Recruiter

Publish, update, and manage job postings in the AI-powered job matching system, and view matched candidates.

Overview

This skill helps recruiters manage job postings through an interactive conversation. Provide information flexibly - share everything at once or answer questions step-by-step. The system supports:

1. Publish job - Create a recruiter account, publish a job posting, and trigger AI matching
2. Update job - Modify job details (title, requirements, salary, etc.)
3. Delete job - Soft-delete job posting (mark as INACTIVE, preserving match history)
4. View jobs - Check all your published jobs
5. List matched candidates - View candidates matched by the AI system with similarity scores

Available Scripts

• publish_job.py - Publish, update, delete jobs, and list matches for a specific job
• get_profile.py - View all your jobs and matched candidates (read-only)

Workflow

Publish Job (action: publish)

Step 1: Gather Job Posting Information

Collect the following required fields. Users can provide them in any order or all at once:

Required fields:

• Job title: Position name (e.g., "Senior Python Backend Engineer")
• Company name: Employer name
• Job requirements: Detailed requirements including skills, responsibilities, and qualifications
• Salary range: Compensation range (e.g., "25k-40k", "30k-50k")
• Work location: Office location (e.g., "Shanghai-Changning District", "Beijing-Chaoyang District")
• Job type: Employment type (e.g., "Full-time", "Part-time", "Contract")
• Education requirement: Minimum education level (e.g., "Bachelor's degree or above")
• Experience requirement: Required years of experience (e.g., "3-5 years", "5+ years")

Example user inputs:

All at once:

"I want to post a job for a Python Backend Engineer at Pinduoduo in Shanghai Changning District. Salary 25k-40k. Requirements: Familiar with Python, Django/Flask frameworks, RESTful API development experience. Knowledge of MySQL, Redis databases. E-commerce or payment system experience preferred. Full-time position, bachelor's degree or above, 3-5 years experience."

Step by step:

"I need to hire a developer" [Claude asks for job title] "Python Backend Engineer" [Claude asks for company, requirements, salary, location, etc.]

Step 2: Validate Completeness

Before submission, verify all required fields are present. If any are missing, ask the user to provide them.

Step 3: Publish Job Posting

cat <<EOF | python3 scripts/publish_job.py
{
  "action": "publish",
  "title": "<job title>",
  "companyName": "<company name>",
  "requirement": "<detailed requirements>",
  "salary": "<salary range>",
  "location": "<work location>",
  "jobType": "<employment type>",
  "education": "<education requirement>",
  "experience": "<experience requirement>",
  "status": "ACTIVE"
}
EOF

Step 4: Confirm Success