Resume Tailor · Custom Resume Generator Skill

Job hunting at top-tier companies requires more than just a list of skills. This skill transforms generic resumes into high-impact, targeted documents by bridging the gap between your professional history and specific job requirements. It eliminates the guesswork of what to include or omit, ensuring every bullet point serves as evidence for the role you want.

What it does

• JD Decomposition extracts mandatory versus preferred skills and identifies core responsibility keywords to guide the rewrite.
• Experience Scoring assigns relevance ratings (High/Medium/Low) to your history, determining which projects get deep STAR/CAR treatment.
• Tone Alignment adjusts phrasing based on company culture, shifting between result-oriented startup styles and formal corporate standards.
• Quality Reporting (Premium) provides a diagnostic audit of the resume, marking it as Deliverable, Professional Grade, or Incomplete.
• Interview Preparation (Premium) generates stress-test questions and evidence-based answers for every claim made in the resume.

How it works

1. Initialize by providing your professional profile, the target job description, and the company name.
2. Analysis phase breaks down the JD and scores your experiences, followed by a strategy outline for your approval.
3. Drafting process uses STAR/CAR frameworks to rewrite bullets, incorporating verified metrics and specific achievement labels.
4. Final delivery produces a Markdown, DOCX, or PDF resume alongside a detailed quality report and interview prep guide.

Frameworks & tools

Built with Python 3.9+, the system utilizes python-docx for document rendering, pdfplumber for parsing, and a structured state.json ledger to ensure fact-checkability. It follows STAR/CAR methodologies for content engineering.

Why this beats prompting it yourself

Generic prompts often lead to "hallucinated" achievements or vague marketing speak that fails HR screening. This skill enforces a strict fact ledger and evidence-based drafting process, ensuring every claim is backed by your actual history while maintaining specific page-length constraints.

Use cases

• Tailoring a generic CV for a specific Senior Engineer role at a Big Tech firm.
• Converting an academic background into a business-ready Product Manager resume.
• Creating a multi-file delivery package (PDF/DOCX/Report) for professional career services.
• Identifying and filling gaps in project evidence before an application is submitted.

Known limitations

Does not support image-based PDFs without OCR. Requires manual verification of all quantified metrics. Cannot bypass page-count constraints if the provided profile is excessively sparse.