SigMap – 81.1% retrieval hit 5, 96.9% token reduce,zero deps

In plain words

SigMap is a dependency-free tool designed for efficient data retrieval and token optimization. It achieves an 81.1% retrieval hit rate on the fifth attempt and reduces token usage by 96.9%, making it useful for developers working with language models or APIs where efficiency matters. The tool requires no external dependencies, simplifying integration into existing projects. It is intended for anyone building applications that need to minimize computational overhead while maintaining reliable data access patterns.

written from the facts on this page · September 2026

• 
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• OS
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• 
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• 
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• AG
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