Job-Eval vs Rezmatch.ai

Job-Eval evaluates how closely a resume matches a job description. Its ModernBERT scorer returns separate 1-to-5 scores for requirement coverage, seniority fit, domain alignment and ATS-style keyword overlap. It also surfaces paragraph-level evidence derived from the scorer’s attention maps. The website accepts PDF or text resumes and job descriptions or links, with no installation required. Accounts can save and compare evaluations over time. A self-hosted version batch-scores a CSV of jobs and writes a scored CSV plus an explanation file. The maker says self-hosted runs keep data on the user’s machine. The code is MIT-licensed and the model weights are open. The free plan costs nothing, billed free forever, and includes a 156M-parameter model, CPU or GPU runs, website evaluation and self-hosted batch scoring. The website is positioned for recruiters and non-technical users; self-hosting is for engineers and job hunters. API access is not available.

Rezmatch.ai is an API that parses résumés and job descriptions into structured data and returns explainable candidate-role fit scores. Its endpoints accept text, URLs, or files; the site says PDFs parse natively and job-board URLs can be fetched directly. Parsing normalizes fields such as phone numbers, titles, employers, tenures, and skills. Matching identifies requirements that are met or missed and cites résumé evidence; a missing hard requirement caps the score. Rezmatch says automated parity tests check that name, age, and ethnicity signals do not affect scores. It returns scores and explanations, not hiring decisions, which remain the customer’s responsibility along with applicable legal compliance. Document content is held only during processing and, according to the privacy policy, is not written to the database or application logs. Developer tools include an OpenAPI specification, an interactive playground, and curl, Node.js, and Python examples. A hosted MCP server connects to Claude and other MCP-capable clients. The free plan includes 100 starter credits; paid plans start at $19.99 per month.