# Changelog. Product updates across supermemory API, MCP, plugins, SDKs, local tooling, and research. [Web app](https://supermemory.ai/changelog/2026-03-08-improvements-and-fixes/) March 8, 2026 ## [Plugin sign-in approval, Console and Nova fixes](https://supermemory.ai/changelog/2026-03-08-improvements-and-fixes/) [#](https://supermemory.ai/changelog/2026-03-08-improvements-and-fixes/) Plugin sign-in now shows an approval page before returning an API key to the requesting app, OpenCode gains a /supermemory-logout command, OpenClaw builds memory from user messages while treating agent replies as context, and plugin sign-in works for users with multiple organizations. ### Improvements * [OpenCode now includes a /supermemory-logout command for clearing saved credentials.](https://supermemory.ai/docs/integrations/opencode) * Plugin sign-in now shows an approval page before returning an API key to the requesting app. * OpenClaw now builds memory from user messages while treating agent replies as context and ignoring background events. ### Fixes * Container tags containing URL-sensitive characters can now be viewed, updated, and deleted correctly in Console. * Console now shows clear not-found states for missing documents and container tags. * Claude Code now shows actionable authentication, permission, rate-limit, and service errors instead of silently acting as if no memories exist. * OpenCode memory context no longer shows \[object Object\], \[NaN%\], or blank project-memory entries when fields are missing. * Nova's chat-history button is now available on mobile. * Fixed an issue where Nova chats could use the wrong space or model after a selection changed. * Fixed an issue where plugin sign-in failed silently for users with multiple organizations instead of letting them choose an organization and return to the connection. [MCP](https://supermemory.ai/changelog/explore-the-memory-graph-from-mcp/) March 5, 2026 ## [Explore the memory graph in MCP Apps clients](https://supermemory.ai/changelog/explore-the-memory-graph-from-mcp/) [#](https://supermemory.ai/changelog/explore-the-memory-graph-from-mcp/) MCP Apps-compatible clients can open an interactive graph for inspecting connected memories and documents. [Web app](https://supermemory.ai/changelog/2026-03-04-improvements-and-fixes/) March 4, 2026 ## [ViaSocket guide, memory graph tag filters, and Console billing fixes](https://supermemory.ai/changelog/2026-03-04-improvements-and-fixes/) [#](https://supermemory.ai/changelog/2026-03-04-improvements-and-fixes/) A new ViaSocket guide covers Supermemory searches and profiles in no-code flows, Console's memory graph filters by container tags, and scheduled downgrades now show the correct billing actions. ### Improvements * [A new ViaSocket guide shows how to use Supermemory searches and profiles in no-code automation flows.](https://supermemory.ai/docs/integrations/viasocket) * Console's memory graph can now be filtered by one or more container tags. ### Fixes * After a scheduled downgrade, Console Billing now shows the correct upgrade and downgrade actions, and reopening the confirmation dialog starts with an empty field. [Research](https://supermemory.ai/changelog/2026-02-25-improvements/) February 25, 2026 ## [MemoryBench providers, Claude skills, and container tag filtering](https://supermemory.ai/changelog/2026-02-25-improvements/) [#](https://supermemory.ai/changelog/2026-02-25-improvements/) MemoryBench gains a Claude skill for scaffolding provider adapters and running benchmarks, new filesystem-memory and hybrid-RAG providers for comparison, and the Supermemory repository gets a Claude skill with setup guidance and TypeScript and Python examples. ### Improvements * [The MemoryBench repository now includes a Claude skill that can scaffold a provider adapter, run a benchmark, and summarize the results.](https://github.com/supermemoryai/memorybench) * [MemoryBench can now compare filesystem memory and hybrid RAG providers with its existing providers.](https://supermemory.ai/docs/memorybench/overview) * [The Supermemory repository now includes a Claude skill with setup guidance and TypeScript and Python examples for adding memory to applications.](https://github.com/supermemoryai/supermemory) * [The Documents API can now match either any or all selected container tags.](https://supermemory.ai/docs/concepts/filtering) [Web app](https://supermemory.ai/changelog/2026-02-19-improvements-fixes-and-polish/) February 19, 2026 ## [OpenClaw custom memory containers, plus API and Nova