Job search tools were lame. So I built a better one.

PrepFor.Me · Job Copilot

Prep-first, not spray-and-pray. No auto-submit. No fabricated company facts.

Most job tools optimize for volume — blast applications, hope something sticks. PrepFor.Me optimizes for intent: one posting at a time, materials tailored truthfully but optimally, and prep that gets sharper with every recap.

What ships today

Upload a PDF → Get a tailored resume and Cover Letter that you can edit if needed. Doesn't messup your format btw. Structured parse, and bullet rewrites with content-fidelity guardrails. Paste a JD → an Edge Function reweights bullets against the posting, surfaces keyword gaps, and renders Classic/Compact PDFs via Chromium on Vercel. A Chrome MV3 extension scrapes job boards, tailors in-panel, and autofills Greenhouse — including cross-origin embeds.

The architecture bet

LLM keys never touch the client. Components never call Supabase directly — everything routes through src/data/ behind TanStack Query. Company preps are embedded. So it runs RAG over your own notes and URLs with pgvector retrieval and clickable provenance. Navigation lives in the URL; ephemeral UI in context.

Try it

Live at prep-for-me.vercel.app. Pre-v1. Have some future plans for further feature additions and scale up. Solo-built end-to-end: schema, RLS, Edge Functions, RAG pipeline, PDF render, and browser extension autofill across cross-origin ATS embeds.