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Sakshee5

JobApply MCP Server

by Sakshee5
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Hybrid

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

Related MCP server: LinkedIn MCP Server

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

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

No tool schema history has been recorded yet.

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Looking for Admin?

If you are the server author, to access and configure the admin panel.

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  • LinkedIn MCP Server

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