{"repo":"concierge-hq/concierge","free":true,"listed":false,"github":"https://github.com/concierge-hq/concierge","clone":"git clone https://github.com/concierge-hq/concierge.git","description":"🚀 Universal SDK for building next-gen MCP servers","language":"Python","stars":532,"topics":["agentic-ai","agentic-workflow","agents","ai","automation","llm","mcp","mcp-server","self-hosted","worfklows"],"license":null,"category":"mcp-servers","readme_excerpt":"Concierge AI 🚀 The fabric for reliable MCP servers and AI applications. The Model Context Protocol (MCP) is a standardized way to connect AI agents to tools. Instead of exposing a flat list of every tool on every request, Concierge progressively discloses only what's relevant. Concierge guarantees deterministic results and reliable tool invocation. Getting Started [!NOTE] Concierge requires Python 3.9+. We recommend installing with uv for faster dependency resolution, but pip works just as well. Scaffold a new project: Or wrap an existing MCP server two lines, nothing else changes: [!TIP] Concierge works at the MCP protocol level. It dynamically changes which tools are returned by tools/list based on the current workflow step. The agent and client don't need to know Concierge exists, they just see fewer, more relevant tools at each point. [!NOTE] The wrap and go gives you progressive tool disclosure immediately. Add app.stages and app.transitions when you want full workflow control, no code changes required. Usage Group tools into steps Instead of exposing everything at once, group related tools together. Only the current step's tools are visible to the agent: Define transitions Control which steps can follow which. The agent moves forward (or backward) only along paths you allow: Share state between steps Pass data between workflow steps without round-tripping through the LLM. State is session-scoped and works across distributed replicas: Scale with semantic search When you","default_branch":null,"files":null,"tree":[],"storefront":"/r/concierge-hq","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/concierge-hq/concierge/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}