A pytest-based API testing framework for the TMDB REST API, showcasing real-world SDET and CI/CD practices: end-to-end integration tests, Pact contract validation, Dockerized parallel runs, Kubernetes-based local execution, and GitHub Actions CI/CD - with AI-powered test-failure diagnosis exposed both in-suite and as an MCP server for AI agents.