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A referee for self-improving AI agent loops that mines past sessions for effective workflows, improves them, and requires measured proof before declaring anythi

Frontend Design Loop MCP enables coding agents to improve web page designs through screenshot-grounded iteration and proof artifacts, making pages materially be

Screenshot-grounded design iteration for frontend development.

Agentic coding loop with multi-candidate patch generation, deterministic quality gates, and vision-based UI evaluation using Playwright screenshots.

Lookbook — design taste for any LLM. Open-source MCP server + packet compiler that routes a frontend brief through a curated, browser-verified design library an