pip install vidqa-cli — local, deterministic video QA CLI + MCP for tests, CI, and agents: 28 commands — frame timing, golden-frame diff, failure auto-locate, on-screen text index, color-aware run-to-run diff, Playwright/adb capture, local-VLM rubric review. One compact JSON + exit code per call. $0, fully on-device.
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