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How to judge job postings against your resume with Pinloop CLI

Have your coding agent score matching postings against your resume and preferences.

Who it is forA job seeker who wants to find roles that fit their background without reading hundreds of postings by hand.

The problemJob boards return many postings, and most do not fit the candidate's experience or preferences.

The outcomeA shortlist of postings, each judged against the resume and preference files you gave Pinloop.

What you need first

  • Node 22 or newer
  • A coding agent such as Claude Code, Codex, or Cursor
  • A Pinloop account, created with `pinloop login` through a browser (no password)
  • Your resume and any preference files, if you want postings judged against them

Steps

  1. Run npm install -g pinloop (Node 22 or newer is required).
  2. Run pinloop login and finish sign-in in the browser.
  3. Run pinloop welcome and follow the instructions your coding agent shows.
  4. Give your coding agent your resume and any preference files so Pinloop can hold them.
  5. Ask your agent to search postings with words and filters, then judge the matches against your resume.

Prompt for your agent

Using the pinloop-cli repo, search Pinloop for postings matching <target role and location>, then judge each match against my resume and preference files. Expected output: a ranked shortlist with a short reason for each score. Verify that each shortlisted posting links back to its original listing.

Caveat. The Free plan allows 5 postings pulled per day and 150 postings judged through LLM calls per month, so large searches may need the Pro plan or your own agent.

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