Changelog

New Features:

• Gemini Multimodal File Search: Added multimodal support in the Gemini File Search API (for google-genai≥1.75.0). See cookbook.
• Context Providers: Added GmailContextProvider and CalendarContextProvider following the same pattern as existing providers (GDrive, Slack, Database). Also updates GDriveContextProvider to support OAuth in addition to service account auth.
• Scheduler: Added scheduler support for Mongo and AsyncMongo Db to run agents, teams, and workflows on a cron in AgentOS.
• Workflow Condition Step: Added on_error handling to the Condition workflow step, allowing users to control how errors are handled when sub-steps within a condition fail.

Improvements:

• LLMsTxt Tools: Added an allowed_hosts param so agents only fetch from hosts you trust.
• SlackContextProvider: Add enable_media_tools flag (default: False) to control file download/upload.
  • download_file added to read tools
  • upload_file added to write tools

Bug Fixes:

• MCP IDOR: Fixed to bind the user_id on AgentOS MCP tool handlers to the authenticated JWT subject to prevent cross-tenant reads and writes.
• Toolkit Instructions: Fixed @tool(instructions=...) to take effect when used inside a Toolkit.
• Metrics: Fixed to accumulate parser, output, and member metrics in team run_response.
• Workflow: Fixed to persist mid-step workflow run cancellation.
• SQLTools: Updated to include column default in describe_table.
• Slack Interface: Fixed to replace Slack bot @mention with display name instead of stripping.
• GoogleDriveTools: Fixed binary file errors + Office extraction + Shared Drive params in GoogleDriveTools.
• ChromaDb: Fixed to offload async batch upsert/insert to worker thread.
• Memory: Fixed include identity fields in update_memory and delete_memory tools.

What's Changed

• fix: accumulate parser, output, and member metrics in team run_response by @ysolanky in https://github.com/agno-agi/agno/pull/7704
• fix: workflow cancellation persistance by @kausmeows in https://github.com/agno-agi/agno/pull/7732
• fix: include column default in describe_table by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/7703
• feat: add search_messages and media tools to SlackContextProvider by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/7702
• cookbook: frameworks quickstart for Agno + Claude Code + LangGraph + DSPy by @ashpreetbedi in https://github.com/agno-agi/agno/pull/7743
• fix: replace Slack bot @mention with display name instead of stripping by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/7750
• fix: add allowed_hosts allowlist to LLMsTxtTools by @harshsinha03 in https://github.com/agno-agi/agno/pull/7759
• feat: add on_error handling to Condition step by @rotem-bar-cyera in https://github.com/agno-agi/agno/pull/7214
• feat: add Gmail and Calendar context providers by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/7747
• fix: binary file errors + Office extraction + Shared Drive params in GoogleDriveTools by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/7764
• fix: surface per-tool instructions when registered via Toolkit by @harshsinha03 in https://github.com/agno-agi/agno/pull/7798
• fix: chromadb offload async batch upsert/insert to worker thread by @basnijholt in https://github.com/agno-agi/agno/pull/7711
• fix: include identity fields in update_memory and delete_memory tools by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/6550
• [feat] Added scheduler support for mongo by @abhi10691 in https://github.com/agno-agi/agno/pull/6938
• fix: bind MCP tool user_id to JWT subject by @sannya-singal in https://github.com/agno-agi/agno/pull/7811
• feat: gemini file api multimodal by @kausmeows in https://github.com/agno-agi/agno/pull/7788
• chore: Release v2.6.5 by @kausmeows in https://github.com/agno-agi/agno/pull/7809

New Contributors

• @rotem-bar-cyera made their first contribution in https://github.com/agno-agi/agno/pull/7214

Full Changelog: https://github.com/agno-agi/agno/compare/v2.6.4...v2.6.5