Production Loop entry

DUUMBI Loop intent to review.

A GitHub-connected DUUMBI workflow for turning GitHub repository issues and pull requests into intake, specs, review targets, and implementation evidence. This route opens the production Loop service and does not claim the full DUUMBI Loop product is complete.

Primary path
GitHub repos
Adapters
GitHub first
Auth
DUUMBI SSO
loop app
  1. 1 Login

    Sign in with DUUMBI SSO

    Open the Loop app through the central auth.duumbi.dev issuer before any repository data is available.

  2. 2 GitHub

    Connect a repository provider

    Use the Providers screen to install the DUUMBI GitHub App and keep tokens server-side.

  3. 3 Repos

    Choose the repositories to use

    Pick available GitHub repositories from the server-side repository list and enable only selected repos.

  4. 4 Loop

    Run intake, spec, and review

    Drop @duumbi intake / spec / review / closure comments in GitHub to create tracked artifacts and review evidence.

Model labels

DUUMBI chooses the route behind stable labels.

Users see DUUMBI-owned model labels. DUUMBI decides when a provider or model is appropriate behind the scenes, while administrators control which labels and provider routes are usable for their organization.

Label

Fast

Label

Balanced

Label

Deep Research

Label

Strict Review

Label

Private/BYOK

GitHub provider

GitHub is the first production repository path.

DUUMBI Loop connects to GitHub repositories through the Providers page. A team can register a repository, add a comment such as @duumbi review, and follow the run state, workflow step, artifacts, and review result in the Loop UI.

Production guardrails
  • GitHub is the required provider path for the production minimum.
  • GitLab remains out of scope until the GitHub path is proven.
  • Raw provider and model SKUs are not user-facing choices.
  • Provider access is configured by admins and used indirectly through DUUMBI labels.
  • Central login is owned by auth.duumbi.dev.

Admins monitor organization runs, route decisions, audit evidence, and provider access. Customers continue to use DUUMBI-owned model labels instead of choosing raw provider or model SKUs.

New here?

Install the GitHub App, enable a repo, and run your first @duumbi intake.

Quickstart guide