readme update

README.md

@@ -27,8 +27,6 @@ An advanced security orchestration tool that detects critical vulnerabilities (S
 * **Batch Processing:** Optimized for high-throughput scanning of multiple Python files simultaneously using Python's `multiprocessing` capabilities.
 * **REST API Architecture:** Built with a **FastAPI** backend, allowing for easy integration into existing CI/CD pipelines as a security gate.
 
----
-
 ##  Technical Stack
 * **Deep Learning:** CodeBERT (Transformers), PyTorch
 * **Analysis Engine:** Python AST, Custom Rule-based Heuristics
@@ -64,21 +62,21 @@ An advanced security orchestration tool that detects critical vulnerabilities (S
 * docker-compose up --build
 
 ## Access at:
-* - Web UI: http://localhost:8501
-* - API Docs: http://localhost:8000/docs
+* Web UI: http://localhost:8501
+* API Docs: http://localhost:8000/docs
 
 ##  Project Structure
 
 AI-Code-Security-Scanner/
-├── app.py                # Main Streamlit Dashboard & UI Logic
-├── api_backend.py        # FastAPI Server for REST API Access
-├── combined_detector.py   # Hybrid Logic (Rules + CodeBERT Model)
-├── rule_detector.py      # Static Analysis & AST-based Heuristics
-├── fix_generator.py      # AI-powered Remediation Engine
-├── saved_model/          # Fine-tuned CodeBERT Weights & Config
-├── docker-compose.yml    # Container Orchestration for UI & API
-├── requirements.txt      # Project Dependencies
-└── README.md             # Technical Documentation
+* ├── app.py                 # Main Streamlit Dashboard & UI Logic
+* ├── api_backend.py         # FastAPI Server for REST API Access
+* ├── combined_detector.py   # Hybrid Logic (Rules + CodeBERT Model)
+* ├── rule_detector.py       # Static Analysis & AST-based Heuristics
+* ├── fix_generator.py       # AI-powered Remediation Engine
+* ├── saved_model/           # Fine-tuned CodeBERT Weights & Config
+* ├── docker-compose.yml     # Container Orchestration for UI & API
+* ├── requirements.txt       # Project Dependencies
+* └── README.md              # Technical Documentation
 
 ## Architecture Diagram