Markdown source

Dense Slides: Your MCP Server is Bad (and you should feel bad) - Jeremiah Lowin, Prefect

Source Video

Your MCP Server is Bad (and you should feel bad) - Jeremiah Lowin, Prefect

Method

This deck is slide-only. The existing captured video frame set supplies candidate frames, then local OpenCV rejects sponsor/title/speaker-only frames, crops visible slide surfaces, deduplicates, and saves the cropped slide images.

Cropped Visible Slides

• Recreated text/layout view: open HTML recreation
• AI slide classifier: content_slide confidence 0.98
• Text source: agent_vision.
• OCR decision: ready — Dense embedded article screenshots with small text; OCR will read these more reliably than a quick visual pass.

Slide text:

Curate ruthlessly

• Recreated text/layout view: open HTML recreation
• AI slide classifier: content_slide confidence 0.97
• Text source: agent_vision.
• OCR decision: ready — Dense embedded screenshots and small webpage text are OCR-suitable; the slide title alone is not enough to capture the content.

Slide text:

Yes, but...

Classification audit: raw/sources/slide-ai-classification/dense/96G7FLab8xc/audit.json