# Web app: Playground Auto-Learn, SMFS Docker quickstart, and plugin memory previews

[Changelog](https://supermemory.ai/changelog/)

Web appMay 19, 2026

## Playground Auto-Learn, SMFS Docker quickstart, and plugin memory previews[#](https://supermemory.ai/changelog/2026-05-19-playground-auto-learn-smfs-quickstart/)

The console playground can save completed exchanges as memories with Auto-Learn, SMFS ships a Dockerfile and devcontainer quickstart with OpenAI and LangChain example agents, and memories saved by plugins and MCP render with rich previews.

### Highlights

* [The console playground now has an Auto-Learn setting that saves completed exchanges as memories.](https://console.supermemory.ai/)
* [SMFS now ships a Dockerfile and devcontainer quickstart for running in containers.](https://github.com/supermemoryai/smfs)
* Memories saved by plugins and MCP now render with rich previews in the web app.

### Improvements

* [The Console playground now includes an SMFS bash mode and a redesigned sidebar.](https://supermemory.ai/docs/smfs/bash-tool)
* [Highlight chat now opens an inline reply and starts a fresh thread with the highlight as context.](https://app.supermemory.ai/)
* You can now select and delete multiple spaces at once from the space selector.
* [The SMFS Python bash tool now includes OpenAI and LangChain example agents.](https://supermemory.ai/docs/smfs/bash-tool-python)
* [The Codex plugin can now save, search, and forget memories in custom container tags.](https://supermemory.ai/docs/integrations/codex)

### Fixes

* Fixed an issue where Pro plan users were asked to upgrade before inviting their included teammates.
* Fixed an issue where MCP clients using the 2025-06-18 auth spec could not connect.
* Fixed an issue where users who had unsubscribed from emails stopped receiving login magic links.
* Fixed the memory of the day card opening the list view instead of its source document.
* Fixed API key creation failing during Raycast setup and redesigned the setup modal.
* Fixed chat auto-scroll after the first message and improved Support & Help spacing on mobile.
* Home recents keep a stable layout while loading, and the org switcher now scrolls long org lists.
* Org plan tier badges now show correctly in settings, and the Nova chat empty state was refreshed.
* Large connector syncs now import documents up to your quota instead of failing the whole batch.
* Fixed an issue where email-change confirmation emails sometimes never arrived.
* The chat model selector now closes when you click outside it.

### Polish

* The Codex plugin now shows its logo and description on the Integrations page.
* The share graph, bookmarks section, and navigation controls now adapt to smaller screens.
* [Added a setup guide for the Codex plugin covering installation and memory scopes.](https://supermemory.ai/docs/integrations/codex)
* Improved mobile layouts across the web app and removed the mobile banner.
* The document modal's memory graph now shows only memories from the selected document and space.
* Mobile browsers now show install instructions for adding the web app to your home screen.
* Tightened Nova's chat composer spacing so it clears the bottom edge on phones.
* Connections that need reauthorization now show a Reconnect button in the web app.
* [You can now create container tags inline from the console playground composer.](https://supermemory.ai/docs/concepts/container-tags)
* The 'Add to Home Screen' prompt now opens the device share menu directly.
* The memory graph now loads all your documents automatically with a progress chip.

## Start building with supermemory.

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[Build with supermemory ](https://console.supermemory.ai/)
