What can an AI agent do with GitLab?

A GitLab AI agent can list and search projects, issues, and merge requests, check pipeline and CI/CD status, read repository files, open new issues, and post comments on merge requests. Write actions require your approval.

How is GitLab different from GitHub for AI agents?

Both are supported, but GitLab is a better fit if your team uses its built-in CI/CD, container registry, or self-hosted deployment. The AI agent can read GitLab pipeline status and job logs directly, which has no equivalent in GitHub Actions without extra tooling.

Can my agent access self-hosted GitLab instances?

Yes. When connecting GitLab, you can point the integration at your self-hosted instance URL instead of gitlab.com. Permissions follow your personal access token scope.

Will the agent post comments or create issues without asking?

No. Creating issues, posting MR notes, and updating issue fields are write actions that always require your approval unless you explicitly configure auto-approval for a trusted workflow.

Developer tools

GitLab, run by an agent.

An AI agent that reads your GitLab repos, issues, and merge requests.

Connect GitLab Book a demo

What it does without asking

10 tools

get commit refs
get commit sequence
get group
get group member
get groups
get job details
get project
get project languages
get project member
get project member all

These run without asking so your agent can gather what it needs. Anything that changes GitLab goes through approval: your agent shows you the plan first, and you can approve a recurring task once so it runs unattended after that.

A real run

An example of how a run works, including the approval step. Not a GitLab run.

Google Ads

Paid search

Working

review last week's google ads and cut wasted spend.

Queried Google Ads · last 7 days · 4 campaigns

Analyzed search terms · 312 terms · 18 with zero conversions

Drafted changes · 12 negative keywords · 2 budget shifts

Found $1,840/mo going to search terms that never convert. I'd add 12 negatives and move that budget to your two best campaigns. This changes the account, so it's your call before I touch anything.

Plan approval

Add 12 negative keywords stops $1,840/mo on terms with 0 conversions · reversible
Shift budget move the freed spend to your 2 best campaigns · roas 4.2×

Waiting for your approval. Nothing runs until a human decides.

example

Connecting GitLab

About 10 minutes

Auth: OAuth, managed
Setup: About 10 minutes

Example tasks

Real work people hand to an agent that uses GitLab.

Summarize all open merge requests each morning and post the digest to Slack
Scan failing pipelines and open a labeled issue for each new failure
Generate a weekly changelog from merged MRs and closed issues for a project
Triage newly opened issues by label and assign them to the right team member

Questions

Common questions about putting an agent on GitLab.

Put an agent on GitLab.

Connect it, give it one task, see the first run today.

Try for free