shortcode is an open-source CLI tool that extracts compact structural maps from source code to help reduce token usage when working with large language models. It leverages tree-sitter for code analysis and is designed for developers who need efficient code context extraction. Licensed under MIT.
In the Other dev tools space, shortcode takes a focused approach. It focuses on reducing LLM token usage by extracting compact structural representations from source code. shortcode is an open-source project aimed at developers working with large language models and code analysis. The project is open source (MIT). shortcode is available on the command line.
Ahmet Bekcan builds and maintains shortcode, and it first shipped in 2026. Development happens publicly on GitHub with 8 commits in the last 90 days. Key capabilities include code analysis, token optimization, and tree-sitter integration.
Summary written by a language model from the project’s public pages.
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