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Visual QA Critic Agent

Creative · Monitor · Claude Sonnet

Heartbeat: On demand

Evaluates generated outputs against quality standards and user intent.

WHAT IT DOES

Quality gate agent that evaluates generated images, videos, and audio against the original brief. Uses AI-powered scoring via Gemini 2.5 Flash Lite (evaluate-image.sh, $0.0003/eval) for vision-based quality assessment, evaluate-video.sh for frame extraction and video analysis, and evaluate-voice.sh for audio heuristics. Structured scoring (technical quality, aesthetic appeal, prompt adherence, brand consistency) drives accept/reject/modify decisions. Provides specific actionable feedback when rejecting — not just "bad" but "the lighting is too flat, increase contrast and add rim light." Enforces circuit breaker (max 5 iterations, budget cap).

WORKFLOW

  1. Receive Output
  2. Score Quality
  3. Check Prompt Adherence
  4. Decide Verdict
  5. Write Feedback

SKILLS

visual-analysisquality-scoringconstructive-feedbackbrand-consistencyai-scoringvideo-evaluationvoice-evaluation

INTEGRATIONS

Bash
Read
Write
Role
Monitor
Model
Claude Sonnet
Heartbeat
On demand