{
 "schema_version": 1,
 "generated": "2026-10-24",
 "id": "crane-in-clear-sky-workwit-ai-agent--screen-resumes-against-job-profile",
 "repo": "crane-in-clear-sky/WorkWit-AI-Agent",
 "repo_url": "https://github.com/crane-in-clear-sky/WorkWit-AI-Agent",
 "repo_slug": "crane-in-clear-sky-workwit-ai-agent",
 "title": "Score resumes against a job profile in minutes",
 "page_title": "How to score resumes against a job profile in minutes with Work Wit AI Agent",
 "summary": "Upload a resume and a job profile to get key candidate fields, a match score, and a recommendation.",
 "who": "An HR recruiter with a batch of applicants for one open role who needs a first-pass ranking.",
 "problem": "Reading every resume against a job description by hand takes time, and the comparison is inconsistent across reviewers.",
 "outcome": "For each resume, a list of key fields, a job-profile match score, and a recommendation to guide the next review step.",
 "steps": [
  "Deploy WorkWit and sign in to the web app on port 4001",
  "Open the Resume Screening feature",
  "Upload one candidate resume and the job profile for the open role",
  "Read the extracted key fields, the match score, and the recommendation",
  "Repeat for each candidate and review the top scores yourself before any decision"
 ],
 "agent_prompt": "Using the WorkWit-AI-Agent repo deployed at <app-url>, run Resume Screening on <resume-file> against the job profile <job-profile-file>. Expected output: key candidate fields, a match score, and a recommendation. Verify that the score is explained by fields that appear in the resume text.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "2 hours",
 "basis": "readme",
 "caveat": "The README describes the match score and recommendation as model output and does not describe any validation, so a human should check them before acting on a candidate.",
 "category": "Work and operations",
 "tags": [
  "Work and operations"
 ],
 "lang": "python",
 "requirements": [
  "A Linux server (Ubuntu 22.04 recommended) with Docker and the docker compose plugin",
  "Four OpenAI-compatible model endpoints with addresses and keys for chat, vision, embed, and rerank roles",
  "Git access to the repo"
 ],
 "risk": "sensitive",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/crane-in-clear-sky-workwit-ai-agent/screen-resumes-against-job-profile/",
 "md": "https://dedupedai.com/use-cases/crane-in-clear-sky-workwit-ai-agent/screen-resumes-against-job-profile/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/crane-in-clear-sky-workwit-ai-agent--screen-resumes-against-job-profile.json",
 "api_version": "v1"
}
