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chore: add Kubeflow MCP server roadmap#13

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abhijeet-dhumal:add-roadmap-2026
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chore: add Kubeflow MCP server roadmap#13
abhijeet-dhumal wants to merge 5 commits into
kubeflow:mainfrom
abhijeet-dhumal:add-roadmap-2026

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@abhijeet-dhumal abhijeet-dhumal commented May 11, 2026

I added ROADMAP 2026 for Kubeflow MCP. I tried to group them by multiple topics.

Please let me know what do you think, and if we should add more items 🚀

cc @kubeflow/kubeflow-trainer-team @kubeflow/kubeflow-sdk-team @jaiakash @akshaychitneni @Electronic-Waste @franciscojavierarceo @robert-bell @Fiona-Waters

Related Issues

Fixes : #11

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@abhijeet-dhumal abhijeet-dhumal changed the title docs: add and Kubeflow MCP server roadmap add and Kubeflow MCP server roadmap May 11, 2026
@abhijeet-dhumal abhijeet-dhumal changed the title add and Kubeflow MCP server roadmap docs: add and Kubeflow MCP server roadmap May 11, 2026
@abhijeet-dhumal abhijeet-dhumal changed the title docs: add and Kubeflow MCP server roadmap docs: add Kubeflow MCP server roadmap May 11, 2026
Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
… integrations

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
@abhijeet-dhumal abhijeet-dhumal changed the title docs: add Kubeflow MCP server roadmap chore: add Kubeflow MCP server roadmap May 12, 2026
@google-oss-prow google-oss-prow Bot added size/M and removed size/L labels May 12, 2026
Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
Comment thread README.md Outdated
Comment thread ROADMAP.md Outdated
- CI: `kind` smoke tests, coverage gate (75%), PyPI release, Dockerfile
- Unit tests for all trainer tools and core modules; integration tests (plan → train → monitor)
- Performance benchmarks: P50/P95/P99 latency, token usage per mode (`make benchmark`)
- OpenTelemetry traces per tool call via [FastMCP instrumentation](https://gofastmcp.com/servers/telemetry)
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Can we please add the links for issues (if it exists) for the roadmap items?
For eg - #18 for OTel,
#9 for Unit Test

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@abhijeet-dhumal abhijeet-dhumal May 18, 2026

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For now I've intentionally left issue links out of the ROADMAP .. there are still several Phase 2+ items that don't have tracked issues yet, and I didn't want to add placeholder links before the scope is validated. Once we get feedback from other maintainers and settle on priorities, I'll create concrete issues and link them in the next iteration. Does that approach make sense?

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Overall it looks good to me, and as planned in the original KEP 👍
Thanks @abhijeet-dhumal

Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
Copilot AI review requested due to automatic review settings May 25, 2026 16:02
@google-oss-prow google-oss-prow Bot added size/L and removed size/M labels May 25, 2026
@abhijeet-dhumal abhijeet-dhumal requested a review from jaiakash May 25, 2026 16:02
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Pull request overview

Note

Copilot was unable to run its full agentic suite in this review.

Adds/updates project documentation to describe the Kubeflow MCP Server’s delivery plan and target architecture, plus contribution guidance.

Changes:

  • Added a target architecture SVG diagram under docs/assets/.
  • Added a phased ROADMAP.md including the architecture diagram embed.
  • Updated README.md with an early-development / contribution-process note.

Reviewed changes

Copilot reviewed 2 out of 3 changed files in this pull request and generated 1 comment.

File Description
docs/assets/architecture.svg Introduces a target architecture diagram for docs.
ROADMAP.md Adds phased roadmap and embeds the architecture diagram.
README.md Adds a note about contribution expectations and discussion channels.

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Comment thread README.md Outdated
Signed-off-by: abhijeet-dhumal <abhijeetdhumal652@gmail.com>
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@jaiakash jaiakash left a comment

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Looks good to me.
/lgtm

Comment thread ROADMAP.md
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Overall looks good to me, thanks @abhijeet-dhumal!
Would be nice to add links to the tracking issues

Comment thread ROADMAP.md
- **Feast** — [kubeflow/sdk#239](https://github.com/kubeflow/sdk/issues/239)
- **Notebooks & UI**: notebook tools, VS Code extension, and Slack/ChatOps integrations

## Graduation Criteria
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Update this to follow: kubeflow/community#965

Comment thread ROADMAP.md

## Target Architecture

![Kubeflow MCP Server — Target Architecture](docs/assets/architecture.svg)
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Add ROADMAP.md with phased delivery plan

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