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ScopeShield: A Local-First Freelance Contract Auditor

This story is from 2026-10-18. It is preserved in the archive; the latest stories are on the live feed.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built ScopeShield is a local-first Streamlit web app that helps freelancers detect "scope creep" in client requests without uploading sensitive NDAs to closed AI platforms. It uses PyMuPDF to parse local…

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  1. 2026-10-18 19:39 · DEV Community — AI
    ScopeShield: A Local-First Freelance Contract Auditor

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