Changelog

Improvements:

• LocalFileSystemTools:
  • Read files via the enable_read_file flag.
  • Keep file operations within target_directory by default; set restrict_to_base_dir=False to opt out.
• Tools: Renamed StudioTool to StudioTools with a backward-compatible alias.

Bug Fixes

• Registry / MCP: Prevent silent MCP tool loss in Registry.
• Workflow:
  • Propagate trusted JWT context for WebSocket workflow factory runs.
  • Fixed sync session methods silently breaking when used with an async database.
• Google Drive: Constrain Google Drive download filenames.
• RunOutput: get_last_run_output no longer returns None for Agent and Team subclasses.
• Knowledge: Preserve knowledge filters without a contents DB.
• MCP: Propagate CancelledError during MCP reconnection and drop redundant build_tools.
• Knowledge Chunking: Keep chunk hash IDs in sync with content when overlap is applied.
• AgentOS: Fixed config None-table 500s and A2A streaming terminal event.
• Serialization: Fixed non-ASCII characters escaped as Unicode sequences in web search tool output.
• CustomApiTools: Prevent auth header leakage.
• PerformanceEval: Keep p95 run-time and memory within the observed range for small samples.
• CsvTools: Query CSV files whose names contain hyphens or other special characters.
• Knowledge: URL ingestion no longer chunks documents when Reader(chunk=False) is set.
• Tools: Fixed async-generator tools failing to run.

What's Changed

• docs: fix approvals cookbook run command by @onyx679 in https://github.com/agno-agi/agno/pull/8597
• [fix] Prevent CustomApiTools auth header leakage by @Fahmid-Arman in https://github.com/agno-agi/agno/pull/8582
• fix: change Gemini default model from gemini-flash-latest to gemini-3.5-flash by @VirusDumb with @Copilot in https://github.com/agno-agi/agno/pull/8617
• cookbook: add job application tracker workflow example by @dev-ishant in https://github.com/agno-agi/agno/pull/8613
• fix: [Bug] Chinese characters displayed as Unicode escape sequences in JSON output by @michaelxer in https://github.com/agno-agi/agno/pull/8637
• fix: AgentOS config None-table 500s and A2A streaming terminal event by @harshsinha03 in https://github.com/agno-agi/agno/pull/8614
• fix: keep chunk hash ids in sync with content when overlap is applied by @sannya-singal in https://github.com/agno-agi/agno/pull/8690
• fix: propagate CancelledError during MCP reconnection and drop redundant build_tools by @sannya-singal in https://github.com/agno-agi/agno/pull/8666
• fix: preserve knowledge filters without contents db by @Success6666 in https://github.com/agno-agi/agno/pull/8663
• fix: [Bug] Workflow._read_session() and Workflow.get_session() call async db.get_session() without await when using AsyncPostgresDb by @michaelxer in https://github.com/agno-agi/agno/pull/8647
• [feat] Expose read_file tool in LocalFileSystemTools and add cookbook by @yaosongding in https://github.com/agno-agi/agno/pull/8352
• fix: get_last_run_output returns None for Agent and Team subclasses by @kausmeows in https://github.com/agno-agi/agno/pull/8692
• fix: rename StudioTool to StudioTools with backward-compatible alias by @ysolanky in https://github.com/agno-agi/agno/pull/8698
• fix: constrain Google Drive download filenames by @Success6666 in https://github.com/agno-agi/agno/pull/8704
• [cookbook] Add Dakera persistent memory integration — self-hosted cross-session memory for Agno agents by @ferhimedamine in https://github.com/agno-agi/agno/pull/8671
• [fix] Propagate trusted JWT context for WebSocket workflow factory runs by @adya07pandey in https://github.com/agno-agi/agno/pull/8697
• fix: prevent silent MCP tool loss in Registry + StudioTool persistence by @ashpreetbedi in https://github.com/agno-agi/agno/pull/8696
• [fix] Constrain local file writes to target directory by @fengjikui in https://github.com/agno-agi/agno/pull/8514
• fix: URL knowledge ingestion ignores Reader(chunk=False) and chunks docs by @sannya-singal in https://github.com/agno-agi/agno/pull/8708
• fix: preserve async-generator identity when wrapping tools with validate_call by @kausmeows in https://github.com/agno-agi/agno/pull/8714
• fix: keep PerformanceResult p95 within observed range for small samples by @harshsinha03 in https://github.com/agno-agi/agno/pull/8716
• fix: quote DuckDB table name in CsvTools.query_csv_file by @harshsinha03 in https://github.com/agno-agi/agno/pull/8717
• chore: Release v2.6.21 by @kausmeows in https://github.com/agno-agi/agno/pull/8707

New Contributors

• @onyx679 made their first contribution in https://github.com/agno-agi/agno/pull/8597
• @Fahmid-Arman made their first contribution in https://github.com/agno-agi/agno/pull/8582
• @dev-ishant made their first contribution in https://github.com/agno-agi/agno/pull/8613
• @michaelxer made their first contribution in https://github.com/agno-agi/agno/pull/8637
• @Success6666 made their first contribution in https://github.com/agno-agi/agno/pull/8663
• @ferhimedamine made their first contribution in https://github.com/agno-agi/agno/pull/8671
• @adya07pandey made their first contribution in https://github.com/agno-agi/agno/pull/8697

Full Changelog: https://github.com/agno-agi/agno/compare/v2.6.20...v2.6.21