---
title: "shiny sherbina (@shinysherbina) | Hashnode"
description: "shiny sherbina (@shinysherbina) writes on Hashnode. Read their latest articles and follow their work."
url: "https://hashnode.com/@shinysherbina"
---

@shinysherbina

# shiny sherbina

@shinysherbina · Joined June 2025

### [MCP - More Than Just an Agent's Tool](https://linesandlogic.hashnode.dev/mcp-more-than-just-an-agent-s-tool?utm_source=hashnode&utm_medium=feed)

Model Context Protocol — Should it be just a tool used by Agents? Can MCPs be much more? As I covered in my previous blog, MCP is typically defined as a tool used by agents. You define functions, read

2 min read · [linesandlogic.hashnode.dev](https://linesandlogic.hashnode.dev/mcp-more-than-just-an-agent-s-tool?utm_source=hashnode&utm_medium=feed)

[Apr 1](https://hashnode.com/posts/mcp-more-than-just-an-agent-s-tool/69cd329db504c4ed0ab5edfd)

### [SQL and NoSQL – A “Wow” Moment from a SQL Mindset](https://linesandlogic.hashnode.dev/sql-and-nosql-a-wow-moment-from-a-sql-mindset?utm_source=hashnode&utm_medium=feed)

I am a SQL resource through and through. For years, I thought in tables, joins, fact–dimension models, indexes, partitions, and materialized views. When I first started designing collections in Google

2 min read · [linesandlogic.hashnode.dev](https://linesandlogic.hashnode.dev/sql-and-nosql-a-wow-moment-from-a-sql-mindset?utm_source=hashnode&utm_medium=feed)

[Feb 25](https://hashnode.com/posts/sql-and-nosql-a-wow-moment-from-a-sql-mindset/699f38d3c9015c37f6ac6ef2)

### [Firebase RTD vs Firestore: Choosing the Right Tool](https://linesandlogic.hashnode.dev/firebase-rtd-vs-firestore-choosing-the-right-tool?utm_source=hashnode&utm_medium=feed)

Firebase RTD vs Firestore: Choosing the Right Tool. The struggle is real. Many developers wonder whether to use Firebase Realtime Database (RTD) or Cloud Firestore. I faced the same dilemma until I un

1 min read · [linesandlogic.hashnode.dev](https://linesandlogic.hashnode.dev/firebase-rtd-vs-firestore-choosing-the-right-tool?utm_source=hashnode&utm_medium=feed)

[Feb 20](https://hashnode.com/posts/firebase-rtd-vs-firestore-choosing-the-right-tool/6997fa88587b14d25b78a393)

### [Python vs Node : Dependencies explained](https://linesandlogic.hashnode.dev/python-vs-node-dependencies-explained?utm_source=hashnode&utm_medium=feed)

A human-friendly explanation of how Python and Node think about dependencies, from requirements.txt to package.json and Docker builds.

4 min read · [linesandlogic.hashnode.dev](https://linesandlogic.hashnode.dev/python-vs-node-dependencies-explained?utm_source=hashnode&utm_medium=feed)

[Dec 18, 2025](https://hashnode.com/posts/python-vs-node-dependencies-explained/69439da4ba8043138e66a044)

### [Model Context Protocol](https://linesandlogic.hashnode.dev/model-context-protocol?utm_source=hashnode&utm_medium=feed)

What Exactly Is MCP? Think of Model Context Protocol (MCP) as the “rules + tools” layer that helps you make an LLM behave the way you want — not the other way around. LLMs are smart, but they don’t know your business logic.They don’t know your APIs.T...

3 min read · [linesandlogic.hashnode.dev](https://linesandlogic.hashnode.dev/model-context-protocol?utm_source=hashnode&utm_medium=feed)

[Dec 5, 2025](https://hashnode.com/posts/model-context-protocol/69331b71272493f70c10114c)