Metadata-Version: 2.4
Name: AiTokenROI
Version: 0.1.0
Summary: CognitiveROI: Entropy-based Attention Audit for LLM Token Efficiency
Author-email: WANG CHANGHUI <2931842115@qq.com>
Project-URL: Homepage, https://github.com/Ying-Kong/Ai-Token-ROI-Monitor
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Classifier: Operating System :: OS Independent
Requires-Python: >=3.10
Description-Content-Type: text/markdown
License-File: LICENSE
Dynamic: license-file

# AiTokenROI

**Entropy-based Attention Audit for LLM Token Efficiency**

这是一个纯工程化的 LLM Token ROI 审计工具，通过“注意力差”与“信息熵密度”拟合真实的 Token 利用率。

## 安装 
## pip install AiTokenROI
