Project Thoth is developed in the AI Center of Excellence at Red Hat and it aims at providing recommendations on Python software stacks, runtime environments, and deployment configurations to developers and DevOps engineers through different types of integrations natural to them: GitHub pull requests and issues, GitOps, GitHub Apps. Project Thoth’s OpenShift pipelines to build, optimize the application stack and machine-learning model, configure the deployment, and deploy are the most visible tools provided to Dev and DevOps community. Thoth is implemented using a microservice pattern, deployed on a number of Openshift namespaces and clusters.