idosal/git-mcp
GitMCP is a free, open-source remote MCP server that transforms any GitHub project into an AI-accessible documentation hub to eliminate code hallucinations and provide accurate, up-to-date project information.
Awesome AI Agents › Documentation & Testing Assistants
bz-lab/AUITestAgent
AUITestAgent is an innovative automatic GUI testing tool designed specifically for mobile applications, leveraging natural language processing to drive the entire testing process. It enables users to input test requirements in natural language, which the system then interprets to generate and execute UI interactions automatically. The tool verifies whether the UI responses align with the expected outcomes defined in the test requirements, thus ensuring functional correctness of the app's GUI. AUITestAgent uniquely separates the GUI interaction and function verification into two distinct modules, enhancing the accuracy and efficiency of the testing process. The interaction module extracts GUI actions from the natural language requirements using dynamically organized agents that handle diverse expressions of test cases. The verification module employs a multi-dimensional data extraction strategy to analyze interaction traces and confirm the correctness of the UI behavior. The project has been evaluated on eight widely used commercial apps, including Meituan, Facebook, Gmail, and YouTube Music, across tasks of varying difficulty levels. Results demonstrate high accuracy in task completion and interaction generation, significantly outperforming existing methods. AUITestAgent also shows strong capability in detecting GUI functional bugs with a high recall rate and low false positives, proving its practical value in real-world applications. The tool is a collaborative effort between Fudan University and Meituan, reflecting advanced research in AI-driven front-end technology. It is supported by comprehensive benchmarks and evaluation metrics, and the team encourages citation of their related academic paper. AUITestAgent represents a significant advancement in automated GUI testing by integrating natural language understanding with robust interaction and verification mechanisms, making it a powerful solution for mobile app developers and testers aiming to improve software quality and reliability.
https://github.com/bz-lab/AUITestAgent
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