MyFormSnapper

medal
Created by team labosanova on November 18, 2025

A Chrome extension that auto-fills web forms using your personal documents. Built with Google Cloud AI for the Google DeepMind category. ## What It Does Upload your resume or LinkedIn profile, and the extension intelligently fills forms across the web. It uses semantic search to understand field context and extract the right values from your documents. ## Features - **Smart Form Filling**: Auto-fills fields using your knowledge base - **LinkedIn Import**: One-click import from your profile URL - **Voice Assistant**: Speak to fill missing fields with conversational AI - **Hybrid Storage**: Local (private) or cloud (unlimited) ## Google Cloud Technologies **Cloud Functions (5 serverless functions)** - scrape-linkedin: Imports LinkedIn profiles - save-embeddings: Stores vectors in cloud - retrieve-embeddings: Fetches vectors for search - delete-embeddings: Manages data deletion - extract-pdf-text: Processes PDF documents **Cloud Storage**: Unlimited storage in myformsnapper-embeddings bucket with per-user organization **Gemini AI** - Gemini 2.5 Flash for form analysis and value extraction - Embedding API for 768-dimensional semantic vectors - Live API 2.5 for real-time voice assistant - Gemini Nano for on-device private inference ## Architecture **Two-Stage Analysis**: Separates structure detection from value extraction, reducing tokens so user data stays on-device with Gemini Nano for better privacy. **Hybrid Routing**: Small forms use Gemini Nano (private, instant). Large forms use Gemini 2.5 Flash (powerful, accurate). **Storage Choice**: Privacy-conscious users keep data local. Power users store unlimited documents in cloud. ## Impact - Job seekers save hours weekly on applications - 80% time savings on form filling - 100% privacy with on-device AI - Zero server management ## Tech Stack Cloud Functions Gen2, Cloud Storage, Gemini 2.5 Flash, Live API, Embedding API, Firebase AI SDK, Chrome Manifest V3, Gemini Nano

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"this is one of my most favorite projects for this hackathon! Although the idea is not any grandiose or world changing from the instant view, the variety of use cases is huge and it can be turned into multiple apps that automate routine work involving form filling"

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Ian Arden

Techical Org AI Advisor

"Well spotted, well delivered. Congrats!"

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Mark Bain