Dense Slides: The State of MCP observability: Observable.tools โ Alex Volkov and Benjamin Eckel, W&B and Dylibso
Source Video
The State of MCP observability: Observable.tools โ Alex Volkov and Benjamin Eckel, W&B and Dylibso
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_slideconfidence0.97 - Text source: agent_vision.
Slide text:
https://observable.tools
Observable Tools
Let's make MCP tools transparent and observable!
Classification audit: raw/sources/slide-ai-classification/dense/Lcqat4iP_lE/audit.json