# Changelog. Product updates across supermemory API, MCP, plugins, SDKs, local tooling, and research. [SDK](https://supermemory.ai/changelog/use-smfs-from-sandboxed-agents/) May 2, 2026 ## [Use SMFS from sandboxed agents with TypeScript and Python SDKs](https://supermemory.ai/changelog/use-smfs-from-sandboxed-agents/) [#](https://supermemory.ai/changelog/use-smfs-from-sandboxed-agents/) SMFS bash SDKs give TypeScript and Python agents a virtual memory-backed filesystem when they cannot mount a real folder. ### Fixes * Fixed an issue where the Codex plugin recalled only user memories and skipped project-scoped ones. * Fixed an issue where the Codex plugin never saved short sessions or turns after the last prompt. [Local](https://supermemory.ai/changelog/mount-memory-as-a-folder-with-smfs/) April 30, 2026 ## [Mount memory as a local folder with SMFS](https://supermemory.ai/changelog/mount-memory-as-a-folder-with-smfs/) [#](https://supermemory.ai/changelog/mount-memory-as-a-folder-with-smfs/) SMFS mounts a Supermemory container as a local folder that shells, editors, and agents can use through ordinary file operations. SMFS turns a Supermemory container into a folder tools already understand. ### Improvements * [Codex plugin now sets up your API key with a browser sign-in on first use.](https://supermemory.ai/docs/integrations/codex) * [Nova chat can now run bash commands with the SMFS bash tool.](https://supermemory.ai/docs/smfs/bash-tool) * [Google Drive connections in Nova now include sync options.](https://supermemory.ai/docs/connectors/google-drive) ### Fixes * Notion syncs for large workspaces no longer fail on rate limits. * Fixed a crash in the Console playground. * app.notion.com URLs are now recognized when importing Notion pages. * Fixed an issue where Gmail syncs could crash partway through. * Fixed PATCH document updates returning a 409 conflict against the document's own filepath. [Console](https://supermemory.ai/changelog/2026-04-28-improvements-and-fixes/) April 28, 2026 ## [Console .docx import, SMFS Python tool, and search fixes](https://supermemory.ai/changelog/2026-04-28-improvements-and-fixes/) [#](https://supermemory.ai/changelog/2026-04-28-improvements-and-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.](https://github.com/supermemoryai/examples) * Console's Import tab now accepts .docx files. * [The SMFS repository now includes an alpha Python tool for file operations and semantic memory search.](https://supermemory.ai/docs/smfs/bash-tool-python) ### 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. [Codex](https://supermemory.ai/changelog/memory-for-openai-codex/) April 27, 2026 ## [Persistent memory plugin for OpenAI Codex](https://supermemory.ai/changelog/memory-for-openai-codex/) [#](https://supermemory.ai/changelog/memory-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.](https://supermemory.ai/docs/integrations/codex) * [Console now has a chat playground for comparing models, memory modes, retrieval settings, and injected context.](https://console.supermemory.ai/) ### 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. [MCP](https://supermemory.ai/changelog/2026-04-21-fixes-and-polish/) April 21, 2026 ## [Connector sync cleanup, MCP project list refresh, and email polish](https://supermemory.ai/changelog/2026-04-21-fixes-and-polish/) [#](https://supermemory.ai/changelog/2026-04-21-fixes-and-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 * Login, email-change, and team-invite emails now use shorter layouts with plain links and one-time codes. [Connectors](https://supermemory.ai/changelog/choose-what-google-drive-syncs/) April 16, 2026 ## [Choose which Google Drive folders and files sync](https://supermemory.ai/changelog/choose-what-google-drive-syncs/) [#](https://supermemory.ai/changelog/choose-what-google-drive-syncs/) 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.](https://supermemory.ai/docs/add-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. [API](https://supermemory.ai/changelog/2026-04-15-fixes/) April 15, 2026 ## [Usage metering and Console onboarding fixes](https://supermemory.ai/changelog/2026-04-15-fixes/) [#](https://supermemory.ai/changelog/2026-04-15-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. [Console](https://supermemory.ai/changelog/test-memory-search-in-console/) April 14, 2026 ## [Test and tune memory search in the Console](https://supermemory.ai/changelog/test-memory-search-in-console/) [#](https://supermemory.ai/changelog/test-memory-search-in-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.](https://github.com/supermemoryai/install-mcp) * 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](https://supermemory.ai/changelog/2026-04-13-improvements-and-fixes/) April 13, 2026 ## [Console organization limits, memory graph, and connector fixes](https://supermemory.ai/changelog/2026-04-13-improvements-and-fixes/) [#](https://supermemory.ai/changelog/2026-04-13-improvements-and-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. [Console](https://supermemory.ai/changelog/2026-04-10-improvements-and-fixes/) April 10, 2026 ## [Organization reset and Console permission fixes](https://supermemory.ai/changelog/2026-04-10-improvements-and-fixes/) [#](https://supermemory.ai/changelog/2026-04-10-improvements-and-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. [Newer May 6–27 ](https://supermemory.ai/changelog/page/6/) 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 7 of 13Apr 10 – May 2 [Older Mar 28 – Apr 9 ](https://supermemory.ai/changelog/page/8/) ## 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/)