JobApply MCP Server

JobApply MCP Server

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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README

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

  1. scrape_job_posting(url) - Extract job description from a URL
  2. read_resume_pdf(file_path) - Read PDF resume content
  3. read_document(file_path) - Read text/Word/Markdown documents

Usage

  1. Clone Repository
  2. Install requirements in virtual environment with pip install > requirements.txt
  3. Install package manager uv. Run uv init and uv add mcp[cli]
  4. Install Claude Desktop.
  5. Run mcp install main.py to add server to claude config.
  6. 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

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