[Umbrella][Summer OSPP 2025] Integrate Karmada-MCP-Server into the Karmada Dashboard

[warjiang]

The Model Context Protocol (MCP) is a standardized interface introduced by Anthropic. Its goal is to let domain-specific capabilities be integrated quickly and uniformly into existing workflows.
The Karmada community is also exploring how to bring large-language-model features to production; for example, it built Karmada-MCP-Server, which allows any MCP-compatible client to manage multiple clusters via natural language. However, the current setup requires users to perform a number of manual steps and is therefore relatively complex. Moreover, MCP is already a formal protocol.

To address this, we plan to embed Karmada-MCP-Server directly into the Karmada Dashboard. A built-in ChatUI will provide an out-of-the-box LLM experience, significantly improving cluster-management efficiency.

[warjiang]

/assign @kasanatte

[karmada-bot]

@warjiang: GitHub didn't allow me to assign the following users: kasanatte.

Note that only karmada-io members with read permissions, repo collaborators and people who have commented on this issue/PR can be assigned. Additionally, issues/PRs can only have 10 assignees at the same time.
For more information please see the contributor guide

In response to this:

/assign @kasanatte

Instructions for interacting with me using PR comments are available here. If you have questions or suggestions related to my behavior, please file an issue against the kubernetes-sigs/prow repository.

[warjiang]

/kind feature