concierge

Why we included this project

Concierge sits at the MCP protocol level and changes which tools get advertised at each step of a workflow, rather than dumping every tool on every request. The result is more deterministic agent behavior and fewer calls to the wrong tool. Wrapping an existing FastMCP server takes two lines and gives you progressive disclosure immediately; when you want full workflow control you add explicit stages and transitions. It also keeps session-scoped state between steps without round-tripping through the LLM, and a semantic-search mode collapses very large tool surfaces behind two meta-tools. That's a practical fit for teams shipping production MCP servers who want cleaner tool surfaces without rewriting their tool definitions.