JobApply MCP Server

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 URL
read_resume_pdf(file_path) - Read PDF resume content
read_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. Run uv init and uv add mcp[cli]
Install Claude Desktop.
Run mcp install main.py to 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

This server cannot be installed

security - not tested

license - not found

quality - not tested

How are these scores calculated?

hybrid server

The server is able to function both locally and remotely, depending on the configuration or use case.

A Model Context Protocol server that helps with job applications by analyzing job postings and optimizing resumes and cover letters through document analysis tools.

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