graph TD A[Start SniperIntegrationAgent] --> B[Initialize Parameters] B --> C[Validate Inputs] C --> D{Input Check} D -->|Valid| E[Generate Python Code Structure] D -->|Invalid| Z[Return Error] E --> F[Add Authentication Logic] F --> G[Add Toxi Bot Integration] G --> H[Add Error Handling] H --> I[Add Logging Functions] I --> J[Compile Full Code] J --> K{Code Validation} K -->|Valid| L[Format Code Output] K -->|Invalid| M[Debug & Regenerate] M --> J L --> N[Add Documentation] N --> O[Create Test Cases] O --> P{Test Execution} P -->|Pass| Q[Return Final Code] P -->|Fail| R[Debug & Retest] R --> O Q --> S[End SniperIntegrationAgent] Z --> S subgraph Input Validation C D end subgraph Code Generation E F G H I end subgraph Quality Checks J K L M end subgraph Testing Pipeline N O P Q R end