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I use Gitea and a Runner to build Docker images from the projects in the git repo. Since I'm lazy and only have one machine, I just run the runner on the target machine and mount the docker socket.
BTW: If you manage to "litter your system with docker related files" you fundamentally mis-used Docker. That's exactly what Docker is supposed to prevent.
Self hosting your own CI/CD is the key for OP. Littering is solved too because litter is only a problem on long running servers, which is an anti-pattern in a CI/CD environment.