visual-verification

Headless verification browser for AI coding agents: 35 ms one-call checks, pixel diffs, live human hand-off

Self-contained OKF design workflow for AI agents: DESIGN.md contracts, taste checks, critique/repair, and rendered verification.

Local-first MCP server for headless Blender asset QA: background script runs and FBX reimport verification. No add-on, no TCP port.

Sovereign multilingual visual reference system for focus, perception, machine vision, and visual truth.

Local document knowledge base and visual Q&A agent skill combining hybrid vector-BM25 retrieval, document-induced knowledge graphs, grounded LLM synthesis, and an interactive HTML verification dashboard.

Portable AGENTS.md workflow kits for AI coding agents: documentation automation, task planning, quick fixes, reviews, and browser verification.

A fully reproducible demo of closing the visual feedback loop for an iOS coding agent: SwiftUI fixture, deterministic frame-posing hook, independent pixel-level oracle.

AI agent workflow kits for AGENTS.md, Codex task planning, documentation automation, quick fixes, reviews, and browser verification.