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Agentation

The visual feedback tool for AI agents

Agentation turns UI annotations into structured context that AI coding agents can understand and act on. Click any element, add a note, and paste the output into Claude Code, Codex, or any AI tool.

Top comment

Agentation bridges the gap between design feedback and code changes. Annotate any element on your UI — click, type, done — and get structured output that AI coding agents can immediately understand and act on.

Paste your annotations into Claude Code, Codex, or any AI tool and watch feedback become working code.


Key features:

  • Multiple annotation modes: select text, click elements, multi-select, draw areas, or freeze animations to capture specific states

  • Smart element identification: automatically generates grep-friendly selectors so agents find the exact element in your codebase

  • React component detection: surfaces the full component hierarchy for any element, right in the annotation popup

  • Computed styles: view live CSS properties alongside your notes for precise design specs

  • Layout mode: drag 65+ component types onto the page and rearrange sections; changes sync to agents in real time via MCP

  • Structured markdown output: copy clean, agent-ready annotations with one keystroke (C)

  • MCP integration: two-way agent sync lets AI acknowledge, question, or resolve your feedback directly.

    Check out the latest video demo by the maker here, who also happens to have joined X recently as the Design Lead.