Update README.md

README.md

@@ -15,7 +15,9 @@ license: mit
 
 # Check Git - ML Repo Analyzer
 
-Quick tool to detect fake ML training repositories that are just API wrappers. For the community ["Wall of Shames"](https://github.com/wall-of-shames?view_as=public) Please read and learn and save the world with AI scam! Thanks from JADE, NCF, RustySafe and Friends
+Quick tool to detect fake ML training repositories that are just API wrappers.
+
+Built for the ["Wall of Shames"](https://github.com/wall-of-shames?view_as=public) community - help save the world from wannabe AI scammers.
 
 ## What it does
 
@@ -29,21 +31,27 @@ Analyzes GitHub repositories to determine if they contain real machine learning
 - Detects API wrapper patterns: openai.api, requests.post to APIs
 - No data storage, runs entirely client-side
 
-
 ## Usage
-[Demo](https://huggingface.co/spaces/Alibrown/Check-Git/)
-> Enter a GitHub repository URL and click Analyze.
 
-For LLM analysis, provide your HuggingFace token (free at https://huggingface.co/settings/tokens).
+**Live Demo:** https://huggingface.co/spaces/Alibrown/Check-Git
+
+Enter a GitHub repository URL and click Analyze.
+
+For LLM-powered analysis, provide your HuggingFace token (free at https://huggingface.co/settings/tokens).
 
 ## How it works
 
-Without token: Uses regex pattern matching to detect training loops and API calls.
+**Without token:** Uses regex pattern matching to detect training loops and API calls.
 
-With token: Uses Qwen2.5-Coder-32B on HuggingFace's free inference API for deeper code understanding.
+**With token:** Uses Qwen2.5-Coder-32B on HuggingFace's free inference API for deeper code understanding.
 
 ## License
 
-MIT + ESOL v 1.0
+Dual-licensed under [MIT](LICENSE) + [ESOL v1.1](ESOL) 
+
+---
+
+**Built with ❤️ by VolkanSah (AliBrown@HF) for JADE, NCF, RustySafe and the Wall of Shames community**
+
+*With assistance from Claude (Anthropic)*
 
-By VolkanSah aka AliBrown@HF