v1.2.11

Changelog

Bug Fixes:

• Fix for structured outputs: Fixed cases of structured outputs for reasoning.

What's Changed

• Fix: structured outputs by @ashpreetbedi in #2701
• v1.2.11 by @ashpreetbedi in #2702

Full Changelog: v1.2.10...v1.2.11

v1.2.10

Changelog

New Features:

• Knowledge Tools: Added KnowledgeTools for thinking, searching and analysing documents in a knowledge base.

What's Changed

• Knowledge Tools by @ashpreetbedi in #2693
• v1.2.10 by @ashpreetbedi in #2694

Full Changelog: v1.2.9...v1.2.10

v1.2.9

Changelog

Improvements:

• Simpler MCP Interface: Added MultiMCPTools to support multiple server connections and simplified the interface to only allow command to be passed. See these examples of how to use it. See the updated docs.

What's Changed

• MCPTools Simpler command flow by @dirkbrnd in #2660
• MCP Cleanups by @dirkbrnd in #2683
• Update Gemini for structured outputs with tools by @dirkbrnd in #2655
• Release 1.2.9 by @dirkbrnd in #2684

Full Changelog: v1.2.8...v1.2.9

v1.2.8

Changelog

New Features:

• Toolkit Instructions: Extended Toolkit with instructions and add_instructions to enable you to specify additional instructions related to how a tool should be used. These instructions are then added to the model’s “system message” if add_instructions=True .

Bug Fixes:

• Teams transfer functions: Some tool definitions of teams failed for certain models. This has been fixed.

What's Changed

• Remove warning on deepcopy which gets triggered for some async knowledge bases by @dirkbrnd in #2659
• Fix cases where tools passed to internal agents fail by @dirkbrnd in #2658
• Toolkit Instructions by @ashpreetbedi in #2676
• v1.2.8 by @ashpreetbedi in #2680

Full Changelog: v1.2.7...v1.2.8

v1.2.7

1.2.7

Created: March 31, 2025 4:13 PM

Changelog

New Features:

• Gemini Image Generation: Added support for generating images straight from Gemini using the gemini-2.0-flash-exp-image-generation model.

Improvements:

• Vertex AI: Improved use of Vertex AI with Gemini Model class to closely follow the official Google specification
• Function Result Caching Improvement: We now have result caching on all Agno Toolkits and any custom functions using the @tool decorator. See the docs here.
• Async Vector DB and Knowledge Base Improvements: Various knowledge bases, readers and vector DBs now have async-await support, so it will be used in agent.arun and agent.aprint_response. This also means that knowledge_base.aload() is possible which should greatly increase loading speed in some cases. The following have been converted:
  • Vector DBs:
    • LanceDb → Here is a cookbook to illustrate how to use it.
    • Milvus → Here is a cookbook to illustrate how to use it.
    • Weaviate → Here is a cookbook to illustrate how to use it.
  • Knowledge Bases:
    • JSONKnowledgeBase → Here is a cookbook to illustrate how to use it.
    • PDFKnowledgeBase → Here is a cookbook to illustrate how to use it.
    • PDFUrlKnowledgeBase → Here is a cookbook to illustrate how to use it.
    • CSVKnowledgeBase → Here is a cookbook to illustrate how to use it.
    • CSVUrlKnowledgeBase → Here is a cookbook to illustrate how to use it.
    • ArxivKnowledgeBase → Here is a cookbook to illustrate how to use it.
    • WebsiteKnowledgeBase → Here is a cookbook to illustrate how to use it.
    • YoutubeKnowledgeBase → Here is a cookbook to illustrate how to use it.
    • TextKnowledgeBase → Here is a cookbook to illustrate how to use it.

Bug Fixes:

• Recursive Chunking Infinite Loop: Fixes an issue with RecursiveChunking getting stuck in an infinite loop for large documents.

What's Changed

• Update PR template by @ashpreetbedi in #2617
• pr_template_update by @ysolanky in #2619
• MCP playground example by @dirkbrnd in #2588
• reasoning-fix-ag-2924 by @ysolanky in #2590
• improve-message-history-ag-2922 by @ysolanky in #2580
• improve-vertexi-implementation-ag-2927 by @ysolanky in #2618
• Add Gemini image generation support by @dirkbrnd in #2621
• Better function result caching by @dirkbrnd in #2584
• async milvus vector db by @kausmeows in #2555
• async support for json kb and reader by @kausmeows in #2615
• async support for csv reader and kb with tests by @kausmeows in #2626
• Fix issue with async generators by @dirkbrnd in #2643
• weaviate vector db async support by @kausmeows in #2526
• add async support for arxiv reader by @kausmeows in #2593
• chore: update cluster.py by @eltociear in #2609
• async support text reader by @kausmeows in #2598
• updated logging messages in Agent class by @laitifranz in #2490
• Make the default embedder the latest model from Gemini by @dirkbrnd in #2645
• recursive-chunking-fix-ag-2925 by @ysolanky in #2591
• add async support for website reader and kb by @kausmeows in #2603
• async support for youtube reader and kb by @kausmeows in #2614
• Release 1.2.7 by @dirkbrnd in #2646

