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Open-Source FastAPI Tool Scores Resumes Against Job Descriptions for ATS Filters

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A developer has released a backend API that evaluates how well a resume aligns with a specific job description, addressing the common practice of automated screening by applicant tracking systems. The service parses uploaded PDF resumes, matches keywords against the job posting to produce a score, and offers tailored suggestions for improvement. It supports role-based access for job seekers and recruiters, and recruiters can submit batches of resumes that are processed in the background through a Celery and Redis queue. The stack uses FastAPI, MySQL, Docker Compose, and an automated GitHub Actions pipeline that deploys to AWS EC2. The author has asked the community whether a more accurate match score or more detailed improvement suggestions would be more valuable to users.

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