Deployed on Cloudflare Workers for global performance, providing a serverless infrastructure for the MCP server with built-in rate limiting and abuse protection.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@ManaMurah MCP Serverwhat are the current prices for cooking oil in Selangor?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
ManaMurah MCP Server
A Model Context Protocol (MCP) server for Malaysian price data from KPDN Pricecatcher. This server enables direct integration with Claude Desktop and other MCP-compatible AI tools for querying Malaysian consumer goods prices.
Features
🇲🇾 Official Malaysian Price Data - KPDN Pricecatcher data via OpenDOSM
🤖 AI-Optimized - Natural language queries with intelligent parsing
⚡ Serverless - Deployed on Cloudflare Workers for global performance
🔒 Rate Limited - Built-in abuse protection and fair usage
📊 Rich Analytics - Price comparisons, trends, and market insights
🎯 Claude Desktop Ready - One-click setup for Claude Desktop integration
Related MCP server: Weather MCP MY
Live Demo
The MCP server is deployed and accessible at:
Production: https://mcp.manamurah.com
API Endpoint: https://mcp.manamurah.com/mcp
Status: https://mcp.manamurah.com/ (returns server info)
Quick Start
Deploy to Cloudflare Workers
Connect to Claude Desktop
Get your deployed Workers URL (e.g.,
https://mcp.manamurah.com)Add to Claude Desktop MCP configuration:
Restart Claude Desktop
Start asking about Malaysian prices!
Available Tools
🔍 get_malaysian_prices
Search for current prices with natural language queries.
Examples:
"rice prices in Kuala Lumpur"
"cheapest chicken in Penang hypermarkets"
"cooking oil under RM20 in Selangor"
📊 compare_prices
Compare prices across different regions or retail chains.
Examples:
Compare rice prices between KL and Penang
Find price differences across retail chains
Regional price analysis for specific items
📈 analyze_price_trends
Analyze price trends and market patterns over time.
Examples:
Price volatility analysis
Seasonal price patterns
Regional market trends
💡 get_market_insights
Get market intelligence and insights about price anomalies.
Examples:
Recent price changes
Market anomaly detection
Regional price differences
Example Usage
Basic Price Search
Price Comparison
Development
Local Development
Project Structure
Configuration
Environment variables in wrangler.toml:
Rate Limits
Per Minute: 10 requests
Per Hour: 100 requests
Automatic Cleanup: Old request data is cleaned up automatically
Rate limits help ensure fair usage and prevent abuse while allowing genuine research and analysis.
Features
Natural Language Processing
Intelligent extraction of items, locations, and price constraints
Support for Malaysian terms (e.g., "beras" for rice, "ayam" for chicken)
Price range detection ("under RM20", "between RM10 and RM15")
Location recognition for all Malaysian states and major cities
Rich Response Formatting
Markdown-formatted responses optimized for Claude Desktop
Statistical analysis with averages, ranges, and insights
Suggested follow-up questions for continued exploration
Data source attribution and freshness indicators
Error Handling
User-friendly error messages with helpful suggestions
Graceful degradation when data is unavailable
Query improvement recommendations
Comprehensive error logging for debugging
Data Source
Official Government Data: KPDN Pricecatcher program via OpenDOSM
Daily data updates (subject to government publication schedules)
Comprehensive coverage of Malaysian retail prices
Data includes hypermarkets, supermarkets, convenience stores, and grocery shops
Covers all Malaysian states and major urban centers
Support
Getting Help
Documentation: api.manamurah.com/docs
AI Integration Guide: Complete guide for AI developers
Issues: GitHub Issues
Contact
General Support: support@manamurah.com
AI Integration: ai-support@manamurah.com
Enterprise: enterprise@manamurah.com
License
MIT License - see LICENSE file for details.
Contributing
Contributions welcome! Please read our contributing guidelines and submit pull requests for any improvements.
Built with ❤️ for the Malaysian data community
Making Malaysian price data accessible to AI tools and researchers worldwide.