> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs-beta.getzep.com/v3/changelog/2026/7/21/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs-beta.getzep.com/_mcp/server.

## Arrays of scalars in metadata and the CONTAINS filter documentation

Graph search documentation now covers arrays of scalars in episode and
fact-triple metadata and adds the `CONTAINS` operator to the property-filter and
episode-metadata-filter operator tables, under Working with graphs.

Read the docs

## Streamlined Memory MCP server setup in the dashboard

Connecting the Memory MCP server through Google Workspace is now a single step.
After you authorize Google Workspace, Zep verifies and creates the connection
automatically, and the setup resumes if you reload the page partway through.
Configured connections also display a labeled, copyable endpoint URL for both
Google Workspace and custom OIDC.

Read the docs

## Read a user summary from the Memory MCP server

You can now read a user's summary as a resource from the Memory MCP server. The
read-only `zep://user/summary` resource returns the synthesized overview for the
authenticated user, so clients can load it directly instead of calling a tool.
The summary is a high-level overview; use graph search for broader user or
business context.

Read the docs

## Subset matching for attribute-based access control

You can now relax attribute matching in access-control policy sets with an
opt-in `subset_match` option. When enabled, a constraint is satisfied when its
required values are a subset of an object's attributes, rather than requiring an
exact match. It is off by default, so existing policy sets are unchanged.

Read the docs

## Larger graph clones no longer time out

Cloning a large graph no longer fails at 30 seconds. Graphs within the clone
size limits that previously timed out now run to completion.

Read the docs