Feedback

analog feedback quality https://example.com/page --reason poor_field_naming --note "prices landed under text_3"
analog feedback request "diff two handles as a table"

Quality reports carry a fixed label vocabulary (under_rendered, poor_field_naming, misfielded_values, …) so reports aggregate into a prioritizable backlog — and the labels are enumerated in the MCP tool’s schema, so an agent that just watched a poor extraction can characterize it without reading docs.

Extraction URLs are never logged. A quality report includes the URL you explicitly submit; it never includes page content. The payload has no field for page content, so a submission cannot carry it.

Library form: Client.submit_feedback(FeedbackRequest(...)).