AI-Powered Candidate Screening

Medium~10h estimatedAll IndustriesTechnologyHR
Greenhouse MCP ServerGoogle Calendar MCP ServerSlack MCP Server
The Challenge

Business Problem

Recruiters spend 70% of their time screening unqualified candidates. Resume review is subjective and inconsistent, leading to missed talent and biased hiring decisions.

The Approach

Solution Overview

Connect Greenhouse MCP Server with Google Calendar and Slack to automatically screen applications, rank candidates by fit, and schedule interviews for top matches.

Step-by-Step

Implementation Steps

1

Define Job Criteria

For each open role, define required skills, experience levels, and nice-to-have qualifications.

2

Screen Applications

Automatically parse resumes and match against job criteria to produce a fit score.

3

Rank and Shortlist

Rank candidates by fit score and automatically move top candidates to the next stage.

async function screenCandidate(application) {
  const score = calculateFitScore(application.resume, application.job.criteria);
  await greenhouse.updateCandidate({
    id: application.candidateId,
    custom_fields: { fit_score: score }
  });
  if (score > 80) {
    await greenhouse.advanceCandidate({ id: application.candidateId, stage: 'Phone Screen' });
    await slack.sendMessage({ channel: '#recruiting', text: `Strong candidate: ${application.name} (${score}% fit)` });
  }
}
4

Auto-Schedule Interviews

For shortlisted candidates, find available times and send calendar invites.

Code

Code Examples

typescript
Fit Score Calculator
function calculateFitScore(resume, criteria) {
  let score = 0;
  for (const req of criteria.required) {
    if (resume.skills.includes(req)) score += 20;
  }
  for (const nice of criteria.niceToHave) {
    if (resume.skills.includes(nice)) score += 5;
  }
  score += Math.min(resume.yearsExperience * 5, 30);
  return Math.min(score, 100);
}

Overview

ComplexityMedium
Estimated Time~10 hours
Tools Used
Greenhouse MCP ServerGoogle Calendar MCP ServerSlack MCP Server
Industry
All IndustriesTechnologyHR

ROI Metrics

Time Saved25 hours/week per recruiter
Cost Reduction50% faster time-to-hire
Efficiency Gain3x more candidates screened

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