Jobapply Mcp Server
What is Jobapply Mcp Server
JobApply-MCP-Server is a Model Context Protocol (MCP) server designed to assist users with job applications by analyzing job postings and optimizing resumes and cover letters.
Use cases
Use cases include extracting job descriptions for analysis, reading resumes to provide feedback, and generating cover letters tailored to specific job postings.
How to use
To use JobApply-MCP-Server, clone the repository, install the required packages in a virtual environment, set up the package manager, and run the server with a sample query that includes a job description URL and a resume file path.
Key features
Key features include a Job Posting Scraper that extracts job descriptions from URLs, and a Document Reader that can read PDFs, Word documents, text files, and Markdown.
Where to use
JobApply-MCP-Server can be used in recruitment, career coaching, and job application assistance, making it suitable for job seekers and professionals in human resources.
Clients Supporting MCP
The following are the main client software that supports the Model Context Protocol. Click the link to visit the official website for more information.
Overview
What is Jobapply Mcp Server
JobApply-MCP-Server is a Model Context Protocol (MCP) server designed to assist users with job applications by analyzing job postings and optimizing resumes and cover letters.
Use cases
Use cases include extracting job descriptions for analysis, reading resumes to provide feedback, and generating cover letters tailored to specific job postings.
How to use
To use JobApply-MCP-Server, clone the repository, install the required packages in a virtual environment, set up the package manager, and run the server with a sample query that includes a job description URL and a resume file path.
Key features
Key features include a Job Posting Scraper that extracts job descriptions from URLs, and a Document Reader that can read PDFs, Word documents, text files, and Markdown.
Where to use
JobApply-MCP-Server can be used in recruitment, career coaching, and job application assistance, making it suitable for job seekers and professionals in human resources.
Clients Supporting MCP
The following are the main client software that supports the Model Context Protocol. Click the link to visit the official website for more information.
Content
WEEK 1: Getting started with a super basic MCP server
JobApply MCP Server
A Model Context Protocol (MCP) server designed to help with job applications by analyzing job postings and optimizing resumes and cover letters.
Features
- Job Posting Scraper: Extract job descriptions from URLs
- Document Reader: Read PDFs, Word docs, text files, and Markdown
Available Tools
scrape_job_posting(url)- Extract job description from a URLread_resume_pdf(file_path)- Read PDF resume contentread_document(file_path)- Read text/Word/Markdown documents
Usage
- Clone Repository
- Install requirements in virtual environment with
pip install > requirements.txt - Install package manager
uv. Runuv initanduv add mcp[cli] - Install Claude Desktop.
- Run
mcp install main.pyto add server to claude config. - Sample query to run on Claude Desktop
Job Description: https://ats.rippling.com/chartmetric/jobs/1656afd4-46d4-4478-a881-1cdfbac03819 Resume: "C:\Users\saksh\Downloads\Sakshee_Patil_Resume.pdf" Please help me write a cover letter.
Future Enhancements
- ATS optimization suggestions + enhance ATS scorer
- Better company research integration
- Resume template generation
Dev Tools Supporting MCP
The following are the main code editors that support the Model Context Protocol. Click the link to visit the official website for more information.
