Changelog

New Features:

• In Memory Storage: Added InMemoryStorage for a simpler storage option useful in rapid prototyping.
• Trafilatura Tools: Added TrafilaturaTools SDK for web scraping and text extraction using the Trafilatura library, with 15 comprehensive cookbook examples.
• Qwen and Dashscope Native Models: Use Qwen models via DashScope integration.
• Brandfetch Tools: Added tools allowing agents to fetch brand information and assets via Brandfetch.

Improvements:

• Async Support for Milvus Hybrid Search
• Bedrock Files Support: Now supporting File for compatible AWS Bedrock models.

Bug Fixes:

• MarkdownKnowledgeBase Custom Chunking Strategy: Fixed issues with setting a custom chunking strategy.
• Teams Routing/Coordination System Message: Added criteria for when the team must respond directly or forward requests to its members.

What's Changed

• fix: Allow setting of customer markdown chunking strategy by @dirkbrnd in https://github.com/agno-agi/agno/pull/4199
• fix: async fastapi team media processing by @VirusDumb in https://github.com/agno-agi/agno/pull/4189
• fix: add 'packaging' dependency and regenerate requirements.txt by @jramnai in https://github.com/agno-agi/agno/pull/4153
• fix: lack of workflow initialization causes storage.mode to not be se… by @dreamcoin1998 in https://github.com/agno-agi/agno/pull/4147
• [fix] Document ids in Markdown and Text readers by @5739n4 in https://github.com/agno-agi/agno/pull/4143
• [fix] Using clickhouse as a vector database will result in an error by @Forget-C in https://github.com/agno-agi/agno/pull/4150
• [feat] Add async hybrid search support for Milvus integration by @nhathoang0110 in https://github.com/agno-agi/agno/pull/4163
• feat: Add Trafilatura to Web Scraping Tools by @harshithvh in https://github.com/agno-agi/agno/pull/4188
• fix: Teams route/coordinate system message by @harshithvh in https://github.com/agno-agi/agno/pull/4194
• feat: Add workers parameter to fastapi app by @VirusDumb in https://github.com/agno-agi/agno/pull/4202
• fix: Resolve citations deserialization issue in RunResponse and TeamRunResponse models by @0xRichardH in https://github.com/agno-agi/agno/pull/3186
• [feat] Create a flexible in-memory storage option that can be optionally used with any custom persistence solution (AWS S3, Snowflake, etc.). by @oakhan3 in https://github.com/agno-agi/agno/pull/4115
• Feat: Normalize tool call identifiers by @RockPaperSmittie in https://github.com/agno-agi/agno/pull/4205
• [feat] Add support for bedrock file input by @dcumelles in https://github.com/agno-agi/agno/pull/3673
• feat: Dashscope models by @Mustafa-Esoofally in https://github.com/agno-agi/agno/pull/4208
• fix: update run_messages in Team.arun() by @seandi in https://github.com/agno-agi/agno/pull/4216
• chore: dependency update for: cookbook/examples/streamlit_apps/sql_agent by @thierryturpin in https://github.com/agno-agi/agno/pull/4200
• Toolkit: Add new brandfetch toolkit with async and sync support by @adiberk in https://github.com/agno-agi/agno/pull/4141
• chore: Release 1.7.11 by @dirkbrnd in https://github.com/agno-agi/agno/pull/4217

New Contributors

• @jramnai made their first contribution in https://github.com/agno-agi/agno/pull/4153
• @Forget-C made their first contribution in https://github.com/agno-agi/agno/pull/4150
• @oakhan3 made their first contribution in https://github.com/agno-agi/agno/pull/4115
• @dcumelles made their first contribution in https://github.com/agno-agi/agno/pull/3673
• @thierryturpin made their first contribution in https://github.com/agno-agi/agno/pull/4200
• @adiberk made their first contribution in https://github.com/agno-agi/agno/pull/4141

Full Changelog: https://github.com/agno-agi/agno/compare/v1.7.10...v1.7.11