AI agent for GitLab
Connect GitLab to your AI agent through the WorkAist MCP server.
Marketplace
Pre-built connector templates · install with one click.
- 1Install in one click
Pick GitLab from the marketplace. WorkAist handles Personal Access Token and stores the credentials encrypted — no JSON keys to paste.
- 2Tools auto-generated
GitLab exposes 6 MCP tools to every agent in your workspace: list_projects, get_config, run_command, list_secrets, and more. Each tool is a typed function, not a brittle script.
- 3Data flows to your graph
Historical developer tools records sync to your private knowledge graph. Agents query relationships across all connected sources, not just GitLab in isolation.
- 4Your agents take action
Your AI agent picks the right tool, runs it under your access policies, and answers in plain language — with a full audit trail of every GitLab call.
GitLab is developer tools software you can connect to WorkAist in minutes. Through the open MCP standard, your AI agents open issues, track deployments and surface errors before they spread — autonomously, under explicit permissions, with no manual hand-offs. GitLab authenticates via a personal access token, and because WorkAist is self-hosted under AGPL-3.0, your data never leaves your own infrastructure.
Authentication & setup
The GitLab connector authenticates via Personal Access Token.
Create a token in the service's developer settings with read+write scopes, paste it once at install time. Stored encrypted.
Frequently paired with GitLab
FAQ
Can a WorkAist AI agent really automate GitLab end-to-end?▼
Yes. The connector exposes read and write tools through Model Context Protocol. AI agents call them through plain-language instructions in a CLAUDE.md file — no glue code.
How does this differ from using the GitLab API directly?▼
The connector adds permission isolation, audit logging, cost tracking per agent, and reversible PII redaction at the LLM boundary. It also presents GitLab as part of a unified Knowledge Graph alongside your other tools.
What does it cost?▼
WorkAist is open-source under AGPL-3.0 and self-hosted, so the connector itself is free. You pay only for GitLab's own API costs (if any) and the LLM tokens your agent consumes.
Is my GitLab data sent to a third party?▼
No. WorkAist runs in your own infrastructure. Data flows from GitLab → your WorkAist instance → the LLM you choose. Sensitive fields can be tokenized before reaching the LLM.
What if GitLab changes its API?▼
The connector is versioned and published openly. When GitLab ships breaking changes, we bump the connector version and the marketplace UI surfaces the upgrade as a one-click apply.