Skip to main content
Glama
Sign In
JobApply MCP Server

JobApply MCP Server

by Sakshee5
OverviewSchemaSourceRelated ServersDiscussionsAdmin
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

This server cannot be deployed

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Resources

Related MCP Connectors

Related MCP Servers

  • Google Jobs MCP Server

    ChanMeng666
    A
    license
    B
    quality
    C
    maintenance
    A Model Context Protocol server that provides Google Jobs search capabilities through SerpAPI integration, featuring multi-language support, flexible search parameters, and rich job details.
    1
    211 npm
    25
    MIT

  • LinkedIn MCP Server

    Hritik003
    F
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that enables seamless interaction with LinkedIn for job applications, profile retrieval, feed browsing, and resume analysis through natural language commands.
    36
    -

Appeared in Searches