Built for agents
Your agent doesn’t just watch feedback — it ships the fix.
Reviewers pin feedback directly on your prototype. Connect an MCP-compatible coding agent and it reads that feedback and publishes the next revision itself — no copy-pasting comments into a chat, no context lost in translation.
Connect your agentThe old way
Feedback shouldn’t need a relay.
A reviewer leaves a comment on a prototype. Someone has to notice it, understand it, translate it into a task, and hand it to whoever’s actually building the thing — often losing context, screenshots, or the exact element being discussed along the way. If the person building is an AI coding agent, that hand-off usually means copying comment text into a chat window by hand.
How it works
Four steps, no hand-off.
Your agent connects over MCP, lists your artifacts and their open feedback, reads exactly what a reviewer pinned and where, applies the change, and publishes the next revision — which reviewers see labeled with what changed, without silently overwriting their original comment thread.
Questions
Good to know.
What is MCP?
The Model Context Protocol is an open standard that lets a coding agent connect to external tools and data with your explicit permission. Kumiau exposes an MCP server so a connected agent can read your artifacts and feedback and publish new revisions, scoped to exactly the access you approve.
Which coding agents work with Kumiau?
Any MCP-compatible coding agent. You add Kumiau's MCP address in your preferred agent, then approve the connection in your browser — no API key to copy.
What can a connected agent actually do?
Only what you approve: reading artifacts and feedback you already have access to, publishing new revisions, and — if you grant it — proposing sharing changes that still require your approval before they take effect. A scope never grants more than your own account can already reach.
How does the agent know which version feedback applies to?
Every piece of feedback records the exact revision it was left on. When your agent publishes a new revision, older feedback stays correctly attached to the version it describes — nothing floats forward onto content it was never about.