Concierge is a framework for creating reliable MCP servers that connect AI agents to tools. It works at the protocol level to dynamically change which tools are returned by the tools/list endpoint based on the current workflow step, progressively disclosing only relevant tools to agents. Developers can scaffold new MCP projects or wrap existing FastMCP servers with minimal code changes.