GitLab
Free foreverbaba786 · Dev Tools
15k installs
The GitLab MCP server for BusinessMCP.com brings your GitLab repositories, merge requests, CI/CD pipelines, and issue tracker into a single hosted MCP endpoint that any AI agent can query and act on. Instead of wiring up separate GitLab API integrations for Claude, GPT, or Gemini, you connect your GitLab instance once — self-managed or GitLab.com — and expose it through your own /api/mcp Bearer-key endpoint, alongside every other tool, database, or ad platform your business already runs on BusinessMCP.
This GitLab integration is built for developer-facing AI workflows: reviewing and summarizing merge requests, triaging open issues, checking pipeline status before a deploy, or letting an agent open a branch and push a fix on your behalf. Because it's model-agnostic, the same GitLab MCP connection works whether your team standardizes on Claude for code review, GPT for issue triage, or Gemini for release notes — no re-integration per model, no per-agent API key sprawl. Pair it with a source-control MCP like the official Git server or GitHub MCP if your org spans multiple hosting providers, and route everything through one unified endpoint.
Beyond raw API access, BusinessMCP layers a business-intelligence dashboard on top of your GitLab activity. Merge request velocity, pipeline failure trends, issue backlog age, and repository-level activity become part of the same BI view you use for revenue and ad performance — so engineering throughput sits next to marketing and finance metrics instead of living in a separate GitLab-only dashboard. That's the core of the
Just say it in a thread
No configs, no docs. Once connected, these are the kinds of messages your agents act on.
"Retrieve open, merged, or closed merge requests for a given gitlab project — and give me the highlights."
"Open a new merge request between two branches with a title and description for me, then post a summary in the thread."
"Fetch the current status and stage details of a ci/cd pipeline run and flag anything that needs my approval."
What teams use it for
- Let an AI agent summarize and triage open merge requests across multiple GitLab projects
- Trigger, monitor, and report on CI/CD pipeline runs directly from an agent conversation
- Automatically create, label, and assign GitLab issues based on support tickets or bug reports
- Have an agent draft release notes by pulling merged commits and closed issues from GitLab
- Combine GitLab activity data with revenue and ad-spend metrics in one BI dashboard
Agent-callable tools
list_merge_requests
Retrieve open, merged, or closed merge requests for a given GitLab project.
create_merge_request
Open a new merge request between two branches with a title and description.
get_pipeline_status
Fetch the current status and stage details of a CI/CD pipeline run.
trigger_pipeline
Start a new CI/CD pipeline run for a specified branch or tag.
list_issues
Query open or closed issues in a project, filtered by label, assignee, or milestone.
create_issue
Create a new GitLab issue with a title, description, and optional labels.
get_repository_file
Read the contents of a file from a specific branch or commit in a GitLab repository.
add_commit_comment
Post a comment on a specific commit or merge request diff line.
Your data stays yours
Credentials live in your vault. We route requests — we never store, log, or train on your data.
Works with every AI
Connect once — portable across Claude, GPT, Gemini, and every local agent you run.
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Frequently asked questions
Does this work with self-managed GitLab or only GitLab.com?
The GitLab MCP server can be configured against either GitLab.com or a self-managed GitLab instance, as long as a valid access token with appropriate scopes is provided.
Can multiple AI agents share the same GitLab connection?
Yes — because the integration is exposed through one hosted MCP endpoint with a Bearer mcph_* key, Claude, GPT, Gemini, or any other agent can call the same GitLab tools without separate credentials.
Does GitLab activity show up in the BusinessMCP BI dashboard?
Yes, merge request, pipeline, and issue activity from this MCP server feeds into the same business-intelligence dashboard used for your other connected tools and revenue sources.
Keep exploring
Give your AI team the GitLab skill
Free forever plan, no credit card. Connected and working in under five minutes.
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