Snapshots carry the message when an image is withheld

MCP server: large reads return results in pages

Five MCP server reads now return their results in pages. A large AI Agent configuration no longer arrives as one response that an assistant cannot read in full.

Which reads are paged

These reads are paged by size:

get_ada_configuration
get_test_cases, when it lists test cases
get_test_runs, for a single run fetched by test_run_id
list_entities with entity_type='variables'
list_entities, for a version 2 playbook fetched by entity_id

How to page

Each paged response has next_cursor and total_count. If next_cursor is not null, the assistant passes it back as cursor to get the next page. An assistant reads every page before it answers a question about the whole set. get_test_cases and the variables list also accept limit. The variables list accepts name_filter and scope. With group_by_last_run set to true, get_test_cases now returns one list sorted by last run, newest first, with last_run_at on each case. It no longer groups the cases by date.

Snapshots carry the message when an image is withheld

The Snapshot API now exports and imports the message the AI Agent says when it withholds a sensitive image, in the image_redactions_message section. The section is one value: your sentence, or null when the Agent uses the default sentence.

Export: the snapshot carries your sentence, or null.
Import: if the section is present, the import replaces the message on the target Agent. null restores the default sentence. If the section is absent, the message does not change.
Validate: a mode: validate run reports whether the import changes the message.
Audit log: if the import changes the message, it writes one Updated row for Image Redactions Message.

For more information, see What a snapshot includes and Redaction settings.