Resume Screener — Ai Endpoint Template for Extractor
AI EndpointScreen resumes against job descriptions. Get a match score, skill gaps, and hire/pass recommendation.
Template Resume Screener bundles a ready-to-deploy workspace for extractor workflows. Install in one click from the Aerostack dashboard or via aerostack init --template=resume-screener.
What It Does
Send a resume and a job description — get back a match score (0-100), lists of matched and missing skills, years of experience, education fit, a summary assessment, and a recommendation (advance, maybe, reject).
Example
Input: Resume of a Python developer with 5 years experience + job description for a Senior Backend Engineer requiring Python, PostgreSQL, and AWS.
Output:
{
"match_score": 74,
"matched_skills": ["Python", "PostgreSQL", "REST APIs", "Docker"],
"missing_skills": ["AWS", "Terraform", "System Design at scale"],
"years_experience": 5,
"recommendation": "maybe",
"summary": "Strong Python and database skills. Missing AWS cloud experience and large-scale system design. Could be a fit with a ramp-up plan for cloud infrastructure."
}
When To Use This
- High-volume recruiting — screen hundreds of applicants and surface the top matches for human review
- Consistent evaluation — every candidate scored against the same criteria, reducing unconscious bias in initial screening
- Recruiter efficiency — focus human review on the "maybe" band where judgment matters most
Metadata
What's Included
Deploy this ai endpoint in minutes
Screen resumes against job descriptions. Get a match score, skill gaps, and hire/pass recommendation.
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Frequently asked questions
What does the Resume Screener template include?+
The Resume Screener template is a pre-configured Aerostack workspace for extractor. It bundles the required MCP servers, skills, and workflows. Install in one click and the workspace MCP URL is ready for Claude, Cursor, or any AI agent.
How do I install the Resume Screener template?+
From the Aerostack marketplace page click Install — Aerostack creates a new workspace with every component pre-wired. You can also install via CLI: aerostack install template aerostack/resume-screener
Can I customize Resume Screener after installing?+
Yes. Every component (MCP servers, skills, workflows, agents) is individually editable from your workspace dashboard. Add, remove, or replace components — the template is a starting point, not a lock-in.
Is the Resume Screener template free to use?+
Templates are free to install. Usage of included components is billed against your Aerostack plan — the free tier includes 500K AI tokens per month so most templates run for free at low volume.