# Changelog. Product updates across supermemory API, MCP, plugins, SDKs, local tooling, and research. [Web app](https://supermemory.ai/changelog/nova-can-search-the-web/) March 27, 2026 ## [Nova web search: live answers with linked sources](https://supermemory.ai/changelog/nova-can-search-the-web/) [#](https://supermemory.ai/changelog/nova-can-search-the-web/) Nova now searches the live web when a question needs current information, shows its progress, and links the sources used in the answer. [Web app](https://supermemory.ai/changelog/2026-03-26-improvements-and-fixes/) March 26, 2026 ## [Memory expiration fields, plus Nova, MCP, and plugin fixes](https://supermemory.ai/changelog/2026-03-26-improvements-and-fixes/) [#](https://supermemory.ai/changelog/2026-03-26-improvements-and-fixes/) New v4 memories can carry an expiration time, a reason for forgetting, and document or event dates, sign-ups with unsupported email domains get a clear rejection, and usage limits account for full request size. ### Improvements * [New v4 memories can include an expiration time, a reason for forgetting, and document or event dates in the initial request.](https://supermemory.ai/docs/add-memories) ### Fixes * Sign-up attempts with an unsupported email domain now return a clear rejection instead of a generic server error. * Usage limits now account for the full size of each request and allow continued processing when organization overage is enabled. * Nova no longer intermittently shows an Upgrade to Pro prompt on plugin and connection pages for users with an active paid plan. * MCP connections authenticated with an API key no longer fail with a missing-organization error. * OpenClaw no longer crashes on startup when the Supermemory store tool is registered. [Web app](https://supermemory.ai/changelog/2026-03-24-improvements-and-fixes/) March 24, 2026 ## [Nova and Console fixes: plan recognition and account settings](https://supermemory.ai/changelog/2026-03-24-improvements-and-fixes/) [#](https://supermemory.ai/changelog/2026-03-24-improvements-and-fixes/) New Nova accounts create and activate a workspace during onboarding, Console Advanced Settings adds an account-email change flow, and account role changes now require administrator permission. ### Improvements * New Nova accounts now create and activate a workspace during onboarding, and signed-in accounts without one return to setup. * Console Advanced Settings now lets users request an account-email change and sends the approval link to their current inbox. ### Fixes * Account role changes now require administrator permission. * Nova now recognizes Scale and Enterprise plans on plugin, connection, and usage pages instead of showing an incorrect upgrade prompt. * [Console now shows the Scale plan requirement before you try to connect GitHub.](https://supermemory.ai/docs/connectors/github) [Research](https://supermemory.ai/changelog/memscore-reports-answer-quality-search-speed-and-context-size/) March 23, 2026 ## [MemScore in MemoryBench: answer quality, latency, and context size](https://supermemory.ai/changelog/memscore-reports-answer-quality-search-speed-and-context-size/) [#](https://supermemory.ai/changelog/memscore-reports-answer-quality-search-speed-and-context-size/) MemoryBench now reports answer accuracy, average search latency, and average context tokens together in the CLI, report JSON, and run overview. [Console](https://supermemory.ai/changelog/upload-multiple-documents-at-once/) March 19, 2026 ## [Upload multiple documents at once in Nova](https://supermemory.ai/changelog/upload-multiple-documents-at-once/) [#](https://supermemory.ai/changelog/upload-multiple-documents-at-once/) Nova's Add Document flow can queue multiple files, upload up to three at once, show each file's status, and retry failed uploads. [Web app](https://supermemory.ai/changelog/2026-03-18-improvements-and-fixes/) March 18, 2026 ## [Console documents page, scoped API keys, and connector fixes](https://supermemory.ai/changelog/2026-03-18-improvements-and-fixes/) [#](https://supermemory.ai/changelog/2026-03-18-improvements-and-fixes/) Scoped API keys can grant access to multiple container tags, Console's organization picker shows each organization's plan and usage totals, and empty Nova spaces offer direct actions to start saving content. ### Improvements * [Scoped API keys can now grant access to multiple container tags.](https://supermemory.ai/docs/authentication) * Console's organization picker now shows each organization's plan, connector, document, and container-tag totals. * Empty Nova spaces now offer direct actions to save a link, write a note, install the Chrome extension, or browse more integrations. * When removing a connection, you can now keep its imported documents. * [Console now has a Documents page for browsing all organization documents and filtering them by container tag or status.](https://console.supermemory.ai/) ### Fixes * Console's API key list no longer crashes when an existing key has no metadata. * Deleting or merging container