Klarity is a new open-source tool that addresses the challenges current language models face in measuring uncertainty and entropy in their outputs. Users have noted the inherent mismatch between the systematic processing of information by language models and the complexities of language semantics. Traditional log probability techniques struggle to accurately capture the nuances of semantic meaning, often leading to unreliable assessments of model certainty. Suggestions have been made to enhance current methodologies by incorporating measures like Shannon entropy and developing multiple-choice assessments to gauge model output reliability. User feedback also emphasizes the need for clearer documentation and navigational improvements on the platform's website.