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JobApply MCP Server

by Sakshee5
GitHub
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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

This server cannot be installed

-
security - not tested
F
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.

  1. Features
    1. Available Tools
  2. Usage
    1. Future Enhancements

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