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Changelog
SDKv2.1.2

Expand tool coverage by running local binaries as MCP servers

Agno Team

October 7, 20251 min read

You can now run local binaries (for example, ./script) as MCP servers via MCPTools and MultiMCPTools. This makes it simple to operationalize existing scripts and CLIs as governed, observable tools inside Agno without rewriting them.

Details

  • No wrapper code required—treat any executable as an MCP server
  • Works across local dev, CI, containers, and air‑gapped environments
  • Compose multiple MCP servers with MultiMCPTools for broader automation

Who this is for: Teams standardizing on MCP and looking to onboard internal tools quickly.

Shipped around the same time

October 7, 2025

Changelog

v2.1.2

Improve multi-tenant safety with user-scoped memory deletions

All memory delete operations now honor user_id across every supported database backend. This ensures strict tenant isolation, reduces the risk of accidental cross-user deletions, and strengthens…

Agno Team

1 min read

October 7, 2025

Changelog

v2.1.2

Standardize system to system integrations with an A2A JSON-RPC interface

Expose and run Agents, Teams, and Workflows over an A2A‑compatible JSON‑RPC interface with streaming responses and structured events.

Agno Team

1 min read

October 7, 2025

Changelog

v2.1.2

Strengthen network security by upgrading h11 to a non-vulnerable version

We upgraded h11 from 0.14.0 to mitigate a known CVE. This reduces exposure to HTTP handling vulnerabilities and aligns deployments with current security best practices.

Agno Team

1 min read