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README.md

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 Chirps is a Django-based Python web application that allows users to search and scan vector databases for sensitive data. The application can connect to [Mantium](https://mantiumai.com/) applications and to vector databases like Redis and Pinecone. Users can create and manage scanning plans, execute scans against an asset using a selected plan, and view the results of the scan, including any findings.
 
+[![Chirps Demo](https://cdn.loom.com/sessions/thumbnails/d0829947113b4f3cbee90a1800335c1f-with-play.gif)](https://www.loom.com/share/d0829947113b4f3cbee90a1800335c1f?sid=84c4d9d7-ae12-44d7-8500-c3c8abb00f7d)
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+## Architecture
 ![architecture](https://github.com/mantiumai/chirps/blob/main/docs/assets/images/application_architecture.png)
 
 ## Quick Start