tags no longer reports a failure after the operation has already succeeded. * Google and Microsoft connections now keep syncing when new sign-in credentials replace the old ones. * Updating only a document's metadata no longer reprocesses unchanged content. [CLI](https://supermemory.ai/changelog/control-supermemory-from-the-terminal/) March 15, 2026 ## [New CLI: manage memories, connectors, and teams from the terminal](https://supermemory.ai/changelog/control-supermemory-from-the-terminal/) [#](https://supermemory.ai/changelog/control-supermemory-from-the-terminal/) The CLI brings memory, search, documents, connectors, billing, teams, status, and JSON-friendly operations to the shell. [Web app](https://supermemory.ai/changelog/2026-03-14-improvements-fixes-and-polish/) March 14, 2026 ## [Console billing updates and Documents API audio transcription](https://supermemory.ai/changelog/2026-03-14-improvements-fixes-and-polish/) [#](https://supermemory.ai/changelog/2026-03-14-improvements-fixes-and-polish/) Paid Console users can open the billing portal from the Billing page, the Requests page gets adjustable page sizes, connector setup lets you choose a document limit, and the Documents API adds audio transcription. ### Improvements * Paid Console users can now open the billing portal from the Billing page. * Console's Requests page now lets you choose how many rows to show per page. * Console connector setup now lets you choose a document limit from 1 to 500. * [The Documents API can now transcribe MP3, WAV, AAC, FLAC, OGG, AIFF, and M4A uploads.](https://supermemory.ai/docs/concepts/content-types) ### Fixes * Nova's document details now open Google Docs, Sheets, and Slides at their original source URLs. * Container tags containing colons work again in API requests. * The Documents API can now retry a failed document with the same custom ID instead of returning the failed record again. ### Polish * Console Billing now shows the current plan, overage controls, and previous period side by side, with the downgrade action on the current plan. [Console](https://supermemory.ai/changelog/control-overage-at-the-organization-level/) March 11, 2026 ## [Control API overage at the organization level](https://supermemory.ai/changelog/control-overage-at-the-organization-level/) [#](https://supermemory.ai/changelog/control-overage-at-the-organization-level/) Pro and Scale organizations can choose whether API usage continues into overage from Billing; Enterprise overage remains enabled and cannot be toggled. [Web app](https://supermemory.ai/changelog/2026-03-10-improvements-and-fixes/) March 10, 2026 ## [Microsoft Agent Framework integration, Console and connector fixes](https://supermemory.ai/changelog/2026-03-10-improvements-and-fixes/) [#](https://supermemory.ai/changelog/2026-03-10-improvements-and-fixes/) Microsoft Agent Framework gains a Supermemory integration with automatic recall, optional conversation storage, and explicit memory tools, Nova adds multi-select document deletion, and Console admins can copy pending invitation links. ### Improvements * [Microsoft Agent Framework now has a Supermemory integration for automatic recall, optional conversation storage, and explicit memory tools.](https://supermemory.ai/docs/integrations/agent-framework) * Nova now lets you select and delete multiple documents at once. * Console admins can now copy a pending team invitation's link from the Team page. * Integrators can now disable a scoped API key when a user leaves without deleting that user's memories or container tags. * [Console now lets you choose which GitHub repositories to sync and shows connection details and destinations in sync history.](https://supermemory.ai/docs/connectors/github) ### Fixes * Console request links now open a document in its actual container tag instead of falling back to the default space. * Container tags with spaces or symbols no longer prevent documents and memories from being indexed. * Large Gmail syncs now finish importing instead of failing while the thread list is prepared. [Newer Mar 28 – Apr 9 ](https://supermemory.ai/changelog/page/8/) 1. [ ](https://supermemory.ai/changelog/) 2. [ ](https://supermemory.ai/changelog/page/2/) 3. [ ](https://supermemory.ai/changelog/page/3/) 4. [ ](https://supermemory.ai/changelog/page/4/) 5. [ ](https://supermemory.ai/changelog/page/5/) 6. [ ](https://supermemory.ai/changelog/page/6/) 7. [ ](https://supermemory.ai/changelog/page/7/) 8. [ ](https://supermemory.ai/changelog/page/8/) 9. [ ](https://supermemory.ai/changelog/page/9/) 10. [ ](https://supermemory.ai/changelog/page/10/) 11. [ ](https://supermemory.ai/changelog/page/11/) 12. [ ](https://supermemory.ai/changelog/page/12/) 13. [ ](https://supermemory.ai/changelog/page/13/) Page 9 of 13Mar 10–27 [Older Feb 12 – Mar 8 ](https://supermemory.ai/changelog/page/10/) ## Start building with supermemory. Memory and continual learning for any model, any harness. Available through our API, plugins, and MCP. [Build with supermemory ](https://console.supermemory.ai/)