue based on a bug you just found. It makes the gap between your code repository and your AI workspace disappear. When you use this through the Vinkius catalog, you're essentially giving your agent a seat in the DevSecOps meeting, allowing it to see the same project metadata and pipeline health that your team relies on every day. It turns your AI from a generalist into a specialized teammate that knows your specific codebase and project history. You get to stay in your flow while your agent handles the heavy lifting of navigating your project's data. ## Tools ### verify_api_connection Check if the Connector can talk to your GitLab instance. It ensures your credentials work before you start. ### get_my_gitlab_profile Fetch your own profile information. Use this to check permissions or account details. ### list_visible_groups See which groups you have access to. It helps your agent navigate the organization's structure. ### list_project_issues List all the issues in a project. Use this to get a quick overview of the current backlog. ### create_project_issue Open a new issue in a specific project. Use this to log bugs or tasks from your chat. ### get_repository_file Read the text inside a specific file. This gives your agent the exact code context it needs. ### get_project_details Get the metadata for a specific project. It provides the high-level context your agent needs. ### list_merge_requests See all the merge requests in a project. It's perfect for reviewing active work. ### list_project_pipelines Get a list of CI/CD pipelines. Use this to monitor build and deployment health. ### list_project_forks See all the forks of a project. This helps you track variations of the codebase. ### list_visible_projects See all the projects you can access. It gives the agent a map of your workspace. ### search_gitlab_global Search for any artifact across your entire GitLab instance. It's the fastest way to find specific data. ### create_merge_request Create a new merge request with a title. This helps you move code into production faster. ### get_merge_request Get the details of a specific merge request using its IID. It's the best way to see what's being changed. ### list_branches See every branch in a project repository. Use this to stay organized on complex projects. ### list_project_members See who is part of a specific project. This helps with identifying team permissions. ## Prompt Examples **Prompt:** ``` What's the status of the latest build for the 'api-gateway' project? ``` **Response:** ``` ### Pipeline Status: api-gateway | Pipeline ID | Status | Time | Details | | :--- | :--- | :--- | :--- | | #4521 | **Success** | 10m ago | Deployment complete | | #4520 | **Failed** | 1h ago | Linting error in `src/auth.py` | Would you like me to pull the logs for the failed build? ``` **Prompt:** ``` Find any issues in our 'mobile-app' repo that mention 'login failure'. ``` **Response:** ``` Found 3 issues matching 'login failure' in the **mobile-app** project: * **Issue #882**: User unable to login via OAuth * **Issue #890**: Intermittent login failure on Android * **Issue #901**: Login button unresponsive on startup Should I open a new issue for a specific one? ``` **Prompt:** ``` Can you read the 'config.yaml' file in the 'backend' repo and tell me the port? ``` **Response:** ``` I've accessed the `config.yaml` file in the **backend** repository. **Current Configuration:** * **Port:** 8080 * **Host:** 0.0.0.0 * **Environment:** production Let me know if you need any other details from this file. ``` ## Capabilities ### Create new project issues Open a new issue in a specific project to log bugs or tasks from your chat interface. ### Fetch specific file contents Read the text inside a specific file to give your agent the exact code context it needs. ### Check CI/CD pipeline status Monitor your deployment health in real-time to catch build failures immediately. ### List all repository branches See every branch in a project repository to stay organized on complex projects. ### Retrieve user profile details Fetch your own profile information to check permissions or account details. ### Search across all GitLab artifacts Search for any piece of information across your entire GitLab instance instantly. ## Use Cases ### Troubleshooting failed builds When a deployment fails, ask your agent to check the status of the latest pipelines for a specific project ID to identify the error. ### Finding security patches Search your entire GitLab instance for issues containing 'security patch' to quickly locate relevant bug reports across all teams. ### Logging new bugs Instead of opening a browser, tell your agent to open a new issue in your current project with a title and description. ### Reviewing active changes Ask your agent to list the last 5 open merge requests for a specific group to see what your teammates are currently working on. ### Mapping repository structures Use your agent to list all visible projects and fetch project metadata to understand the high-level organization of your codebase. ## Benefits - Stop switching tabs by using list_merge_requests and list_project_issues to see your status directly in your chat. - Get instant code context by using get_repository_file to feed your agent the exact snippets it needs to help you. - Monitor your deployment health in real-time with list_project_pipelines to catch build failures immediately. - Simplify project management by using create_project_issue to log new tasks without leaving your workspace. - Navigate complex repositories faster by using list_branches and list_visible_projects to map out your environment. - Find any piece of information instantly using search_gitlab_global to scan projects and issues at once. ## How It Works The bottom line is you get a direct line of communication between your AI agent and your GitLab project data. 1. Add your GitLab Base URL and Personal Access Token to the configuration. 2. Connect the Connector to your AI client like Claude, Cursor, or Windsurf. 3. Start asking your agent to list issues, check pipelines, or read files. ## Frequently Asked Questions **Can the GitLab MCP help me manage my CI/CD pipelines?** Yes, it lets your agent see pipeline status and monitor build health in real-time so you can track deployments without leaving your chat. **How does the GitLab MCP help with project management?** It allows your agent to create new issues, list merge requests, and fetch project metadata, making it easier to stay on top of your backlog. **Can I use the GitLab MCP to read my code files?** Yes, your agent can fetch specific file contents from your repository to provide context for debugging or code reviews. **Does the GitLab MCP work with my private GitLab instance?** Yes, it works with any GitLab instance as long as you provide your Base URL and a Personal Access Token in the setup. **Can I search for issues across multiple projects with GitLab MCP?** Yes, the global search tool lets your agent scan across projects, issues, and users to find specific artifacts quickly. **Is the GitLab MCP good for DevOps automation?** It's a great tool for DevOps engineers who need to automate the retrieval of file contents, project metadata, and pipeline health for auditing. **How do I get a Personal Access Token (PAT) for GitLab?** Log in to GitLab, go to User Settings > Access Tokens, and you can generate a new token with the 'api' scope there. **Does this support self-hosted GitLab instances?** Yes! Simply provide your instance's root URL (e.g., https://gitlab.my-company.com) in the 'GitLab Base URL' credential field. **What is a 'Project ID' in GitLab?** A Project ID is a unique numerical identifier for your project. You can also use the URL-encoded path (e.g., 'group%2Fproject') in most tools. **Can I see pipeline failures via the agent?** Yes! Use the 'list_project_pipelines' tool to retrieve the status of all recent pipelines, allowing you to quickly identify failed builds.