Agentation is a desktop-only tool designed to facilitate visual feedback for AI coding agents. Its primary function is to allow users to annotate user interfaces by clicking on elements, adding notes, and generating structured context that can be understood and acted upon by AI tools. Users interact with Agentation by activating an interface element, hovering to highlight UI components, and attaching annotations with specific feedback. The tool then formats this information into markdown, which can be copied and pasted into AI agents such as Claude Code, Codex, or other compatible tools. The structured output provided by Agentation includes CSS selectors for identifying elements in the codebase, source file paths for direct navigation to relevant lines, the React component tree to give context about UI hierarchy, computed styles to convey the current appearance, and the user's feedback with intent and priority. This approach streamlines the process of communicating UI feedback to AI agents, reducing the need for manual, textual descriptions of interface elements. Agentation also offers integration with MCP API and webhooks, enabling some agents to access annotations directly without requiring manual copy-paste. When integrated with MCP, agents can immediately interpret pointed feedback and respond to specific annotations as directed by the user. The tool is positioned for users working with AI coding agents, particularly in environments where agents have access to the codebase and can act on structured UI feedback. There is no information in the provided evidence regarding pricing or licensing details.
Agentation is an AI & ML product. Translating user UI feedback into structured data that AI coding agents can understand and act on. Agentation is a B2B product aimed at developers building or using AI coding agents. There is a free tier. It runs on the web and the command line.
Agentation first shipped in 2026. The project is developed in the open on GitHub with 4.1k stars and 3 commits in the last 90 days. Across PulseGate's embedding index, Agentation has few near neighbours, marking it as relatively distinct. Among its 5 catalogued features are UI annotation, structured feedback, and MCP API. It exposes integrations via an MCP server and a public API.
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Agentation – Visual UI Annotation for AI Coding Agents discovered by the PulseGate indexer
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