Technical Implementation of Cross-Language Analysis Capabilities
Zread overcomes the language limitations of traditional code analysis tools through an innovative language-independent analysis framework. Its core technologies include: 1) Universal Syntax Tree Converter, which converts different language codes into a unified intermediate representation; 2) Semantic Understanding Model, which is based on deep learning for cross-language feature extraction.
In practice, the tool is able to intelligently recognize mixed-language projects: for example, a full-stack project that contains both a Python backend and a JavaScript frontend, the system will automatically differentiate between the different language modules and give the appropriate analysis.
The 16 programming languages currently supported cover 95% of popular GitHub projects, including dynamic (Python, Ruby) and static (Java, Go) languages, but support for functional languages like Haskell is still being refined.
This answer comes from the articleZread: an AI tool to quickly analyze the structure of open source codeThe