Changelog

New features

• Run context: You can now gain access to the run context in your tools, hooks, tool hooks, dependency functions and instructions functions, by adding adding the run_context parameter to them. This streamlines access and management of state data, and fixes some edge cases. Read more in our docs.
• RedisVL Vector DB: Added support for Redis as a VectorDB for Knowledge. See the docs
• VLLM Embeddings: Added support for using vLLM models for embeddings. See the docs.

Improvements

• MCP tool name prefix: Added tool_name_prefix as a parameter in the MCPTools class, allowing to add a prefix to all tool names related to the contextual MCP server. This is useful to avoid name collisions when using multiple MCP servers.
• AgentOS Improved Logging: Added more logs for internal errors or any other HTTP exceptions, for easier debugging.

Bug Fixes:

• update_cultural_knowledge in Culture not working with async db: Fix async CultureManager functions to use correct functions for async db.
• Remove highlights from ExaTools: Highlights was removed as a parameter from Exa from v2.0.0 onwards. For newer versions
• AsyncDB on Knowledge Filtering: Fixed issues when using knowledge filters and async databases together.

What's Changed

• fix: using culture's update_cultural_knowledge with async db by @kausmeows in https://github.com/agno-agi/agno/pull/5284
• [fix] no run_response passed to model.get_request_params by @5739n4 in https://github.com/agno-agi/agno/pull/5266
• fix: testing github actions by @dirkbrnd in https://github.com/agno-agi/agno/pull/5285
• fix: Remove highlights parameter (removed from Exa API v2.0.0) by @pixelsoccupied in https://github.com/agno-agi/agno/pull/5280
• Fix: Add missing text_contents parameter to add_contents method signature by @ron-42 in https://github.com/agno-agi/agno/pull/5239
• feat: add tool_name_prefix param to MCPTools by @hypen-code in https://github.com/agno-agi/agno/pull/5271
• feat: introduce run context by @manuhortet in https://github.com/agno-agi/agno/pull/5151
• feat: VectorDB migrations script by @willemcdejongh in https://github.com/agno-agi/agno/pull/5172
• fix: Error handling AgentOS by @dirkbrnd in https://github.com/agno-agi/agno/pull/5283
• fix: tool execution import by @kausmeows in https://github.com/agno-agi/agno/pull/5304
• fix: determining tools for Teams in OS schema by @manuhortet in https://github.com/agno-agi/agno/pull/5305
• fix: Model Response Unbound issue by @dirkbrnd in https://github.com/agno-agi/agno/pull/5303
• fix: Async DBs on Knowledge filters by @dirkbrnd in https://github.com/agno-agi/agno/pull/5306
• [feat] Add Redis as supported VectorDB by @rbs333 in https://github.com/agno-agi/agno/pull/5221
• feat: Add VLLM embedder support (local/remote) by @uzaxirr in https://github.com/agno-agi/agno/pull/5187
• [fix] Correct type annotation for pre_hooks and post_hooks to allow mixed lists by @krishnarathore12 in https://github.com/agno-agi/agno/pull/5307
• chore: Release 2.2.7 by @dirkbrnd in https://github.com/agno-agi/agno/pull/5287

New Contributors

• @pixelsoccupied made their first contribution in https://github.com/agno-agi/agno/pull/5280
• @hypen-code made their first contribution in https://github.com/agno-agi/agno/pull/5271
• @rbs333 made their first contribution in https://github.com/agno-agi/agno/pull/5221
• @krishnarathore12 made their first contribution in https://github.com/agno-agi/agno/pull/5307

Full Changelog: https://github.com/agno-agi/agno/compare/v2.2.6...v2.2.7