---
title: "Discussion on \"How we built an MCP Guardrail to enforce Tech Policy in real-time\" | Hashnode"
description: "Discussion on \"How we built an MCP Guardrail to enforce Tech Policy in real-time\". In 2026, most mid-sized and large organizations are aggressively adopting AI coding assistants such as Cursor, Claude Desktop and Windsurf. Developers are now generating a significant portion of code"
url: "https://hashnode.com/posts/how-we-built-an-mcp-guardrail-to-enforce-tech-policy-in-real-time/6a02c9a2937b84f7791d6cd6"
---

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# [How we built an MCP Guardrail to enforce Tech Policy in real-time](https://anna-danilec.hashnode.dev/how-we-built-an-mcp-guardrail-to-enforce-tech-policy-in-real-time?utm_source=hashnode&utm_medium=feed)

In 2026, most mid-sized and large organizations are aggressively adopting AI coding assistants such as Cursor, Claude Desktop and Windsurf. Developers are now generating a significant portion of code

May 12 · 14 min read · anna-danilec.hashnode.dev  
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## Written by

[Ania Danilec](https://hashnode.com/@annadanilec)

@annadanilec · Prague, Czech Republic

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

Advocating for OWASP Top 10 for LLM applications in real-world production environments,

AI Engineer & Python Developer. Bridging LLMs and production. I build secure, observable AI Agents using FastAPI. Focus: turning non-deterministic models into solid and secure engineering.

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