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Sumanth

@Sumanth_077

Jun 22

5 MCP, RAG & Agents projects for AI Engineers:

1. Agentic RAG

Build a RAG pipeline with agentic capabilities that can dynamically fetch context from different sources, like a vector DB and the internet.

Check this out: github.com/patchy631/ai-e…

2. MCP-powered RAG over videos

Learn how to build a video RAG that ingests a video and lets you chat with it. It also fetches the exact video chunk where an event occurred.

Check this out: github.com/patchy631/ai-e…

Read 8 tweets

Sumanth

@Sumanth_077

May 25

Microsoft released an AI powered data analysis tool!

Data Formulator is an AI-powered tool for analysts to iteratively create rich visualizations.

It's no-code & 100% open-source

Github Repo: github.com/microsoft/data…

https://x.com/Sumanth_077/status/1926637371946045548

If you found it useful, reshare it with your network.

Follow me → @Sumanth_077 for more such content and tutorials on ML, LLMs and AI Agents!

https://x.com/Sumanth_077/status/1926637371946045548

Read 4 tweets

Sumanth

@Sumanth_077

May 1

Let's build a PDF RAG Agent, step-by-step:

1. Here’s what we’re building:

The agent pulls context from the indexed PDF files stored in vector DB. If needed, it can also fall back to web search to provide more relevant answers.

Tech stack:

@milvusio for vector DB as knowledge base
@AgnoAgi for agent orchestration

2. Install Milvus

We use Milvus, an open-source vector database, to store document embeddings.

Milvus supports flexible deployments via Kubernetes, Docker, or Lite mode via pip install.

Let's run the "standalone_embed. sh" script to launch Milvus in Docker standalone mode.

Read 10 tweets

Sumanth

@Sumanth_077

Apr 26

5 MCP servers that will give superpowers to your AI Agents.

100% open source.

1. Fast API

Turn any FastAPI app into an MCP server!

FastAPI-MCP is a zero-configuration tool for automatically exposing FastAPI endpoints as Model Context Protocol (MCP) tools.

github.com/tadata-org/fas…

2. Github MCP

The Github Official MCP server comes with seamless integration with GitHub APIs, enabling advanced automation and interaction capabilities for developers & tools.

github.com/github/github-…

Read 8 tweets

Sumanth

@Sumanth_077

Apr 12

I've been coding in Python for 5 years now.

If I were to start over today, here's a roadmap:

1. CS50’s Introduction to Programming with Python:

The course is designed for students with or without prior programming experience who’d like to learn Python specifically.

Check this out: cs50.harvard.edu/python/2022/

2. Corey Schafer

Best YouTube channel to learn Python!

Corey explains every python concept from scratch along with project-based implementation.

Check it out: youtube.com/@coreyms

Read 6 tweets

Sumanth

@Sumanth_077

Apr 9

5 MCP servers that will give superpowers to your AI Agents.

100% open source.

1. @firecrawl_dev MCP server

Firecrawl MCP lets you scrape, crawl, search, extract, and run deep research at scale.

It supports JS rendering, batch scraping, URL discovery, and full content extraction from web search.