generate_cv¶

Generate a tailored CV for a specific job.

Overview¶

Property	Value
Cost	$0.20 (20 cents)
Scope	`cv_generation`

Arguments¶

Argument	Type	Required	Default	Description
`job_id`	integer	Yes	-	ID of an analyzed job
`format`	string	No	`pdf`	Output format: `pdf`, `docx`, or `markdown`

Analyze first

You must analyze a job with analyze_job before generating a CV for it. Use the job_id from the analysis response.

Response¶

{
  "cv_url": "https://jobko.ai/api/cvs/abc123.pdf",
  "filename": "john_doe_senior_developer_techcorp.pdf",
  "format": "pdf",
  "expires_at": "2024-03-15T12:00:00Z",
  "highlights": [
    "Emphasized Python microservices experience",
    "Featured PostgreSQL optimization project",
    "Aligned skills section with job requirements"
  ]
}

Fields¶

Field	Type	Description
`cv_url`	string	Download URL (expires after 24h)
`filename`	string	Suggested filename
`format`	string	File format
`expires_at`	string	When the download URL expires
`highlights`	array	What was customized for this job

Example¶

curlPythonOpenClaw

curl -X POST https://jobko.ai/api/mcp/tools/call \
  -H "Authorization: Bearer jk_YOUR_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "name": "generate_cv",
    "arguments": {
      "job_id": 12345,
      "format": "pdf"
    }
  }'

import requests

# First, analyze the job
analysis = requests.post(
    "https://jobko.ai/api/mcp/tools/call",
    headers={"Authorization": "Bearer jk_YOUR_KEY"},
    json={
        "name": "analyze_job",
        "arguments": {"job_url": "https://linkedin.com/jobs/view/123456"}
    }
).json()

# Then generate CV
cv = requests.post(
    "https://jobko.ai/api/mcp/tools/call",
    headers={"Authorization": "Bearer jk_YOUR_KEY"},
    json={
        "name": "generate_cv",
        "arguments": {
            "job_id": analysis["job_id"],
            "format": "pdf"
        }
    }
).json()

print(f"Download: {cv['cv_url']}")

# First analyze
mcporter call jobko.analyze_job --job_url "https://linkedin.com/jobs/view/123456"
# Note the job_id from the response

# Then generate
mcporter call jobko.generate_cv --job_id 12345 --format pdf

Output Formats¶

Format	Best For
`pdf`	Most applications (ATS-friendly)
`docx`	Editing before submission
`markdown`	Developers, plain text systems

What Gets Customized¶

The CV is tailored to match the job by:

Skills ordering - Matching skills appear first
Experience emphasis - Relevant projects highlighted
Keywords - Job-specific terminology added
Summary - Aligned with role requirements

Use Cases¶

One-click CV for quick applications
Batch CV generation for multiple jobs
A/B testing different CV styles