Faster memory search during embedding provider slowdowns#
Memory search now avoids long retry chains, so queries stay under 600 ms even when an upstream embedding provider slows down.
Changelog.
Product updates across supermemory API, MCP, plugins, SDKs, local tooling, and research.
Review suggested memories before saving them#
Review inferred memories from the dashboard and approve, decline, skip, or undo each suggestion before it becomes durable context.
Dreaming batch retries, MCP client reconnection fix, and the Cursor install guide#
Stalled or failed Dreaming batches now retry without blocking newer batches in the same container, reconnecting an approved MCP client reuses its API key, and the Cursor installation guide uses the published integration package.
Highlights
- Stalled or failed Dreaming batches now retry without blocking newer batches in the same container.
- Reconnecting an approved MCP client no longer creates a new API key each time.
- The Cursor installation guide now uses the published integration package instead of the marketplace.
Fixes
- Fixed an issue where frequently updated facts were missing from memory profiles.
- Large Dreaming queues no longer fail during background memory generation.
- Starting or cancelling a plan in Console no longer fails with a server error.
Polish
- The sign-in page now shows Supermemory's orbit animation and respects reduced-motion settings.
Forget memories by description with the Memories API#
Use the Memories API to describe what to remove, preview matches with a dry run, then send a second request to forget them.
Search memories by time using natural date phrases#
Search now understands phrases like last week, in March, and between two dates, along with common numeric date formats.
Improvements
- MCP now returns a clear timeout instead of waiting indefinitely when a request stalls.
Polish
Chrome extension imports from ChatGPT, Claude, Grok, and Gemini, plus smarter memory profiles#
The Chrome extension guides imports from ChatGPT, Claude, Grok, and Gemini; long memory profiles preserve recent, frequently updated facts while summarizing older context; and shareable integration links open a specific connection ready to set up.
Highlights
- The Chrome extension now guides imports from ChatGPT, Claude, Grok, and Gemini.
- Long memory profiles now preserve recent, frequently updated facts while summarizing older context.
- Shareable integration links can now open a specific connection ready to set up.
Improvements
- Creating an organization from Settings now opens onboarding with its name prefilled.
- Container tag pages can now open Playground with that tag selected and ready to test.
- OpenCode now preserves whether a saved memory belongs to the user or current project.
Fixes
- Documents and memories with numeric metadata now index correctly and remain filterable by number.
- One malformed generated memory no longer fails an entire extraction batch.
- The MCP memory graph now shows loaded document counts and supports loading more pages.
- The Python OpenAI integration now saves memories instead of returning a runtime error.
- Claude Code setup docs now use the current plugin and command names.
- Large PDFs no longer fail to process when text extraction takes longer than usual.
- The delete-organization dialog now focuses the confirmation field reliably.
- Cloud connections now load and connect correctly through the API.
Polish
- Connected knowledge-base cards now show their status once instead of twice.
- On mobile, Integrations shows Active and Recent activity above a compact vertical list.
- The Integrations page no longer refreshes twice when it opens.
Install memory in Claude Code, Cursor, OpenCode, and Codex#
The Supermemory CLI can set up memory for Claude Code, Cursor, OpenCode, and Codex from one command.
Weekly memory digest emails and history in Nova#
Eligible Nova users receive a Monday recap after weeks with at least three new documents, with digest history and email controls in the web app.
Improvements
- The X bookmarks card now shows the last import time and appears under Connected.
Fixes
- The Memories API now returns custom metadata, and metadata filters work on those values.
- File uploads with invalid metadata now return a validation error instead of a server error.
Approve MCP connections before they access memory#
Review each MCP client's requested permissions and approve or deny access before it can read or write memory.
Improvements
- Claude Code now decides when memory would help each prompt and recalls it automatically.
- Connector sync history now shows which items failed and why.
- Claude Code, Codex, OpenCode, and OpenClaw can connect to a custom or self-hosted Supermemory server.
- Added guided MCP setup for Antigravity.
Fixes
- Fixed an issue where the consent screen showed access authorized while the MCP client never connected.
Multi-link Add Memory, Apple Shortcuts setup, and organization deletion#
Paste multiple links into Add Memory to create a separate memory per URL, set up Apple Shortcuts from a single dialog, browse Integrations before signing in, and delete an organization from the Settings danger zone.
Highlights
- Pasting multiple links into Add Memory now creates a separate memory for each selected URL.
- Apple Shortcuts setup now puts its use cases and Add Memory and Search Memory shortcuts in one dialog.
- Organization owners can now delete an organization from the Settings danger zone.
Improvements
- Claude Code now notifies you when a plugin update is available.
- You can browse Integrations before signing in; Connect returns you to setup after login.
- The API docs now include a guide to organizing and isolating memory with container tags.
- Codex, OpenClaw, and OpenCode now notify you when a plugin update is available.
Fixes
- Rate-limited API requests now return HTTP 429 with Retry-After so clients know when to retry.
- Resuming organization setup no longer creates a duplicate organization.
Polish
- Integration cards now open details with use cases, documentation, and the relevant action.
- Settings now opens in one modal with organization, account, billing, and connection controls.