What problem does it solve? Modifying a running Agno AgentOS agent involves many failure points: wrong import paths, shadowing Studio-built components with code files, broken container syncs, and unverified edits. This Skill provides a structured loop that grounds each change in documentation, applies it safely, and smoke-tests it against the live backend. ## Core Features & Use Cases - Guided change workflow: Add tools (MCP servers, toolkits, function tools), capabilities (knowledge bases, learning/memory, sub-agents, scheduled tasks), refine instructions, or fix bugs on a named agent. - Registry growth: Declare new building blocks in the platform registry so components built at runtime gain new capabilities, with collision checks on tool names. - Live verification: Restart the container, confirm edits reached it, and smoke-test via curl against the running agent, inspecting which tools fired in logs. - Use Case: A user asks to add an Exa search tool to their support agent. The Skill checks the agno-docs MCP for the correct import, verifies it inside the container, edits the agent file, restarts, and confirms the tool fires on a test prompt. ## Quick Start Ask the assistant to add a web search tool to your agent using the extend-agent workflow and verify it works on the live server.