updated readme to remove mermaid diagram and added a link to the space app

README.md

@@ -215,92 +215,6 @@ The application implements a sophisticated **agentic architecture** where specia
    - **Error Handling**: Robust fallback mechanisms for AI service failures
    - **Integration**: Bridges Gradio interface with MCP server endpoints
 
-#### 🏛️ **System Architecture**
-
-```mermaid
-graph TB
-    subgraph "Entry Points"
-        A[space_app.py<br/>HF Spaces<br/>• Gradio Interface<br/>• MCP Server Endpoints]
-        B[run.py<br/>Local Dev<br/>• Development Launcher<br/>• Multi-service Manager]
-    end
-    
-    subgraph "Core Engine"
-        C[app.py]
-        D[Lesson Agent<br/>• AI Content<br/>• Personalized<br/>• Micro-lessons]
-        E[Quiz Agent<br/>• Adaptive Quiz<br/>• Smart Scoring<br/>• Explanations]
-        F[Progress Agent<br/>• Analytics<br/>• Difficulty Adjustment]
-        G[Orchestrator<br/>Coordinator]
-    end
-    
-    subgraph "External Services"
-        H[Azure OpenAI<br/>• GPT-4.1 for Content<br/>• Intelligent Responses<br/>• Adaptive Generation]
-        I[Environment Variables<br/>• Local: .env file<br/>• HF Spaces: Repository Secrets]
-    end
-    
-    A --> C
-    B --> C
-    C --> D
-    C --> E
-    C --> F
-    D --> G
-    E --> G
-    F --> G
-    G --> H
-    G --> I
-    
-    style A fill:#e1f5fe
-    style B fill:#e1f5fe
-    style C fill:#f3e5f5
-    style D fill:#e8f5e8
-    style E fill:#e8f5e8
-    style F fill:#e8f5e8
-    style G fill:#fff3e0
-    style H fill:#fce4ec
-    style I fill:#fce4ec
-```
-
-#### 🔗 **MCP Integration Architecture**
-
-The application serves as both a **Gradio app** and **MCP server**, enabling external integrations:
-
-```mermaid
-graph TD
-    subgraph "MCP Server Endpoints"
-        A[GET /mcp/skills<br/>List available skills]
-        B[POST /mcp/lesson/generate<br/>Generate personalized lessons]
-        C[GET /mcp/progress/{user}<br/>Get learning analytics]
-        D[POST /mcp/quiz/submit<br/>Submit quiz results]
-    end
-    
-    subgraph "External MCP Clients"
-        E[Claude Desktop]
-        F[Cursor IDE]
-        G[Custom Tools]
-        H[Learning Dashboards]
-        I[Educational Platforms]
-    end
-    
-    A --> E
-    A --> F
-    A --> G
-    B --> E
-    B --> F
-    B --> G
-    C --> H
-    C --> I
-    D --> H
-    D --> I
-    
-    style A fill:#e3f2fd
-    style B fill:#e3f2fd
-    style C fill:#e3f2fd
-    style D fill:#e3f2fd
-    style E fill:#f1f8e9
-    style F fill:#f1f8e9
-    style G fill:#f1f8e9
-    style H fill:#fff8e1
-    style I fill:#fff8e1
-```
 
 #### 📂 **File Structure**
 

space_app.py

@@ -814,9 +814,9 @@ def main():
         demo.launch(
             server_name="0.0.0.0",  # Allow external connections
             server_port=7860,       # HF Spaces default port
-            share=False,            # Don't create public link on HF Spaces
+            share=True,            # Don't create public link on HF Spaces
             show_error=True,        # Show errors in the UI
-            debug=False             # Disable debug mode in production
+            debug=True             # Disable debug mode in production
         )
     except Exception as e:
         print(f"Error launching app: {e}")