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JobApply

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A Model Context Protocol (MCP) server designed to help with job applications by analyzing job postings and optimizing resumes and cover letters.

Sakshee5by Sakshee5
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About

A Model Context Protocol (MCP) server designed to help with job applications by analyzing job postings and optimizing resumes and cover letters.

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

from github.com/Sakshee5/JobApply-MCP-Server

Installing JobApply

This server has no published package — it is built from source. Open the repository and follow its README.

▸ github.com/Sakshee5/JobApply-MCP-Server

FAQ

Is JobApply MCP free?

Yes, JobApply MCP is free — one-click install via Unyly at no cost.

Does JobApply need an API key?

No, JobApply runs without API keys or environment variables.

Is JobApply hosted or self-hosted?

Self-hosted: the server runs locally on your machine via the install command above.

How do I install JobApply in Claude Desktop, Claude Code or Cursor?

Open JobApply on unyly.org, pick your client tab (Claude Desktop, Claude Code, Cursor) and press Install — the config is generated automatically, no JSON editing.

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