Automation
GitHub RepositoryCVGenerator
A CLI that turns a job description and verified profile facts into a tailored application package.
Context: CLI productivity tool
Period: 2026-04 to Present
Summary
CVGenerator separates role matching from document rendering. It ranks evidence from a verified Markdown profile, renders tailored LaTeX sources, and writes notes, questions, ATS review, and generation summaries so the result can be inspected before it is used.
From a job description to a tailored application package
Verified profile
Markdown supplies permitted career facts
Job offer
The CLI parses requirements and role signals
Matching
Relevant projects, skills, and experience are ranked
Generation
Templates produce tailored LaTeX documents
Package
Documents and application notes are organized together
What the system handled
Reads a Markdown-based profile knowledge base and parses raw job offers.
Generates application folders, tailored CV and cover-letter .tex files, notes, questions, and summaries.
Supports English and Romanian job offers.
Scores role/domain fit and ranks relevant projects and skills while keeping generated claims constrained to profile facts.
Technology
Stack
Areas
Verified implementation
Generation remains tied to verified source facts
The CLI separates evidence selection from document rendering, leaving reviewable artifacts before a final application is produced.
Installable workflow
A packaged command processes one offer or a batch of unapplied offers.
Profile knowledge base
Structured Markdown grounds every generated statement in candidate facts.
Document output
CV and cover-letter sources remain available even when PDF compilation is unavailable.
Inspection artifacts
Tailoring notes, questions, ATS review, and generation summaries expose decisions.
Conclusions
- A structured profile is more dependable than generating application documents directly from an unverified prompt because every claim has a traceable source.
- Separating role matching from document rendering makes the workflow easier to inspect: relevance decisions can be reviewed before LaTeX produces the final files.
- The tool prepares a strong draft package, followed by a human review for tone, emphasis, and role-specific context.
Want to inspect the implementation?
The repository contains the source, setup notes, and development history.