---
title: "Discussion on \"I built an open-source MCP server that lints a CV against 5 real ATS parsers\" | Hashnode"
description: "Discussion on \"I built an open-source MCP server that lints a CV against 5 real ATS parsers\". Most \"ATS scanners\" online give you a 0-100 score that's invented. After talking to recruiters at three companies on different ATS platforms, I confirmed: there is no real ATS score. Different parsers"
url: "https://hashnode.com/posts/i-built-an-open-source-mcp-server-that-lints-a-cv-against-5-real-ats-parsers/69f0efe010a70b3335e29641"
---

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# [I built an open-source MCP server that lints a CV against 5 real ATS parsers](https://vantage-labs.hashnode.dev/i-built-an-open-source-mcp-server-that-lints-a-cv-against-5-real-ats-parsers?utm_source=hashnode&utm_medium=feed)

Most "ATS scanners" online give you a 0-100 score that's invented. After talking to recruiters at three companies on different ATS platforms, I confirmed: there is no real ATS score. Different parsers

Apr 28 · 3 min read · vantage-labs.hashnode.dev  
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## Written by

[Giovanni Sizino Ennes](https://hashnode.com/@vantagelabs)

@vantagelabs · London, UK

  
[View profile](https://hashnode.com/@vantagelabs)

Founder of AimVantage — AI job prep in 90 seconds.

Building AimVantage (formerly Vantage AI) — AI job preparation for UK job seekers. Upload CV, paste job link, get full prep pack (company intel, tailored cover letter, mock interview, CV fit score) in 90 seconds. Free at aimvantage.uk.

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