Career Compass is an open-source AI-driven career guidance framework that orchestrates several specialized agents to support every stage of the job-seeking process. The Resume Agent scans and scores CVs, offering improvement suggestions; the Job Agent discovers and ranks relevant job postings; the Skill Agent maps current competencies to in-demand skills; the Interview Agent simulates mock interviews with dynamic Q&A; and the Advisor Agent synthesizes actionable career roadmaps. Built on Python and popular LLM APIs, it integrates seamlessly with LinkedIn and job boards to deliver real-time recommendations. Users gain a holistic toolkit to optimize resumes, expand skill sets, and confidently prepare for interviews.