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alumnx-ai-labs/agrigpt-backend-mcp

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This is the repository containing the MCP code for the AgriGPT project

Overview

A Model Context Protocol (MCP) server for agricultural intelligence, providing tools for pest/disease lookup, government scheme discovery, and SME knowledge retrieval via semantic search. - — RAG-powered lookup for crop pest and disease information - — RAG-powered search for agriculture-related government schemes by type and state - — Semantic search over a Pinecone knowledge base (SME-Divesh namespace) - — Dual interface: MCP protocol (via FastMCP) and plain REST (/callTool) - Python 3.9+ - Dependencies (install via pip install -r requirements.txt): Create a .env file in the project root with the following variables: Query the RAG system for information about pests and diseases affecting crops. Query the RAG system for government schemes related to agriculture. Semantic search over the SME-Divesh Pinecone namespace using all-MiniLM-L6-v2 embeddings. All tools are also callable via the /callTool POST endpoint:

README

Alumnx MCP Server

A Model Context Protocol (MCP) server for agricultural intelligence, providing tools for pest/disease lookup, government scheme discovery, and SME knowledge retrieval via semantic search.


Features

  • Pests & Diseases — RAG-powered lookup for crop pest and disease information
  • Government Schemes — RAG-powered search for agriculture-related government schemes by type and state
  • SME Divesh — Semantic search over a Pinecone knowledge base (SME-Divesh namespace)
  • MCP + REST — Dual interface: MCP protocol (via FastMCP) and plain REST (/callTool)

Requirements

  • Python 3.9+
  • Dependencies (install via pip install -r requirements.txt):
fastmcp
pinecone
sentence-transformers
python-dotenv
uvicorn
httpx
fastapi

Environment Variables

Create a .env file in the project root with the following variables:

Variable Required Description
PESTS_DISEASES_RAG_URL ✅ Base URL of the Pests & Diseases RAG service
GOVT_SCHEMES_RAG_URL ✅ Base URL of the Government Schemes RAG service
PINECONE_API_KEY ✅ API key for Pinecone
PINECONE_INDEX ✅ Name of the Pinecone index to query
RAG_TIMEOUT ❌ HTTP timeout in seconds for RAG calls (default: 30)

Example .env:

PESTS_DISEASES_RAG_URL= ___URL__
GOVT_SCHEMES_RAG_URL= __URL__
PINECONE_API_KEY=your-pinecone-api-key
PINECONE_INDEX=your-index-name
RAG_TIMEOUT=30

Running the Server

python alumnx_mcp_server.py

The server starts on port 9000 by default.

Endpoint Description
/mcp MCP protocol endpoint (FastMCP)
/callTool REST tool call endpoint
/list-tools Lists all available tools
/health Health check

MCP Tools

pests_and_diseases

Query the RAG system for information about pests and diseases affecting crops.

Parameter Type Required Default Description
pest_name string ✅ — Name of the pest or disease
crop string ❌ "General" Crop affected by the pest or disease

Example response:

{
  "status": "success",
  "information": "...",
  "sources": ["..."]
}

govt_schemes

Query the RAG system for government schemes related to agriculture.

Parameter Type Required Default Description
scheme_type string ✅ — Type or topic of the scheme
state string ❌ "All India" State for which to retrieve schemes

Example response:

{
  "status": "success",
  "information": "...",
  "sources": ["..."]
}

sme_divesh

Semantic search over the SME-Divesh Pinecone namespace using all-MiniLM-L6-v2 embeddings.

Parameter Type Required Default Description
query string ✅ — The search query
top_k integer ❌ 5 Number of top results to return

Example response:

{
  "status": "success",
  "query": "crop irrigation techniques",
  "results": [
    {
      "score": 0.91,
      "text": "...",
      "source": "...",
      "chunk_index": 2
    }
  ]
}

REST API Usage

All tools are also callable via the /callTool POST endpoint:

curl -X POST http://localhost:9000/callTool \
  -H "Content-Type: application/json" \
  -d '{
    "name": "pests_and_diseases",
    "arguments": {
      "pest_name": "aphids",
      "crop": "wheat"
    }
  }'

Architecture

┌─────────────────────────────────────────┐
│            Alumnx MCP Server            │
│                                         │
│  FastAPI App                            │
│  ├── /mcp          ← FastMCP (MCP)      │
│  ├── /callTool     ← REST interface     │
│  ├── /list-tools   ← Tool discovery     │
│  └── /health       ← Health check       │
│                                         │
│  Tools                                  │
│  ├── pests_and_diseases → RAG HTTP call │
│  ├── govt_schemes       → RAG HTTP call │
│  └── sme_divesh         → Pinecone      │
└─────────────────────────────────────────┘

View the full README on GitHub

Install

This server does not publish a one-line install command.

Open the repository installation guide New to MCP? Start with the mcpskill.org guide →