Why use rule-based parsing instead of machine learning?

Rule-based logic provides better explainability, fewer dependencies, and easier debugging for ATS systems where transparency in matching is critical.

How do I add a new field to the parser?

You can use this skill to guide the update of the core parsing logic in jd_parser.py and automatically adapt the corresponding unit tests.

Does it support multiple languages?

Yes, it currently provides optimized parsing logic and headers for both German and English job descriptions.

What is the jd-parsing skill used for?

It is designed to extract structured fields and requirements from job descriptions for use in recruitment software and candidate matching.

Job Description Parser

Name: Job Description Parser
Author: gw-ai-security

bygw-ai-security

0•

Web Scraping & Data Collection

Extracts structured requirements and metadata from job descriptions to facilitate automated candidate matching and recruitment analysis.

The jd-parsing skill enables Claude to efficiently process and structure job descriptions (JDs) in both German and English. By leveraging a rule-based parsing engine, it identifies key fields, headers, and requirements while maintaining high explainability and testability without the overhead of heavy machine learning models. This skill is ideal for developers working on Applicant Tracking Systems (ATS) or CV scoring tools who need to convert unstructured text into clean data for downstream matching algorithms and HR workflows.

Key Features

01Multilingual support for German and English job headers

02Structured data output for integration with matching engines

03Automated test generation and updates for new JD fields

040 GitHub stars

05Rule-based extraction for high explainability and reliability

06Graceful handling and error reporting for missing input fields

Use Cases

01Standardizing diverse job postings into a structured database format

02Building or enhancing an automated CV scoring and candidate matching system

03Expanding recruitment software to support new languages or custom data fields

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add gw-ai-security/ats-cv-scorer jd-parsing

For use in Claude.ai and ChatGPT

Download Skill