fixes](https://supermemory.ai/changelog/2026-02-19-improvements-fixes-and-polish/) [#](https://supermemory.ai/changelog/2026-02-19-improvements-fixes-and-polish/) OpenClaw can route store, search, forget, and profile operations to custom memory containers, document listing matches any selected container tag, and throttled API keys get a proper rate-limit error. ### Improvements * [OpenClaw can now route store, search, forget, and profile operations to custom memory containers.](https://supermemory.ai/docs/integrations/openclaw) ### Fixes * Document listing now returns documents matching any selected container tag instead of requiring every tag. * The API now returns a rate-limit error for throttled keys instead of reporting them as unauthorized. * v4 profile searches and search requests now record search-query usage correctly. * New Nova spaces now appear in the picker immediately, and deleting the active space returns you to Nova Spaces. * Large documents now finish processing instead of failing midway or timing out during summarization. ### Polish * Nova's Add Document flow now uses a single-space picker and selects a space immediately after you create it. [API](https://supermemory.ai/changelog/search-can-return-documents-memories-or-both/) February 18, 2026 ## [Search API can return documents, memories, or both](https://supermemory.ai/changelog/search-can-return-documents-memories-or-both/) [#](https://supermemory.ai/changelog/search-can-return-documents-memories-or-both/) The v4 Search API can return raw document chunks, extracted memories, or both for each query. [Plugins](https://supermemory.ai/changelog/supermemory-for-cursor/) February 17, 2026 ## [Cursor plugin: persistent memory across sessions](https://supermemory.ai/changelog/supermemory-for-cursor/) [#](https://supermemory.ai/changelog/supermemory-for-cursor/) Cursor can recall project context, save useful session memory, and expose memory tools through Supermemory. [Web app](https://supermemory.ai/changelog/2026-02-16-improvements-fixes-and-polish/) February 16, 2026 ## [OpenCode container tags, MCP forget fix, and Nova polish](https://supermemory.ai/changelog/2026-02-16-improvements-fixes-and-polish/) [#](https://supermemory.ai/changelog/2026-02-16-improvements-fixes-and-polish/) OpenCode can use exact user and project container tags reusable across teammates and machines, plus fixes for saving captured conversation transcripts and MCP's forget action. ### Improvements * [OpenCode can use exact user and project container tags, making the same memory scopes reusable across teammates and machines.](https://supermemory.ai/docs/integrations/opencode) ### Fixes * Fixed an issue where OpenCode failed to save captured conversation transcripts. * Fixed an issue where MCP's forget action failed instead of deleting the selected memory. * Short notes and questions can now finish processing even when they do not need a generated summary. ### Polish * Nova now uses the correct Integrations icon and a subtler, evenly spaced background grid in graph view. [Web app](https://supermemory.ai/changelog/2026-02-13-improvements/) February 13, 2026 ## [Container tag merging and Nova multi-Space filtering](https://supermemory.ai/changelog/2026-02-13-improvements/) [#](https://supermemory.ai/changelog/2026-02-13-improvements/) The API can merge two container tags into one while preserving their documents and memories, and Nova can filter the document grid and memory graph across multiple selected Spaces. ### Improvements * [The API can merge two container tags into one while preserving their documents and memories.](https://supermemory.ai/docs/concepts/container-tags) * [Nova can filter both the document grid and memory graph across multiple selected Spaces.](https://app.supermemory.ai/) [Web app](https://supermemory.ai/changelog/2026-02-12-fixes/) February 12, 2026 ## [API fixes: safer array filters and organization scoping](https://supermemory.ai/changelog/2026-02-12-fixes/) [#](https://supermemory.ai/changelog/2026-02-12-fixes/) Array filters in search, memories, and connections now safely handle user-provided values, and related results stay within the active organization. ### Fixes * Array filters in search, memories, and connections now safely handle user-provided values, and related results stay within the active organization. [Newer Mar 10–27 ](https://supermemory.ai/changelog/page/9/) 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 10 of 13Feb 12 – Mar 8 [Older Jan 30 – Feb 11 ](https://supermemory.ai/changelog/page/11/) ## 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/)