An MCP (Model Context Protocol) server that provides information about IIT Guwahati campus life using a Retrieval-Augmented Generation (RAG) pipeline backed by Qdrant Cloud.

The server exposes a single MCP tool:

• campus_life_info – Retrieves relevant campus life information from Qdrant and returns it to the MCP client (Claude Desktop).

---

Architecture

Claude Desktop
        │
        ▼
Cloudflare Tunnel
        │
        ▼
FastMCP HTTP Server
        │
        ▼
CampusLifeRetriever
        │
        ▼
Qdrant Cloud
        │
        ▼
Retrieved Chunks
        │
        ▼
Claude Desktop

---

Project Structure

campus-life-mcp/
│
├── server.py          # FastMCP server and MCP tool
├── retriever.py       # Qdrant retrieval pipeline
├── models.py          # Embedding & reranker models
├── observe.py         # Logfire tracing
├── config.py          # Configuration
├── .env.example       # Environment variables template
├── pyproject.toml
├── uv.lock
└── README.md

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Retrieval Pipeline

User Query
      │
      ▼
Generate Embedding (BGE)
      │
      ▼
Qdrant Dense Search
      │
      ▼
CrossEncoder Reranking
      │
      ▼
Top K Chunks
      │
      ▼
Return to Claude

---

Prerequisites

• Python 3.11+
• uv
• Cloudflare Tunnel (cloudflared)
• Claude Desktop
• Qdrant Cloud account

---

Setup

1. Clone the repository

git clone <repository-url>

cd campus-life-mcp

---

2. Install dependencies

uv sync

---

3. Create .env

Copy the example file.

cp .env.example .env

Fill the values:

QDRANT_URL=

QDRANT_API_KEY=

COLLECTION_NAME=

LOGFIRE_TOKEN=

LOGFIRE_SERVICE=campus-life-mcp

---

4. Start the MCP Server

uv run server.py

The server starts on

http://localhost:8000

---

Expose using Cloudflare Tunnel

Open another terminal and run

cloudflared tunnel --url http://localhost:8000

Cloudflare will generate a public URL similar to

https://xxxxx.trycloudflare.com

---

Connect to Claude Desktop

Add the remote MCP server using the generated Cloudflare URL.

Example:

{
  "mcpServers": {
    "campus-life": {
      "url": "https://xxxxx.trycloudflare.com/mcp"
    }
  }
}

Restart Claude Desktop.

The tool campus_life_info should now appear.

---

Example Query

Tell me about Kapili Hostel.

or

What clubs are available at IIT Guwahati?

or

What sports facilities are available on campus?

---

Logging

The server uses Logfire for observability.

It records:

• Tool calls
• Query execution
• Latency
• Exceptions

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Technologies Used

• FastMCP
• Qdrant Cloud
• Sentence Transformers (BGE Base)
• BGE CrossEncoder Reranker
• Logfire
• Cloudflare Tunnel
• uv

---

Future Improvements

• Multiple MCP tools
• Metadata filtering
• Streaming responses
• Docker support
• Render deployment