Changelog.

Product updates across supermemory API, MCP, plugins, SDKs, local tooling, and research.

Console .docx import, SMFS Python tool, and search fixes #

The examples repository adds research-assistant, knowledge-base, and code-sandbox templates, Console's Import tab accepts .docx files, and the SMFS repository gains an alpha Python tool for file operations and semantic memory search.

Improvements

The examples repository now includes templates for a research assistant, knowledge base, and code sandbox.
Console's Import tab now accepts .docx files.
The SMFS repository now includes an alpha Python tool for file operations and semantic memory search.

Fixes

Codex capture no longer stores injected context or ingests the same fallback turn twice.
v4 search now reranks results when requested instead of silently returning the original order.
Nova login now shows magic-link and social sign-in errors instead of silently continuing.

Persistent memory plugin for OpenAI Codex #

Install the Codex plugin to recall project and user memory, capture completed sessions, and explicitly search or save context.

Improvements

OAuth clients can now discover Supermemory through /.well-known/openid-configuration.
OpenAI Codex is now available in Console onboarding and plugin setup on every plan.
Console now has a chat playground for comparing models, memory modes, retrieval settings, and injected context.

Fixes

The Search Supermemory Apple Shortcut now opens a working install link.
The AI SDK wrapper now continues without memory when retrieval fails or exceeds five seconds.

Connector sync cleanup, MCP project list refresh, and email polish #

Deleting an organization or account stops connector syncs and fully disconnects connections, MCP project lists refresh after a new project is used, and transactional emails use shorter layouts with plain links and one-time codes.

Fixes

Deleting an organization or account now stops connector syncs and fully disconnects connections.
MCP project lists now refresh after a new project is used and periodically pick up changes.

Polish

Choose which Google Drive folders and files sync #

Google Drive sync can be limited to selected folders and files instead of importing everything.

Improvements

Set taskType: superrag when adding a document to index it for retrieval without generating memories.

Fixes

MCP connections no longer fail while creating the API key used for a session.
The withSupermemory wrapper now supports models that expose metadata through getters.
Console onboarding now prevents duplicate organization creation while the name step is submitting.

Usage metering and Console onboarding fixes #

Organizations with overages off now stop at their included allowance, organization creation during onboarding reliably activates and continues, and document updates count only newly added content.

Fixes

Organizations with overages off now stop at their included allowance instead of recording billable usage.
Creating an organization during Console onboarding now reliably activates it and continues setup.
Updating a document now counts only newly added content instead of re-counting unchanged text.

Test and tune memory search in the Console #

Run v3 or v4 searches, tune retrieval settings, and inspect scored results, timing, or raw JSON before integrating the API.

Improvements

The MCP installer can now configure Supermemory for Nanobot globally or per project.
Markdown documents now keep headings, tables, and fenced code together when split for indexing.

Fixes

New API keys now appear immediately in Console, and deleted scoped keys are removed completely.
Document processing now recovers from blocked generated output instead of failing memory generation.

Polish

API key previews now preserve the recognizable prefix and use a consistent masked length.
Console now adapts its navigation, dialogs, panels, headers, and tables to phone-sized screens.

Console organization limits, memory graph, and connector fixes #

Console stops organization creation at the three-organization limit with guidance on requesting more, free organizations lose overage access after a paid plan is canceled, and the memory graph is readable in light and dark mode.

Improvements

Console now stops organization creation at the three-organization limit and explains how to request more.

Fixes

Free organizations no longer keep overage access after a paid plan is canceled.
The Console memory graph now has readable nodes, labels, and relationships in light and dark mode.
The API now rejects connector documents without an access token instead of ingesting their URL as text.

Organization reset and Console permission fixes #

Owners and admins can reset an organization while keeping members, billing, and the default project, CLI-created agents appear on Console's Agents page, and restricted members no longer see admin-only commands.

Improvements

Owners and admins can reset an organization, clearing its data and connections while keeping members, billing, and the default project.
Product-tip and usage emails now include a working unsubscribe link.

Fixes

CLI-created agents now appear on Console's Agents page.
Restricted members no longer see admin-only commands, Organization settings, or empty sidebar sections.
Starting User Insights twice no longer creates competing runs or clears the active report.
Plan-gated Console pages now recognize plan changes without another sign-in.
MCP clients connecting to /mcp no longer get a 404 during initialization.

User Insights, memory list API, and MCP authorization fixes #

Console labels User Insights and team invitations as Scale or Enterprise features before setup, Notion connector docs clarify how documentLimit applies per sync, and User Insights now completes for larger organizations with visible processing state.

Improvements

Console now labels User Insights and team invitations as Scale or Enterprise features before setup.
Notion connector docs now explain that documentLimit applies per sync and selects the most recently edited pages first.

Fixes

User Insights now completes for larger organizations and shows its processing state immediately.
The v4 memory list endpoint now returns results from every requested container tag.
MCP connections now resume authorization after browser login instead of losing the client's request.
Nova now separates free and Pro plugins so plan requirements are clear before you connect.

RBAC for organizations: member access by container tag #

Organization owners and admins can grant members full access or restrict them to selected container tags with read or write permissions.

Improvements

User Insights reports can now be exported as PDFs.
Nova's Connect to AI flow now provides client-specific MCP setup, including a guided Claude Desktop walkthrough.

Fixes

The MCP memory graph no longer gets stuck on Loading graph data.

Polish

The MCP memory graph now has clearer relationships, hover states, zoom controls, and an expandable legend.