kubeflow / kubeflow/mcp-server

[Discuss]: Updating the Kubeflow MCP Server to MCP 2026-07-28 spec

Open
#225 4 comments 0 reactions 0 assignees View on GitHub
area/core
Dominant language
Python
Stars
44
Forks
54
Avg merge
2d 18h
Merged PRs (30d)
29

Description

We have got new update for MCP Spec https://blog.modelcontextprotocol.io/posts/2026-07-28-release-candidate/.
This issue is for planning and discussing the upgrade for this server.

Related blog for migrating k8s MCP server: https://www.calummurray.dev/blog/upgrading-k8s-mcp-to-mcp-2026-07-28

/area core

Contributor guide

Open the contributing guide

Research direction

Start by reading the MCP 2026-07-28 release candidate and the linked migration blog for the Kubernetes MCP server. Then inspect the current Kubeflow MCP server implementation to identify affected protocol areas. Done means the upgrade scope, compatibility requirements, and implementation plan are agreed in this issue.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
backend-api-design
Issue type
Feature
Difficulty
5/5
Estimated time
Over a week
Activity status
Active
Clarity
Needs clarification
Newbie friendliness
35/100

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