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AI · June 22, 2026

Crespo – Tree-sitter AST blueprints instead of raw code for LLMs

Crisp Repos, Sharp AI. Contribute to hrudulmmn/crespo development by creating an account on GitHub.

Crespo – Tree-sitter AST blueprints instead of raw code for LLMs launched on June 22, 2026 with 14 votes, #1,036 of 22,647 launches that month and more than 90% of that year's launches.

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In plain words

Crespo is a developer tool that transforms code into tree-sitter abstract syntax tree (AST) blueprints for use with large language models. Rather than feeding raw code to LLMs, it converts source code into structured AST representations that capture the syntactic structure of programs. The tool is designed for developers working with code analysis, generation, or manipulation tasks that benefit from more precise code representations than plain text.

written from the facts on this page · September 2026

From the sources

Built Crespo because I kept hitting the context limit on multiple AI's. pip install crespo && crespo ./myproject The Problem When we paste the whole codebase to any LLM either it dosent understand fully or we hit the token limit. But when we try to give the context file by file it can't understand the relation between files and all these requires limited tokens that are wasted on making the AI understand the codebase rather than doing work. Instead of concatenating raw files, Crespo uses Tree-sitter AST parsing to extract only the structural aspects of your repository such as imports, classes, functions, module connections and generates a compact XML blueprint. This helps the AI understand…from github.com

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