With the latest release of Gitea, an experimental CI/CD feature was added. The above blog post details the technical details, including the various components including the open protocol to allow other CI systems to have the same integration.

Disclaimer: While I am not the author of the post, I am involved in the Gitea project and am employed to work on Gitea