# [Gemini API Hands-on] > Source: > Published: 2026-06-22 00:41:17+00:00 Every heavy chat user has a bunch of memes saved on their phone and computer, but when they actually need one—halfway through a conversation, wanting to send a "Thanks, let's keep in touch" or "I'm just bad"—they can never find it. The filename is `IMG_4821.jpg` , albums are not categorized, and searching is impossible. I first came across a great open-source project [ShiQu1218/MemeTalk](https://github.com/ShiQu1218/MemeTalk), which uses Python + Streamlit + SQLite to build a local meme semantic search system. It scans your local meme folder, creates an index using OCR and vector embeddings, and then performs multi-way retrieval. It's fully functional but research-oriented and requires running Streamlit in a browser. What I wanted was something closer to an "everyday handy tool": A native Mac App, a search box, where I type what I'm looking for, relevant memes pop up, and a single click copies it directly to the clipboard. Thus **MemeFinder** was born. This article documents its development process from scratch to "menu bar resident + global hotkey