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@@ -4,7 +4,11 @@ A command-line tool that extracts a concise summary of a codebase, including sym
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## Why?
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## Why?
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-LLMs charge per-token. When you feed them an entire codebase, you're paying for lines that don't matter. This tool reduces context size by extracting only the essential structure: symbols, their types, and their documentation. The result is a lean summary that lets you understand any codebase in seconds—without the cost of feeding it everything.
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+Reasoning and coding LLMs charge per-token. Every token in your context window—including source code, comments, and boilerplate—counts toward your bill. For large codebases, this adds up fast.
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+Context windows also have hard limits. Feed too much and the model can't hold the rest, or you pay premium rates for extended context. Most of a codebase is noise: generated files, dependency manifests, test harnesses, utility functions that do matter to runtime but not to understanding the architecture.
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+This tool extracts only the essential structure—public symbols, their types, signatures, and documentation—so you get a codebase map that fits in a fraction of the tokens. Less context used means lower costs per query, more budget for actual reasoning, and faster responses.
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## Features
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## Features
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