io.github.kambleaa007/weather

Official registry Maps, travel and weather

An MCP server for weather information.

What can you do with io.github.kambleaa007/weather?

  • Dispute Management - Create, track, and manage disputes
  • Evidence Verification - Automatic confidence scoring and secure storage
  • Autonomous Negotiation - AI-driven negotiation with sellers
  • Consumer Rights - