Visual UI annotation tool for AI agents. Drop the React toolbar into any app — humans click elements and leave feedback, agents receive structured CSS selectors, bounding boxes, and React component trees to find exact code. Supports MCP watch-loop, platform-specific hooks (Claude Code / Codex / Gemini CLI / OpenCode), webhook delivery, and autonomous self-driving critique with agent-browser.
Quickly install agentation AI skill to your development environment via command line
Source: akillness/skills-template.
The missing link between human eyes and agent code. Instead of describing "the blue button in the sidebar," you hand the agent .sidebar > button.primary. It can grep for that directly.
| Copy-Paste | Human annotates → clicks Copy → pastes markdown into agent chat | | Agent Sync | endpoint prop connects toolbar to MCP server → agent uses agentationwatchannotations loop |
Requirements: React 18+, desktop browser, zero runtime deps beyond React (desktop only — no mobile)
Visual UI annotation tool for AI agents. Drop the React toolbar into any app — humans click elements and leave feedback, agents receive structured CSS selectors, bounding boxes, and React component trees to find exact code. Supports MCP watch-loop, platform-specific hooks (Claude Code / Codex / Gemini CLI / OpenCode), webhook delivery, and autonomous self-driving critique with agent-browser. Source: akillness/skills-template.
Stable fields and commands for AI/search citations.
npx skills add https://github.com/akillness/skills-template --skill agentationVisual UI annotation tool for AI agents. Drop the React toolbar into any app — humans click elements and leave feedback, agents receive structured CSS selectors, bounding boxes, and React component trees to find exact code. Supports MCP watch-loop, platform-specific hooks (Claude Code / Codex / Gemini CLI / OpenCode), webhook delivery, and autonomous self-driving critique with agent-browser. Source: akillness/skills-template.
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/akillness/skills-template --skill agentation Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw
https://github.com/akillness/skills-template