v2.8.5

parruda/swarmv2.8.5Jul 27, 2026by ysolanky

AI Summary

This release adds new AgentOS tools for reporting and monitoring, enhances tracing capabilities with latency and error stats, and updates the Moonshot integration.

Key Highlights

New `AgentOSTools` for reporting usage, latency, schedules, and evals
Enhanced tracing with latency and error stats grouped by agent and team
Moonshot defaults to `kimi-k3` with thinking mode toggle
Moonshot now supports file and video inputs

New Features

AgentOSTools reporting toolkit
Enhanced tracing and metrics
Moonshot integration updates

Full Release Notes

## New Features

- **AgentOS Tools**: Added `AgentOSTools` to report on AgentOS usage, latency, failures, schedules, evals, components, and pending approvals.

## Improvements

- **Traces**: Added latency and error stats grouped by agent, team, workflow, or endpoint, plus tool and model call stats. Implemented for `PostgresDb` and `SqliteDb`.
- **Moonshot**:
    - Default changed to `kimi-k3`.
    - Added `use_thinking` to toggle thinking mode.
    - Added file and video input support.

## Bug Fixes

- **ClickHouse**: Bind metadata keys and values as query parameters in `delete_by_metadata`.
- **Moonshot**: Preserve `reasoning_content` across turns.


## What's Changed
* fix: eliminate SQL injection in ClickHouse delete_by_metadata by @VANDRANKI in https://github.com/agno-agi/agno/pull/7883
* fix: Update Moonshot for kimi k3 Add Moonshot thinking controls and examples by @RayST3 in https://github.com/agno-agi/agno/pull/9057
* feat: AgentOSTools read-only platform ops toolkit by @ashpreetbedi in https://github.com/agno-agi/agno/pull/9185
* chore: Release v2.8.5 by @harshsinha03 in https://github.com/agno-agi/agno/pull/9187


**Full Changelog**: https://github.com/agno-agi/agno/compare/v2.8.4...v2.8.5