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Avi Chawla· 2025-06-22 19:11
MCP standardizes Agent to Tool communication.The thread covers:- MCP with a simple analogy.- Building an MCP server 100% locally.- Integrating a browser MCP server with Claude Desktop.Check the thread below. https://t.co/X572vSn9hbAvi Chawla (@_avichawla):Let's build an MCP server (100% locally): ...
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Avi Chawla· 2025-06-22 06:31
If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):Let's build an MCP server (100% locally): ...
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Avi Chawla· 2025-06-22 06:31
Next, let's interact with this MCP server.When asked to find the cheapest flight from one city to another:- It navigated to Google.- Typed in the query.- Scraped the relevant information.- Returned the info to Claude Desktop to generate a response.See this video👇 https://t.co/XTaBL8l2bC ...
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Avi Chawla· 2025-06-22 06:30
Let's build an MCP server (100% locally): ...
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Avi Chawla· 2025-06-21 19:04
RT Avi Chawla (@_avichawla)Finally! A RAG over code solution that actually works (open-source).Naive chunking used in RAG isn't suited for code.This is because codebases have long-range dependencies, cross-file references, etc., that independent text chunks just can't capture.Graph-Code is a graph-driven RAG system that solves this.It analyzes the Python codebase and builds knowledge graphs to enable natural language querying.Key features:- Deep code parsing to extract classes, functions, and relationships. ...
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Avi Chawla· 2025-06-21 06:30
If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):Finally! A RAG over code solution that actually works (open-source).Naive chunking used in RAG isn't suited for code.This is because codebases have long-range dependencies, cross-file references, etc., that independent text chunks just can't capture.Graph-Code is a https://t.co/c6ISqmauSX ...
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Avi Chawla· 2025-06-21 06:30
GitHub repo: https://t.co/iAgAEz9DUU ...
X @Avi Chawla
Avi Chawla· 2025-06-21 06:30
Finally! A RAG over code solution that actually works (open-source).Naive chunking used in RAG isn't suited for code.This is because codebases have long-range dependencies, cross-file references, etc., that independent text chunks just can't capture.Graph-Code is a graph-driven RAG system that solves this.It analyzes the Python codebase and builds knowledge graphs to enable natural language querying.Key features:- Deep code parsing to extract classes, functions, and relationships.- Uses Memgraph to store th ...
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Avi Chawla· 2025-06-20 19:09
RT Avi Chawla (@_avichawla)An MCP server to create 20+ data visualizations (open-source): https://t.co/fZfMhGVkeN ...
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Avi Chawla· 2025-06-20 06:30
An MCP server to create 20+ data visualizations (open-source): https://t.co/fZfMhGVkeN ...