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 URL
read_resume_pdf(file_path) - Read PDF resume content
read_document(file_path) - Read text/Word/Markdown documents

Usage

Clone Repository
Install requirements in virtual environment with pip install > requirements.txt
Install package manager uv. Run uv init and uv add mcp[cli]
Install Claude Desktop.
Run mcp install main.py to 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

Metadata

Release files for iflow-mcp_sakshee5-job-apply 0.1.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for iflow-mcp_sakshee5-job-apply 0.1.0
File	Size	Uploaded
iflow_mcp_sakshee5_job_apply-0.1.0.tar.gz	4.4 kB	Feb 11, 2026	Details

Built distribution (wheel)

Table of built distributions (wheels) for iflow-mcp_sakshee5-job-apply 0.1.0
File	Interpreter	ABI	Platform	Reset
iflow_mcp_sakshee5_job_apply-0.1.0-py3-none-any.whl 5.0 kB Feb 11, 2026	Python 3	none	any	Details

Total release size: 9.4 kB

Release files / iflow_mcp_sakshee5_job_apply-0.1.0.tar.gz

Download URL	iflow_mcp_sakshee5_job_apply-0.1.0.tar.gz
Size	4.4 kB
Tags	Source
SHA-256 checksum How to use checksums	`df81f15ef8217cec0e00ebb3fb2eac9a96d444893eb3e1837109d16fc0dfc0b9`
BLAKE2b-256 checksum How to use checksums	`339308fa20e08daed89f251cc6ed6c66ec79d42dce6f6d57a1820e2ad12460c3`
Upload date	Feb 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.10.0 {"installer":{"name":"uv","version":"0.10.0","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Debian GNU/Linux","version":"13","id":"trixie","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}`

Release files / iflow_mcp_sakshee5_job_apply-0.1.0-py3-none-any.whl

Download URL	iflow_mcp_sakshee5_job_apply-0.1.0-py3-none-any.whl
Size	5.0 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`4665d6bea2a37d8ae944017069ec8dadb24944f8abd7f63714c1a3f991ee9e3a`
BLAKE2b-256 checksum How to use checksums	`c4f5797f95365c303289df850a99f8e2662793789b419983825d1f2d51246b88`
Upload date	Feb 11, 2026
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`uv/0.10.0 {"installer":{"name":"uv","version":"0.10.0","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Debian GNU/Linux","version":"13","id":"trixie","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}`

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This release

0.1.0 This release

Feb 11, 2026 2 release files

iflow-mcp_sakshee5-job-apply 0.1.0