Universal Test Framework

The Universal Test Framework (UTF) is a polyglot MCP (Model Context Protocol) server that provides contract-driven test generation, enforcement, and reporting for AI-generated code. It offers 13 distinct MCP tools for test creation, validation, analysis, registry, reporting, and compliance across Python, TypeScript, JavaScript, Java, Go, and C++. UTF enforces an 8-section contract on every test, ensuring traceability, auditability, and quality gates for all tests generated by AI assistants like Claude, Cursor, Copilot, or through integrations such as VS Code, Docker, Python SDK, and CI/CD pipelines. The UTF is ideal for developers, QA teams, and engineering managers who need robust, automated test governance for multi-language codebases integrated with modern AI tooling.