GeekCoding101 make your way to geek
~ $ cat README.md

Hands-on notes on AI agents, LLMs and security.

I build it, run it, and read the logs before I write about it. Tutorials and teardowns on Claude and other models, OAuth and identity, Kubernetes, and the tools in between.

➜ ~ whoami
GeekCoding101 · AI, security & infra, tested by hand
➜ ~ ls -t posts | head -4
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1935 contributions in the last year
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Latest posts

All 73 posts
Terminal screenshot of a Python MCP client listing the search_notes tool with its description and JSON input schema generated from type hints
New

MCP vs API: What Actually Differs, With a Side-by-Side Demo

MCP vs API: an API is a contract for programmers, MCP is a protocol that lets AI apps discover and call tools. Same notes search built both ways, compared.

9 min read
aimcp