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April 18, 20260 citationsOpen Access

Code Analyzer: A Privacy-First, Client-Side Static Analysis Framework

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YGYashwanth v GuruAAAbhishek ALMTMohammed Talha

Key Points

  • The aim is to create a lightweight, client-side static analysis tool that maintains privacy while ensuring code quality.
  • Developed a browser-based static analysis tool named 'Simple Code Analyzer'.
  • Utilizes Abstract Syntax Tree (AST) traversal for code analysis.
  • Implements the Strategy Design Pattern for modularity and multi-language support (JavaScript and Python).
  • Compares analysis latency against existing solutions.
  • Achieved real-time feedback on Time Complexity, Cyclomatic Complexity, and Halstead Metrics.
  • Validated a latency of less than 100 milliseconds for standard code blocks.
  • Demonstrated feasibility of performance and privacy by not transmitting data to external servers.

Abstract

- In the domain of modern software engineering, code quality and data privacy often stand at odds. While static analysis is essential for maintaining algorithmic efficiency and security, existing solutions typically force a trade-off: powerful cloud-based tools risk intellectual property leakage through data egress, while local integrated development environment (IDE) plugins are often resource-intensive and language-rigid. This paper presents "Simple Code Analyzer," a lightweight, browser-based static analysis tool designed to resolve this dichotomy. Built on a client-side architecture using Abstract Syntax Tree (AST) traversal, the system provides real-time feedback on Time Complexity (Big O), Cyclomatic Complexity, and Halstead Metrics without transmitting a single byte of data to external servers. By employing the Strategy Design Pattern, the framework achieves high modularity, allowing for seamless multi-language support (JavaScript and Python) and extensibility. Experimental results demonstrate that the tool achieves near-instantaneous analysis latency (<100ms) for standard code blocks, validating the feasibility of high-performance, privacy-preserving static analysis in the browser.

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Cite This Study

Guru et al. (2026) studied this question.

synapsesocial.com/papers/69e31ff140886becb653f0echttps://doi.org/10.5281/zenodo.19605541
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