Interesting from both theoretical and practical perspectives, thank you. I think I needed this to help structure the idea I have, I think over cohesively structuring tools, MCP provides a great approach.
I have use cases where , I have multiple Kubernetes application running on cluster now I want my application to work as mcp server and exposes some apis as tool. Now I want to pass some user information in each mcp communication. Is it customization available in mcp as native or I need to build ?
Circling back to this because I keep running into people who still don't get MCP properly, and this is the clearest explanation I've found. The STDIO vs SSE transport distinction matters more than most realise in practice. I ran into it configuring MCP servers in OpenCode and ended up writing a full guide that covers the practical setup: https://reading.sh/the-definitive-guide-to-opencode-from-first-install-to-production-workflows-aae1e95855fb
The USB-C analogy is perfect. Before MCP, every integration was custom wiring. Now there's a standard plug. Running MCP servers for Notion, email, browser through Claude Code. The consistency means the agent knows what tools are available uniformly. MCP is worth the learning curve. https://thoughts.jock.pl/p/wiz-personal-ai-agent-claude-code-2026
Interesting from both theoretical and practical perspectives, thank you. I think I needed this to help structure the idea I have, I think over cohesively structuring tools, MCP provides a great approach.
I agree. There are tons of them out there.
Just like the endless number of devices that can connect to your laptop using USB-C.
Thanks for the feedback! 🙂
Awesome post! To summarize, MCP I'd like an API for AI that utilizes context.
Thanks for explaining MCP in the easy way. This gives a great start point for me to explore MCP.
Happy to hear you liked it ☺️
Thanks for this post.
You are welcome :))
Love it! One of the best articles on MCP. You made me nostalgic about using Unity to build games
Maybe it's time to build one using Claude/cursor :)
Well done!!
This is quality work (and very much needed with even Google opening Gemeni 2.5 for MCP).
Do you follow Cole Medin on YouTube? - he has the same gift as you - to explain complex topics in words that we can understand :-)
Thanks again!!
(https://youtu.be/soC4n-nKWF8?si=bdlh733fdkIWI3Tg)
thanks for the feedback!
I'm actually not familiar with him but will definitely check it out :))
Awesome Work Nir!!
Thanks 🙏 hope you could benefit from it
Finally, an _explanation_ of this. Thank you!
you are welcome :))
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check this out too. Try too explain in simplest way possible.
++ Good Post, Also, start here 100+ Most Asked ML System Design Case Studies and LLM System Design
https://open.substack.com/pub/naina0405/p/bookmark-most-asked-ml-system-design?r=14q3sp&utm_campaign=post&utm_medium=web&showWelcomeOnShare=false
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I have use cases where , I have multiple Kubernetes application running on cluster now I want my application to work as mcp server and exposes some apis as tool. Now I want to pass some user information in each mcp communication. Is it customization available in mcp as native or I need to build ?
Please join my discord community and discuss it there :)
There are links to join both on my main substack page and on my GitHub repos
Circling back to this because I keep running into people who still don't get MCP properly, and this is the clearest explanation I've found. The STDIO vs SSE transport distinction matters more than most realise in practice. I ran into it configuring MCP servers in OpenCode and ended up writing a full guide that covers the practical setup: https://reading.sh/the-definitive-guide-to-opencode-from-first-install-to-production-workflows-aae1e95855fb
The USB-C analogy is perfect. Before MCP, every integration was custom wiring. Now there's a standard plug. Running MCP servers for Notion, email, browser through Claude Code. The consistency means the agent knows what tools are available uniformly. MCP is worth the learning curve. https://thoughts.jock.pl/p/wiz-personal-ai-agent-claude-code-2026