Changelog

New Features:

• Parallel Tools: Added ParallelTools toolkit for AI-optimized web search and content extraction. Includes both direct API integration and MCP server support.
• Claude’s context editing capabilities: Added support for Claude Context Editing capabilities. Useful to automatically control growing contexts by removing old tool and reasoning blocks.

Improvements:

• Workflow metrics: Add duration to the top-level Workflow metrics, showing the total duration of the complete Workflow run.
• Anthropic Betas: All beta features in the Anthropic API can now be used with your Agno Claude models via the betas parameter. You can see more about this in our docs.
• Gmail Tool: Gmail tool can now list custom labels, apply labels to emails, remove labels from emails, and delete custom labels to organize and manage your emails. Contributor: @shivanishirolkar

Bug Fixes:

• Metrics calculation with no sessions: Fix a bug when trying to calculate metrics via the AgentOS API when there are no sessions recorded in the database.
• FileGenerationTools Toolkit: Fix a bug related to how we were building the file URL when presenting the tool to the Models.
• Image handling with Claude: Fix a bug related to passing images as bytes when using Claude.
• AgentOS Resync: Fixed issues with MCP tools handling and resync.

What's Changed

• Typo correct by @uzaxirr in https://github.com/agno-agi/agno/pull/5360
• fix: handle empty session lists in calculate_date_metrics function by @Ayush0054 in https://github.com/agno-agi/agno/pull/5345
• feat: Support chunk size and overlap on OS knowledge upload by @willemcdejongh in https://github.com/agno-agi/agno/pull/5128
• fix: resolve race condition causing zero embeddings in SentenceTransformerEmbedder by @Ayush0054 in https://github.com/agno-agi/agno/pull/5361
• fix: use file_path to save file_artifact instead of url by @hztBUAA in https://github.com/agno-agi/agno/pull/5352
• fix: Serialized team events by @dirkbrnd in https://github.com/agno-agi/agno/pull/5384
• feat: add workflow duration metrics [SDK-81] by @harshsinha03 in https://github.com/agno-agi/agno/pull/5369
• fix: add missing var initialization to Claude image handling logic by @manuhortet in https://github.com/agno-agi/agno/pull/5375
• [feat] Add claude context management support by @jtalmi in https://github.com/agno-agi/agno/pull/4880
• feat: general support for Anthropic betas by @manuhortet in https://github.com/agno-agi/agno/pull/5389
• feat: custom health endpoint by @ysolanky in https://github.com/agno-agi/agno/pull/5376
• fix: Workflow session summary by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/5394
• fix: Reorder resync for MCP by @dirkbrnd in https://github.com/agno-agi/agno/pull/5398
• feat: added gmail label management functions by @shivanishirolkar in https://github.com/agno-agi/agno/pull/5134
• feat: Add ParallelTools with Search and Extract [SDK-275] by @harshsinha03 in https://github.com/agno-agi/agno/pull/5373
• chore: v2.2.11 by @manuhortet in https://github.com/agno-agi/agno/pull/5390
• fix: Team session metrics update after run cancellation by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/5395

New Contributors

• @hztBUAA made their first contribution in https://github.com/agno-agi/agno/pull/5352
• @shivanishirolkar made their first contribution in https://github.com/agno-agi/agno/pull/5134

Full Changelog: https://github.com/agno-agi/agno/compare/v2.2.10...v2.2.11