Insights Knowledge Base MCP Server

import asyncio from extractor import PDFExtractor from recognizer import IMGRecognizer async def main(): ext = PDFExtractor() ext.run() rec = IMGRecognizer() await rec.image_understanding() # Ask user for confirmation to create text embeddings print("\n" + "=" * 60) print("Confirm if you need to create text vector embeddings") print("⚠️ This process may take approximately 20 minutes") print("=" * 60) while True: choice = input("Create embeddings? (Enter Y or N): ").strip().upper() if choice == 'Y': print("Starting text vector embedding creation, please wait...") from embedder import Embedder em = Embedder() em.precalculation() print("Embedding creation completed!") break elif choice == 'N': print("Skipping embedding creation step") break else: print("Invalid input, please enter Y or N") if __name__ == '__main__': asyncio.run(main())