Run a read-only SQL query against the PrismML demo sales database using SQLite syntax. The database contains customers, products, ord

Attach generated images using Native-compatible Open WebUI file events.

Return an error string if the URL is unsafe to fetch, else None.

Remove ANSI styling and harmless progress bars from Jupyter stderr.

Extract only uploaded image markdown produced by the builtin tool.

Params for the seeded model record. The 27B (the launch model) uses the reference precise-task thinking-mode sampling. Older sizes (8B/4B/1.7B)

Distinguish clean success, useful partial output, and genuine failure.

Read the body, capping the decompressed size to guard against zip bombs.

Reserve a quota slot so parallel tool calls cannot exceed the cap.

Return a targeted correction for common, confidently identified errors.

Return SQL after whitespace and leading -- / /* */ comments.

Delete records this script created in past runs for models that no backend currently serves. Never touches records made by hand.

Friendly UI name: strip paths and .gguf, tag the backend.

Ask an OpenAI-compatible backend which model ids it serves. Returns (bonsai_ids, other_ids) - some backends (mlx-vlm) also list helper models

Fetch a web page and return its readable text content. Use this to open links the user provides or URLs found via web search.

Soft-disable a helper model so it doesn't clutter the picker.

Install the global stream filter that works around an Open WebUI bug: mlx_vlm.server sends "timings": null in every SSE chunk and Open WebUI's

With WEBUI_AUTH=false the frontend signs in with empty credentials and receives the auto-admin's session token; do the same.

Execute Python in a fresh Jupyter kernel. Make each call self-contained. Open WebUI attaches displayed plots and generated images to

Get current weather and a daily forecast for a city or place name. :param location: City or place name, e.g. "Lisbon" or "Maui, Hawa