From Script to Tool: What It Actually Takes to Wrap Python in MCP
Live demoTool LabMCPPythonAWS
5 min read · Jul 2026
A working MCP tool, the code inside it, what you'd use instead of FastMCP, and the current output rendered live below.
Software · AWS · Generative AI
Architectural insights and generative AI perspectivesfor mission-critical, cloud‑first systems.
I'm Sam Madireddy — Software Development Technical Lead & Cloud Architect. This site collects short essays on software design, AWS, and leadership for teams building resilient platforms.
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Featured deep dive
RAG Done Right: A Practical Architecture Guide for Real-World Enterprise Systems
How to design enterprise-grade Retrieval-Augmented Generation systems with AWS, Python, and hybrid search.
Read the RAG architecture guide →Recent articles
The 2026 Enterprise AI Stack I'd Use If Starting From Scratch Today
Generative-AIPredictive-AIAIMCPAWS
5 min read · May 2026
The architecture I would choose for a greenfield AI project today — grounded in what I have seen work in production, not in benchmarks or blog hype.
Building Predictive AI Agents with MCP Architecture That Actually Works
Predictive-AIAIMCPAWS
5 min read · May 2026
How to use the Model Context Protocol as the enabling layer for agents that combine agentic reasoning with predictive intelligence — with Python, SageMaker, and AWS.
RAG Done Right: A Practical Architecture Guide for Real-World Enterprise Systems
Generative-AIAIRAGLLMs
5 min read · Nov 2025
How to design enterprise-grade Retrieval-Augmented Generation systems with AWS, Python, and hybrid search.