A
licenseB
qualityD
maintenanceA 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
6 npm
22
MIT
JobApply MCP Server
by Sakshee5
Ability to read and process Markdown documents as part of the document reading capabilities for resume and cover letter optimization.
Click on "Deploy Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@JobApply MCP Serverscrape this job posting and analyze my resume for fit: https://example.com/job/123"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
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
scrape_job_posting(url)- Extract job description from a URLread_resume_pdf(file_path)- Read PDF resume contentread_document(file_path)- Read text/Word/Markdown documents
Related MCP server: LinkedIn MCP Server
Usage
Clone Repository
Install requirements in virtual environment with
pip install > requirements.txtInstall package manager
uv. Runuv initanduv add mcp[cli]Install Claude Desktop.
Run
mcp install main.pyto add server to claude config.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
Maintenance
ActivityInactive
ResponsivenessNo issues
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Tailored, graded job applications: a CV, cover letter and form answers built per vacancy.
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