resume-transcriptor

Rewrite raw resume content into ATS-friendly structured Markdown.

4|Updated Mar 3, 2026

Search Tags:#markdown #rag #resume #ats #stage-2 #evidence-mapping #jd-matching

Ready to run

npx skills add https://github.com/xyh169/AI-Resume-Generator-Skill-AI-skill --skill resume-transcriptor

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: resume-transcriptor
Source: https://github.com/xyh169/AI-Resume-Generator-Skill-AI-skill/tree/main/resume-pipeline/2-transcriptor
Command: npx skills add https://github.com/xyh169/AI-Resume-Generator-Skill-AI-skill --skill resume-transcriptor

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill orchestrates Stage 2 text rewriting to transform raw resume materials into a clean, ATS-friendly, structured Markdown resume suitable for downstream formatting.

Core Features & Use Cases

Rewrites raw input into ATS-compatible sections with clear narrative bullets and supported evidence mapping.
Supports optional candidate knowledge base and local RAG context to enhance JD alignment, traceability, and gap identification.
Enforces constraints to prevent HTML/CSS/PDF generation and Stage 3 layout decisions; outputs a finalized refined_resume.md ready for Stage 3.

Quick Start

Rewrite the provided raw_content.md into a refined, ATS-friendly Markdown resume.

Frequently Asked Questions about resume-transcriptor

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I rewrite my messy resume into an ATS-friendly Markdown format?▼

To rewrite a messy resume into an ATS-friendly Markdown format, the Skill transforms raw resume content into structured Markdown with clear narrative bullets and supported evidence mapping. It outputs a finalized refined_resume.md ready for downstream processing.

How does RAG context support JD matching and gap identification in a resume?▼

RAG context supports JD matching by integrating an optional candidate knowledge base to enhance traceability and gap identification. This mechanism evaluates rewritten resume content against job descriptions to map evidence and highlight missing qualifications.

Can I generate a PDF or HTML resume directly from raw content?▼

You cannot generate a PDF or HTML resume directly, as the Skill prohibits HTML, CSS, and PDF generation. It strictly outputs a refined_resume.md file, enforcing constraints to prevent any Stage 3 layout decisions or final document formatting.

What is the best way to align my resume bullets with a specific job description?▼

The best way to align resume bullets with a specific job description is through Stage 2 evaluation. This process applies evidence mapping and optional local RAG context to trace qualifications, identify gaps, and restructure narrative bullets for precise JD alignment.

Does this resume rewriting process handle Stage 3 layout and design decisions?▼

The resume rewriting process does not handle Stage 3 layout and design decisions. It strictly focuses on Stage 2 text rewriting to produce an ATS-friendly structured Markdown resume, explicitly prohibiting any downstream formatting or visual layout choices.