User (sends code snippet / uploads file)
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                                                                                       FastAPI Endpoint
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                                                                                SemanticKernelCodeAnalyzer
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                                                                                StyleAgent      SecurityAgent
                                                                                (Code Quality)   (Security Audit)
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                                                                                       └──────► Results ◄───────┘
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                                                                                JSON Response (issues + summary)
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                                                                                       (Optional) Excel Export