The latest articles on DEV Community by Yamaan Faraz (@yamaan_faraz_306). https://dev.to/yamaan_faraz_306 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4163196%2Fe956b0dc-acc3-4a8e-929f-31b5ebe93664.png https://dev.to/yamaan_faraz_306 en Yamaan Faraz Mon, 05 Oct 2026 13:01:47 +0000 https://dev.to/yamaan_faraz_306/i-built-a-python-web-app-to-search-local-files-using-semantic-meaning-not-just-filenames-836 https://dev.to/yamaan_faraz_306/i-built-a-python-web-app-to-search-local-files-using-semantic-meaning-not-just-filenames-836 <p>Tired of opening dozens of files or struggling to remember exact filenames? I built <strong>YF Meaning Finder</strong>—a web application powered by Python, Flet, and the Gemini API that lets you search your local documents using natural language and semantic understanding.</p> <p>Instead of exact string matching, you can search for concepts (like <em>"It had app ideas"</em> or <em>"Q3 budget allocations"</em>), and it instantly scans your folders to find and open the right file based on its actual meaning! </p> <p>Check out the code and architecture on GitHub: <a href="https://yf-meaning-finder.streamlit.app/" rel="noopener noreferrer">YF Meaning Finder on Streamlit</a></p> ai github productivity python Yamaan Faraz Mon, 05 Oct 2026 07:49:38 +0000 https://dev.to/yamaan_faraz_306/i-built-an-python-desktop-app-to-search-local-files-using-semantic-meaning-not-just-filenames-2icm https://dev.to/yamaan_faraz_306/i-built-an-python-desktop-app-to-search-local-files-using-semantic-meaning-not-just-filenames-2icm <p>Hey everyone! Tired of manually opening dozens of files just to find that one specific document or snippet? </p> <p>I built <strong>YF Meaning Finder</strong>—a lightweight Python desktop app that lets you search through your files using plain English queries based on what the file's content is actually <em>about</em>, powered by the Gemini API.</p> <p>⚠️ <strong>Important Note:</strong> Do <strong>NOT</strong> use v1! Version 1 had massive performance bottlenecks, bloated file sizes, and lacked core features. Please use <strong>v2</strong> only.</p> <h3> 🚀 What's New in v2? </h3> <ul> <li> <strong>Gemini API Key Input Box:</strong> Added a seamless settings/input box right in the app UI so you can plug in your own API key instantly.</li> <li> <strong>Drastically Reduced File Size:</strong> Optimized dependencies and assets, shrinking the overall app size from <strong>250MB+ down to ~150MB</strong>.</li> <li> <strong>Blazing Fast Indexing:</strong> Rewritten indexing pipeline that processes and embeds documents significantly faster than v1.</li> <li> <strong>Advanced Semantic Matching:</strong> Upgraded prompt handling and context parsing for much higher precision search results.</li> <li> <strong>Cleaner UI &amp; Better Error Handling:</strong> Fixed stability issues, added clearer status updates, and completely overhauled the user interface.</li> </ul> <p>Check out the code and grab v2 on GitHub:<br> 👉 <strong><a href="https://github.com/Faraz306/YF-Meaning-Finder/releases/tag/YF_Meaning_Finder_V2" rel="noopener noreferrer">GitHub Repository</a></strong></p> <p>Let me know what you think or how you'd improve it!</p> ai programming machinelearning