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career-ops: Automated Analysis of 740 Job Postings and Resume Customization via AI Coding CLI

career-ops-hq/career-ops

·2026.09.10 11:36

An open-source job application support system running within an AI Coding CLI. When a job posting URL is entered, the AI evaluates job fit, generates ATS-optimized resume PDFs, and automates the pipeline for tracking application status.

Rather than simple keyword matching, it compares CVs and JDs to calculate a comprehensive score from 1 to 5. It provides filtering functionality that does not recommend postings with scores below 4, and automatically scans major job portals such as Greenhouse and Ashby to process more than 10 postings in parallel.

It supports the entire job preparation process, including building a STAR method story bank for interview answers, generating salary negotiation scripts, and analyzing contract clauses. The system adopts a Human-in-the-Loop structure where the AI provides evaluations and suggestions, but the user makes the final decision on whether to apply.

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GitHub repository

career-ops-hq/career-ops

Open-source AI job search: scan job portals, evaluate listings into a structured A-H report with a global 1-5 score, tailor your CV, track applications — runs locally in your AI coding CLI (Claude Code, Codex, OpenCode, Antigravity…)

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