What ChatGPT can do with GitLab
Ask your agent in plain language. Each of these maps to a real tool on the server.
- Ask ChatGPT to use the manage merge request tool in GitLab
- Ask ChatGPT to use the list issues tool in GitLab
- Ask ChatGPT to use the list pipelines tool in GitLab
- Ask ChatGPT to use the add comment tool in GitLab
- Ask ChatGPT to use the get project tool in GitLab
Add the GitLab MCP server to ChatGPT
Run these once. Afterwards, everyone you give access to signs in the same way.
1. Enable GitLab in Metorial
In your Metorial portal, enable the GitLab MCP server and sign in with the account that owns the data. Access stays governed by your team policies.
2. Add a custom MCP server
On ChatGPT web, open Plugins, select +, then Add custom MCP server.
3. Paste your Metorial MCP URL
Name it Metorial, paste your Magic MCP URL (<your-magic-mcp-url>), choose OAuth and accept the risk notice.
4. Create and install the plugin
Select Create as a plugin, install it and sign in to load GitLab tools.
Give your team GitLab in ChatGPT
Once GitLab is enabled in Metorial, teammates sign in with SSO and get the same connection in ChatGPT, with only the tools their role allows.
One link covers every app you approve. See how the MCP gateway handles access, roles and audit logs for the whole company.
GitLab tools available in ChatGPT
Full descriptions and inputs are on the GitLab MCP server page.
- Create Release: Create a new release for a project, or list existing releases.
- Manage Pipeline: Trigger, retry, or cancel a CI/CD pipeline.
- Manage Project: Create, update, fork, or delete a GitLab project.
- Manage Issue: Create, update, close, reopen, or delete a GitLab issue.
- List Merge Requests: List GitLab merge requests, optionally scoped to a project.
- Manage Merge Request: Create, update, or merge a GitLab merge request.
- List Issues: List GitLab issues filtered by project, state, labels, milestone, assignee, author, or search term.
- List Pipelines: List CI/CD pipelines for a project.
- Add Comment: Add a comment (note) to an issue or merge request.
- Get Project: Retrieve detailed information about a specific GitLab project by its ID or URL-encoded path (e.g.
- Browse Repository: Browse a project's repository tree, read file contents, or compare branches.
- Manage Branch: List, create, or delete branches in a project repository.
- Search: Search across GitLab for projects, issues, merge requests, milestones, code (blobs), commits, wiki content, and users.
- List Groups: List GitLab groups accessible to the authenticated user.
- List Projects: List GitLab projects accessible to the authenticated user.
- And 15 more on the GitLab MCP server page.
Using GitLab tools in ChatGPT
What to expect once GitLab is connected.
- Type @ and pick the plugin. The selection applies to that message only, so @mention it again when a follow-up needs fresh GitLab data.
- For write actions, ChatGPT may ask you to confirm first, depending on the app permissions and the action.
- Once published for a workspace, ChatGPT keeps a snapshot of the tool list. When your team adds GitLab tools in Metorial, an admin refreshes the actions in Workspace settings before they appear.
- You can use several apps in one prompt, for example read GitLab data and then create a ticket in another app.
Troubleshooting ChatGPT
- Add custom MCP server is missing
- Workspace policy controls it. On Enterprise and Edu, an admin grants the permission to create plugins with MCPs; ask them to enable it for you.
- The plugin exists but no tools appear
- Creating the plugin is not enough: install it from your plugins, then start a new conversation so ChatGPT loads its tools.
- ChatGPT answers without using the tools
- Pick the plugin with @ in the composer and name the action you want, for example "use Metorial to look up the latest ticket".
Based on the ChatGPT MCP documentation.
Frequently asked questions
Common questions about connecting GitLab to AI agents with Metorial.
Does ChatGPT support the GitLab MCP server?
Yes. ChatGPT connects to the GitLab MCP server through its connector settings, pointed at your Metorial URL. You need a ChatGPT plan or workspace that allows custom MCP servers.Do I need an API key to connect GitLab to ChatGPT?
No. You sign in to GitLab once through Metorial, and ChatGPT uses that connection. No API keys go into ChatGPT's settings.Which GitLab tools can ChatGPT use?
All 30 GitLab tools your team allows, such as Create Release, Manage Pipeline, Manage Project. Admins can narrow that list per team.Can I control which teammates use GitLab in ChatGPT?
Yes. Role-based access control decides who can use GitLab and which of its tools appear in ChatGPT, and every call is logged with the person's identity.What if ChatGPT doesn't show GitLab tools?
Workspace policy controls it. On Enterprise and Edu, an admin grants the permission to create plugins with MCPs; ask them to enable it for you.
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