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job-eval.com
What it is
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.
Spec sheet
- Purpose
- Job-Eval evaluates how well a resume matches a job description.Read 7 Oct 2026 · job-eval.com
- Intended users
- The maker describes the website as intended for recruiters and non-technical users, and self-hosted use for engineers and job hunters.Read 7 Oct 2026 · job-eval.com
- Privacy
- The maker says self-hosted runs keep data on the user’s machine.Read 7 Oct 2026 · job-eval.com
- Batch use
- The self-hosted version can batch-score a CSV of jobs and write a scored CSV plus an explanation file.Read 7 Oct 2026 · job-eval.com
- Benchmark
- The maker reports benchmarking the model against a frontier model on 100 resume–job pairs.Read 7 Oct 2026 · job-eval.com
- Evidence
- The evaluator surfaces paragraph-level evidence derived from the scorer’s attention maps.Read 7 Oct 2026 · job-eval.com
- Founder
- Job-Eval was built by Kasra Ahmadi, whom the maker identifies as an ML research engineer and founder.Read 7 Oct 2026 · job-eval.com
- Inputs
- The website accepts PDF or text resumes and job descriptions or links.Read 7 Oct 2026 · job-eval.com
- Licensing
- The maker describes the code as MIT-licensed and the model weights as open.Read 7 Oct 2026 · job-eval.com
- Scoring
- Its ModernBERT scorer gives separate 1-to-5 scores for requirement coverage, seniority fit, domain alignment, and ATS-style keyword overlap.Read 7 Oct 2026 · job-eval.com
- Setup
- The website requires no installation, and users can create an account to save and compare evaluations over time.Read 7 Oct 2026 · job-eval.com
Plans and prices
Free and open source Free Free forever 156M-parameter model · Runs on CPU or GPU · Website evaluation and self-hosted batch scoring Read 7 Oct 2026 · job-eval.com
Strong points and limits
Strong points
- Separate scores for four matching dimensions
- Paragraph-level evidence is surfaced
- No installation for website use
- Self-hosted data stays on the machine
- Free forever plan
Limits
- No API access
- Self-hosted use requires setup
- Model has 156 million parameters
Who it suits
The website suits recruiters and other non-technical users comparing resumes with job descriptions. Engineers and job hunters can use the self-hosted batch scorer.
Verdict
Job-Eval provides scored resume matching with evidence and a free-forever plan. Its website and self-hosted modes serve different audiences, but there is no API.
Where Specifiction places it
- Candidate Screening Software#19 of 367.5
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