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TestForge AI

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

TestForge AI — Demo video

TestForge AI is an autonomous API testing and defect detection system that uses Meta's Muse Spark to generate and analyze test cases for FastAPI applications. Traditional API testing requires developers to manually write test cases, and even AI-generated tests can miss important edge cases or fail to identify actual application defects. TestForge AI addresses this by generating Pytest test suites from API source code, executing them inside isolated Docker sandboxes, and analyzing execution results to distinguish application defects from test-generation failures. It supports standard API testing and adversarial edge-case testing, along with a bounded self-healing mechanism for correcting invalid generated tests. The project combines AI-powered test generation, real test execution, failure analysis, and sandboxed execution into a single workflow. Tech stack: Meta Muse Spark, Python, FastAPI, Pytest, Docker, React, and Vite.

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