Software Development

GitLab

Complete DevOps platform that provides source code management, CI/CD pipelines, security testing, and project planning in a single application.

GitLab MCP, Integrations & Automations for Enterprise AI Agents

Connect your AI agents to GitLab MCP in minutes. No field mapping. No code required. Adopt AI's zero-shot API discovery means your agents understand GitLab's schema on first contact - and can act on it instantly.

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What Your AI Agents Can Do

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Gl Get Pipeline on GitLab

Gets pipeline by id.

Gl List Group Issues on GitLab

Lists issues for group and descendants.

Gl List Jobs on GitLab

Lists jobs for project with scope filter.

Gl List Group Members on GitLab

Lists group members.

Gl List Sidekiq Stats on GitLab

Sidekiq stats (admin) if exposed on instance.

Gl List Users on GitLab

Lists users (visibility depends on permissions) with search, username, active, pagination.

Gl Get Mr Diff on GitLab

Alias for MR changes endpoint for raw diff review.

Gl Trigger Pipeline on GitLab

POST trigger token pipeline (token, ref in query/body per GitLab trigger API).

Gl Retry Job on GitLab

Retries job.

Gl List Project Wiki Pages on GitLab

Lists wiki pages.

Gl Get File on GitLab

Gets file metadata and base64 content at ref.

Gl Fork Project on GitLab

Forks project to namespace in _rawBody.

Gl Delete Issue on GitLab

Deletes an issue.

Gl Get Issue on GitLab

Gets issue by project and internal id iid.

Gl List Project Events on GitLab

Lists project activity events.

Gl Get Environment on GitLab

Gets environment by id.

Gl Get Job Log on GitLab

Gets plain text trace log for job.

Gl List Group Boards on GitLab

Lists boards at group level.

Gl Delete Group on GitLab

Deletes group.

Gl Get Project on GitLab

Gets one project by id or URL-encoded path; optional license, statistics, with_custom_attributes.

Gl List Group Mrs on GitLab

Lists MRs for group subtree.

Gl List My Mrs on GitLab

Lists MRs assigned to current user.

Gl Retry Pipeline on GitLab

Retries failed jobs in pipeline.

Gl List Project User Projects on GitLab

Lists projects visible to a user (by user id).

Gl List Project Container Registry Repos on GitLab

Lists container registry repos for project.

Gl Create Issue on GitLab

Creates issue with title in _rawBody.

Gl Create User on GitLab

Creates user (admin) _rawBody.

Gl Get Commit Diff on GitLab

Lists diffs for commit sha.

Gl List Project External Status Checks on GitLab

Lists external status checks for project.

Gl List Group Projects on GitLab

Lists projects under group.

Gl List Issue Notes on GitLab

Lists comments on issue.

Gl Get Mr Approvals on GitLab

Gets MR approval state.

Gl List Metadata License on GitLab

Gets GitLab license metadata (admin).

Gl Get Commit on GitLab

Gets commit by sha.

Gl Update Group on GitLab

Updates group.

Gl Create Pipeline on GitLab

Creates pipeline for ref with variables in _rawBody.

Gl List Pipeline Jobs on GitLab

Lists jobs in pipeline.

Gl Star Project on GitLab

Stars project for current user.

Gl Unprotect Branch on GitLab

Deletes protected branch by name.

Gl List Projects on GitLab

Lists projects with archived, visibility, search, owned, membership, starred, statistics, simple, and pagination. Returns id, path_with_namespace.

Gl List Group Subgroups on GitLab

Lists child groups.

Gl Get Project Pipeline Schedule on GitLab

Gets one pipeline schedule.

Gl Update File on GitLab

Updates file content with commit message.

Gl Get Project Service on GitLab

Gets one integration config by name.

Gl Protect Branch on GitLab

Creates protected branch rule via _rawBody.

Gl List Namespaces on GitLab

Lists namespaces for search.

Gl Update Merge Request on GitLab

Updates MR metadata.

Gl Create Branch on GitLab

Creates branch from ref in _rawBody.

Gl Create Project Label on GitLab

Creates label via _rawBody.

Gl List Deploy Keys on GitLab

Lists deploy keys for project.

Gl List Project Imports on GitLab

Lists project import status entries when available.

Gl List Project Issues on GitLab

Lists issues for project with iid, state, labels, milestone, order_by, sort.

Gl Stop Environment on GitLab

Stops environment deployment.

Gl List Templates Gitignore on GitLab

Lists built-in gitignore templates.

Gl List Project Clusters on GitLab

Lists Kubernetes clusters for project (if enabled).

Gl List Project Starrers on GitLab

Lists users who starred project.

Gl Unblock User on GitLab

Unblocks user.

Gl List Project Variables on GitLab

Lists CI/CD variables for project.

Gl Create Project Variable on GitLab

Creates CI variable _rawBody.

Gl List Project Variables By Env on GitLab

Placeholder list; use GL_LIST_PROJECT_VARIABLES with filter in GitLab version that supports environment_scope in UI.

Gl List Project Badges on GitLab

Lists project badges.

Gl Add Issue Note on GitLab

Adds note body in _rawBody.

Gl Delete File on GitLab

Deletes file with commit message in _rawBody.

