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.

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

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.

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

Full Changelog: v2.6.4...v2.6.5