New Contributors

• @laitifranz made their first contribution in #2490

Full Changelog: v1.2.6...v1.2.7

v1.2.6

Changelog

Bug Fixes:

• Gemini Function call result fix: Fixed a bug with function call results failing formatting and added proper role mapping
• Reasoning fix: Fixed an issue with default reasoning and improved logging for reasoning models

What's Changed

• reasoning-fix-ag-2923 by @ysolanky in #2581
• Add sync router version of multimodal run by @anuragts in #2586
• fix-gemini-fc-result-ag-2926 by @ysolanky in #2594
• Release 1.2.6 by @ysolanky in #2597

Full Changelog: v1.2.5...v1.2.6

v1.2.5

Changelog

New Features:

• E2B Tools: Added E2B Tools to run code in E2B Sandbox

Improvements:

• Teams Tools: Add tools and tool_call_limit to Team. This means the team leader itself can also have tools provided by the user, so it can act as an agent.
• Teams Instructions: Improved instructions around attached images, audio, videos, and files. This should increase success when attaching artifacts to prompts meant for member agents.
• MCP Include/Exclude Tools: Expanded MCPTools to allow you to specify tools to specifically include or exclude from all the available tools on an MCP server. This is very useful for limiting which tools the model has access to.
• Tool Decorator Async Support: The @tool() decorator now supports async functions, including async pre and post-hooks.

Bug Fixes:

• Default Chain-of-Thought Reasoning: Fixed issue where reasoning would not default to manual CoT if the provided reasoning model was not capable of reasoning.
• Teams non-markdown responses: Fixed issue with non-markdown responses in teams.
• Ollama tool choice: Removed tool_choice from Ollama usage as it is not supported.
• Worklow session retrieval from storage: Fixed entity_id mappings

What's Changed

• Prevent agent memory user id override by @Sebastiao-Assuncao in #2458
• Update CONTRIBUTING.md by @KPCOFGS in #2546
• fix: reasoning COT for non reasoning models by @pritipsingh in #2545
• Fix response issues with team members by @dirkbrnd in #2558
• e2b code interpreter by @Ayush0054 in #2414
• Add more instructions for handling of files by @dirkbrnd in #2561
• Improve tool call logs ag 2919 by @ysolanky in #2563
• feat: add cookbooks for search types by @lakshdhamija in #2565
• gemini-tool-role-fix-ag-2920 by @ysolanky in #2567
• Add ability to include/exclude tools in MCP by @dirkbrnd in #2564
• Add tools to teams by @dirkbrnd in #2560
• fix: return title in teams sessions by @anuragts in #2573
• Bug fix for Workflow session retrieval by @willemcdejongh in #2575
• Add Team to Team members response definition by @willemcdejongh in #2578
• Multimodal upload in teams playground by @anuragts in #2576
• fix: multi agent teams example by @spartanz51 in #2577
• add seperate panel for tool calls in each team pass by @kausmeows in #2539
• Release 1.2.5 by @dirkbrnd in #2574

New Contributors

• @lakshdhamija made their first contribution in #2565
• @spartanz51 made their first contribution in #2577

Full Changelog: v1.2.4...v1.2.5

v1.2.4

Changelog

Improvements:

• Tool Choice on Teams: Made tool_choice configurable.

Bug Fixes:

• Sessions not created: Made issue where sessions would not be created in existing tables without a migration be more visible. Please read the docs on [storage schema migrations](https://docs.agno.com/agents/storage).
• Todoist fixes: Fixed update_task on TodoistTools.

What's Changed

• Add teams playground endpoints by @willemcdejongh in #2532
• Teams playground updates by @willemcdejongh in #2534
• Update skyplanner example by @dirkbrnd in #2542
• Fix the update_task for todoist by @dirkbrnd in #2533
• Sql Session fix by @ashpreetbedi in #2537
• Fix tool_choice issue by @dirkbrnd in #2543
• Release 1.2.4 by @dirkbrnd in #2544

Full Changelog: v1.2.3...v1.2.4

v1.2.3

Changelog

Improvements:

• Teams Error Handling: Improved the flow in cases where the model gets it wrong when forwarding tasks to members.

What's Changed

• Fix: Teams by @ashpreetbedi in #2527
• v1.2.3 by @ashpreetbedi in #2528

Full Changelog: v1.2.2...v1.2.3

v1.2.2

Changelog

Bug Fixes:

• Teams Memory: Fixed issues related to memory not persisting correctly across multiple sessions.

What's Changed

• context-update-ag-2909 by @ysolanky in #2522
• Show tool calls for Teams by @dirkbrnd in #2523
• Fix issue with team memory by @dirkbrnd in #2519
• improve-openaichat-error-handling-ag-2910 by @ysolanky in #2525
• Release 1.2.2 by @dirkbrnd in #2524

Full Changelog: v1.2.1...v1.2.2