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Feature: Code-Based Tools (CodeAct)

MCP tool schemas don't cloud agent context — tools become discoverable Python code

Workspace Structure

                            workspace/

                            ├── servers/     # MCP tools

                            ├── custom_tools/ # User tools

                            ├── skills/      # Openskills

                            └── utils/       # Agent scripts

Tool Discovery:
Agents explore filesystem, read docstrings, import what they need

execute_command

Central MCP tool that runs agent-written Python scripts

→ Docker execution
→ Timeout & security layers
→ Workspace confinement

                        # Agent runs their code

                        execute_command(

                          "python utils/report.py"

                        )

Why It Matters

→ Context reduction
→ Transparent tool access
→ Native Python composition
→ Parallel async execution

Research: Apple CodeAct, Cloudflare Code Mode, Anthropic MCP