AgentRank

From the README

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# Concierge AI 🚀

<strong>The fabric for reliable MCP servers and AI applications.</strong>

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The [Model Context Protocol](https://modelcontextprotocol.io) (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](https://docs.astral.sh/uv/) for faster dependency resolution, but pip works just as well.

```bash
pip install concierge-sdk
```

**Scaffold a new project:**

```bash
concierge init my-store    # Generate a ready to run project
cd my-store                # Enter project
python main.py             # Start the MCP server
```

**Or wrap an existing MCP server** two lines, nothing else changes:

```python
# Before
from mcp.server.fastmcp