## [AG2 Shell Tool Integration: Command Execution and Multi-Tool DevOps Orchestration](https://docs.ag2.ai/0.11.5/docs/blog/2025/12/24/AG2-Shell-Tool-and-multi-in-built-tool-execution/)

AG2's shell tool integration with OpenAI's Responses API enables agents to execute shell commands directly, unlocking powerful automation capabilities for filesystem operations, build processes, and system diagnostics. Combined with the apply_patch tool, you can orchestrate complete DevOps pipelines—from project creation to deployment validation—all within a single agent workflow.

This article explores how to leverage AG2's built-in tools for command execution, file operations, and multi-tool orchestration, with practical examples for automating development workflows and building production-ready DevOps pipelines.