Kubeflow MCP Server Proposal

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Andrey Velichkevich

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Feb 24, 2026, 10:09:55 AMFeb 24
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Hi Folks,

We’re planning to discuss a proposal for the Kubeflow MCP Server during today’s community call at 8:00 AM PST. The proposal aims to enable exposing tools to AI agents, allowing them to interact with Kubeflow APIs and perform end-to-end LLMOps. If you’re interested, we’d love for you to join us and share your thoughts.


Meeting Notes: https://docs.google.com/document/d/1Wdxt1xedAj7qF_Rjmxy1R0NRdfv7UWs-r2PItewxHpE/edit?tab=t.0#heading=h.be5lffoyoigu


Regards,
Andrey

Shekhar Rajak

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Feb 24, 2026, 11:20:43 AMFeb 24
to kubeflow-discuss, Andrey Velichkevich
Hello team and Andrey, 

I have the same excitement - integrating an MCP server into Kubeflow could be a game-changer for the entire ecosystem. (I was about to add this idea when we were brainstorming for GSoC idea)

Users can seamlessly plug in a deployed MCP server directly into their IDEs like Cursor, IntelliJ, Claude, Windsurf, or any AI coding assistant: debugging errors, streaming logs, and building new ML apps would become effortless and intuitive.

It's a massive accelerator for Kubeflow adoption across the full ML lifecycle, empowering data scientists, MLOps engineers, and developers in every role to iterate faster and scale smarter.

+1 on this idea! I'd love to stay connected, collaborate on designing a rock-solid foundation, and contribute hands-on to make MCP a cornerstone of Kubeflow.



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Kevin Hannon

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Feb 24, 2026, 11:32:28 AMFeb 24
to Shekhar Rajak, kubeflow-discuss, Andrey Velichkevich

Andrey Velichkevich

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Feb 24, 2026, 11:36:21 AMFeb 24
to Kevin Hannon, Shekhar Rajak, kubeflow-discuss
Kevin, this is a great idea, we can definitely explore how to integrate our Kubeflow MCP tools into this project!


Regards,
Andrey

Andrey Velichkevich

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Feb 24, 2026, 9:13:05 PMFeb 24
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Hi Kubeflow Community,

Thanks everyone who joined today’s discussion on the Kubeflow MCP Server 🚀
If you couldn’t attend, the recording is available here: https://youtu.be/YsVQVxGYah4

We will be taking a deeper dive into the proposal tomorrow during the Kubeflow SDK & ML Experience call. Feel free to join us at 8:00am PST Wednesday. 
Meeting Notes: https://docs.google.com/document/d/1jH2WAX2ePxOfI4JuiVK9nPlesDMiyg67xzLwhpR7wTQ/edit?tab=t.0#heading=h.hh6yv1baia1i

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