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Library of College

An evidence bank for college essays: save your stories all year, then let AI find which ones answer each prompt.

When
Oct 2026 – now
Role
Builder
Outcome
Live in private beta
Built with
HTML and JavaScript, AWS Lambda, DynamoDB, Clerk, OpenAI
Paste a prompt, get your best-fit stories ranked with reasons

Why I started

Supplemental essays reward specific, lived details, and those details never show up on demand when you sit down to write. I hit this in the middle of my own application season.

What I did

I split the problem in two. Capture is a quick dump into seven categories that match how applications are structured, and AI writes the titles and sorts each entry.

Retrieval works by pasting in a real prompt: the model returns your best-fitting stories, labeled strong or possible, each with a concrete reason.

The whole app is one HTML file and one AWS Lambda. Sync is careful: stale writes are rejected and merged by entry, with daily snapshots, so nothing gets lost across devices.

Progress so far

It's live at liboc.vercel.app with a waitlist, and the code is public so others can self-host it.

What's next

Open it to more students this application season.

Photos & artifacts

1
liboc.vercel.app — private beta