A complete guide to building an automated job pipeline — from discovery to submitted application — using Claude, Apify, Apollo, and Node.js. Built and battle-tested during a real job search.
Most job boards are passive. You check them, you scroll, you maybe bookmark something. This system is an active pipeline.
Here's what it does end-to-end:
The whole thing lives in Claude Cowork with a connected project folder on your computer. You are the decision-maker. The agents do the prep work.
| Tool | What For | Cost |
|---|---|---|
| Claude Cowork (desktop) | Everything — the brain of the system | Claude subscription |
| Apify | Job scraping across platforms | ~$5/month for light use |
| Apollo.io | Contact research (find hiring managers, emails) | Free tier works to start |
| Node.js | CV generation as DOCX | Free |
| A project folder on your computer | Persistent file storage across sessions | Free |
~/Documents/Job Finder) — this is where all files will be saved and persist between sessions