Gl Revert Commit on GitLab

Reverts commit creating new commit.

Gl Get Tag on GitLab

Gets tag by name.

Gl Cancel Pipeline on GitLab

Cancels pipeline.

Gl Update User on GitLab

Updates user (admin).

Gl List Mr Changes on GitLab

Lists file diffs for MR.

Gl List Group Access Requests on GitLab

Lists group access requests.

Gl List Applications on GitLab

Lists OAuth applications (admin).

Gl Close Mr on GitLab

Closes MR via state_event close in _rawBody.

Gl List Commits on GitLab

Lists repository commits on ref with path, since, until, pagination.

Gl List Project Feature Flags on GitLab

Lists feature flags for project.

Gl List Issues on GitLab

Lists issues across visible projects with project_id, state, assignee_id, author_id, search, pagination.

Gl List My Issues on GitLab

Lists issues assigned to current user (scope=assigned_to_me).

Gl List Project Milestones on GitLab

Lists milestones.

Gl Delete Tag on GitLab

Deletes tag.

Gl List Group Milestones on GitLab

Lists group milestones.

Gl Get User on GitLab

Gets user by id.

Gl Get Group on GitLab

Gets group by id.

Gl List Project Approval Rules on GitLab

Lists MR approval rules for project.

Gl List Merge Requests on GitLab

Lists MRs with project_id, state, author_username, target_branch, pagination.

Gl Get Project Milestone on GitLab

Gets milestone.

Gl Cherry Pick Commit on GitLab

Cherry-picks commit onto branch in _rawBody.

Gl Create Group on GitLab

Creates group _rawBody.

Gl List Project Invitations on GitLab

Lists pending invitations.

Gl List Project Packages on GitLab

Lists packages for project.

Gl Add Mr Note on GitLab

Adds MR note in _rawBody.

Gl Get Release on GitLab

Gets release by tag name.

Gl Approve Mr on GitLab

Approves MR.

Gl Get Latest Pipeline on GitLab

Fetches most recent pipeline for ref using per_page=1.

Gl List Project Labels on GitLab

Lists labels on project.

Gl Compare Branches on GitLab

Compares two refs shas or branch names.

Gl List Open Mrs on GitLab

Lists opened merge requests only.

Gl List Tags on GitLab

Lists repository tags.

Gl Merge Mr on GitLab

Merges MR; optional squash, merge_commit_message in _rawBody.

Gl Cancel Job on GitLab

Cancels job.

Gl List Project Access Requests on GitLab

Lists access requests for project.

Gl Delete Project on GitLab

Deletes project permanently.

Gl Get Project Wiki Page on GitLab

Gets wiki page by slug.

Connect GitLab MCP using Adopt AI in 3 Simple Steps

Run a single command in your terminal to install the GitLab MCP server locally, no complex setup, no cloud dependency.
A browser window opens automatically, where you can securely authenticate with your GitLab account with one click.
Restart your AI client, and your agents instantly have full access to repositories, merge requests, pipelines, and every GitLab object, ready to read, write, and automate.

Use Cases for GitLab MCP

With Adopt AI, your agents can tap into GitLab's full DevOps platform capabilities. Here are five ways teams use the GitLab MCP integration:

1. Automated Merge Request Review & Assignment

AI agents monitor GitLab merge requests, assign reviewers based on code ownership, and flag potential conflicts before human review begins.

2. CI/CD Pipeline Monitoring & Alerting

AI agents track GitLab pipeline runs, alert teams on build failures, and provide root cause analysis for failed jobs and deployments.

3. Issue Triage & Labeling

Automatically classify, label, and prioritize incoming GitLab issues based on content analysis, affected components, and historical patterns.

4. Security Vulnerability Management

AI agents scan GitLab repositories for dependency vulnerabilities and security alerts, generating actionable reports and auto-creating remediation issues.

5. Release & Deployment Automation

AI agents manage GitLab release workflows, auto-generate changelogs from merged MRs, and coordinate deployment approvals across environments.

Frequently Asked Questions

Do I need my own developer credentials to use GitLab MCP with Adopt AI?

No, you can get started immediately using Adopt AI's built-in GitLab integration. For production use, we recommend configuring your own API credentials for greater control and security.

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Can I connect GitLab with other apps through Adopt AI?

Yes! Adopt AI supports multi-app workflows, so your AI agents can seamlessly move data between GitLab and CRMs, spreadsheets, messaging platforms, and more

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Is Adopt AI secure?

Absolutely. Adopt AI is SOC 2 Type 2 certified and ISO/IEC 27001 compliant, and adheres to EU GDPR, CCPA, and HIPAA standards. All data is encrypted in transit and at rest, ensuring the confidentiality, integrity, and availability of your data. Learn more here.

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What happens if the GitLab API changes?

Adopt AI maintains and updates all integrations automatically, so your agents always work with the latest API versions, no manual maintenance required.

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Do I need coding skills to set up the GitLab integration?

Not at all. Adopt AI's zero-shot API discovery means your agents understand GitLab's schema on first contact. Setup takes minutes with no code required.

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How do I set up custom GitLab MCP in Adopt AI?

For a step-by-step guide on creating and configuring your own GitLab API credentials with Adopt AI, see here.