The Production MCP Framework
Build reliable MCP servers with progressive tool disclosure, staged workflows, and code-based execution.
One-line migration from FastMCP
Why Concierge?
Standard MCP servers expose all tools at once. At scale, this means bloated context, unpredictable tool selection, no enforced ordering, and no session state.
Progressive Disclosure
Show only relevant tools per stage. Less context, better accuracy, lower cost.
Staged Workflows
Enforce tool ordering with transitions. Auto-generated navigation. Deterministic flows.
Code Execution
Agent writes Python to call tools. 98% less context. Sandboxed and secure.
Persistent State
Per-session key-value storage. Survives transitions. In-memory or Postgres.
Drop-in Compatible
Swap one import. All existing tools keep working. Fully MCP-compliant.
Platform
Inspector, auto-evaluation, analytics, and server logs.