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Resume Optimizer

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Capabilities

1. Create Resumes - Build new resumes from user information with professional formatting
2. Customize Resumes - Tailor existing resumes for specific roles or per user requests
3. Analyze Resumes - Review resumes and provide actionable improvement recommendations
4. Export to PDF - Generate downloadable, ATS-friendly PDF documents

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Workflow Decision Tree

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Creating a New Resume

1. Gather user information (experience, education, skills, target role)
2. Select appropriate format (see format selection guide below)
3. Read references/templates.md for the chosen template
4. Build resume content following references/best-practices.md
5. Generate PDF using scripts/generate_resume_pdf.py

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Customizing an Existing Resume

1. Review the provided resume content
2. Understand the target role/changes requested
3. Read references/ats-optimization.md for keyword integration
4. Apply modifications following best practices
5. Generate updated PDF

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Analyzing a Resume

1. Parse the resume content
2. Check against criteria in references/analysis-checklist.md
3. Identify strengths and improvement areas
4. Provide specific, actionable recommendations
5. Optionally offer to implement changes

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Format Selection Guide

• Use for: Consistent work history in same field, clear career progression
• Best for: Most professionals staying in their field
• Read: references/templates.md → Chronological Template section

• Use for: Career changers, employment gaps, emphasizing transferable skills
• Best for: Returning to workforce, diverse experience across fields
• Read: references/templates.md → Functional Template section

• Use for: Mid-career professionals balancing skills and progression
• Best for: Diverse skill sets, career changers with relevant experience
• Read: references/templates.md → Combination Template section

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PDF Generation

python3 scripts/generate_resume_pdf.py \
  --input resume_content.json \
  --output resume.pdf \
  --format chronological

• Professional typography (Helvetica)
• Proper margins and spacing (0.75” all sides)
• Clean section headers
• Bullet point formatting
• Consistent visual hierarchy

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Essential References

1. references/best-practices.md - Core resume writing principles
2. references/ats-optimization.md - ATS compatibility requirements
3. references/templates.md - Format-specific templates

1. references/analysis-checklist.md - Evaluation criteria and scoring

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Quick Start Examples

User: "Help me build a resume. I have 5 years in marketing."

Steps:
1. Gather: Current role, key achievements, education, certifications
2. Format: Chronological (clear progression in same field)
3. Build: Use template from references/templates.md
4. Keywords: Integrate from job description per ats-optimization.md
5. Export: Generate PDF to /mnt/user-data/outputs/

User: "Tailor my resume for this job [job description]"

Steps:
1. Parse job description for required skills/keywords
2. Identify gaps between resume and requirements
3. Reorder bullets to lead with relevant achievements
4. Integrate keywords naturally throughout
5. Update summary to mirror key requirements
6. Generate updated PDF

User: "Review my resume and tell me how to improve it"

Steps:
1. Read references/analysis-checklist.md
2. Evaluate each section against criteria
3. Score: Content, Format, ATS-compatibility
4. Identify top 3-5 priority improvements
5. Provide specific rewrite examples
6. Offer to implement changes

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Output Requirements

• Be saved to /mnt/user-data/outputs/ for user download
• Use descriptive filenames: FirstName_LastName_Resume.pdf
• Include a download link using computer:// protocol
• Follow ATS-friendly formatting (no tables, text boxes, or graphics)

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Code Style

• Use reportlab for PDF generation
• Keep code concise and functional
• Handle errors gracefully
• Test output before delivering to user