Changelog

New Features:

• Custom, Scoped, Identity-Aware MCP Tools: The AgentOS MCP server (served at /mcp) is now a real extension point, configured through a single MCPServerConfig object. You can register custom tools (plain callables or Agno @tool/Functions), scope the built-ins (enable_builtin_tools=False, or filter with include_tags/exclude_tags), inject the authenticated caller identity into a tool (declare user_id and AgentOS supplies the JWT subject while hiding it from the client schema), gate calls with a one-line authorize function, and opt into built-in DNS-rebinding protection via allowed_hosts/allowed_origins. All with data, no custom middleware classes. Fully backward compatible: without mcp_config, all built-in tools register exactly as before.

Bug Fixes:

• Call-Site Dependencies Merge: Call-site dependencies passed to agent.run()/team.run() replaced the configured Agent.dependencies/Team.dependencies wholesale, which dropped prompt-template vars over interfaces that always pass call-site dependencies (e.g. Slack/WhatsApp). They now merge({**configured, **call_site}, call-site wins on conflict), matching how metadata/knowledge_filters already merge.

What's Changed

• chore: apply formatting fixes missed by merged PRs by @ashpreetbedi in https://github.com/agno-agi/agno/pull/8380
• cookbook: refresh 08_learning and add AgentOS learning demo by @ashpreetbedi in https://github.com/agno-agi/agno/pull/8379
• chore: update model guidance to gpt-5.5 by @ashpreetbedi in https://github.com/agno-agi/agno/pull/8383
• feat: custom, scoped, identity-aware tools for the AgentOS MCP server (+ bug fixes) by @ashpreetbedi in https://github.com/agno-agi/agno/pull/8404
• chore: Release v2.6.15 by @kausmeows in https://github.com/agno-agi/agno/pull/8414

Full Changelog: https://github.com/agno-agi/agno/compare/v2.6.14...v2.6.15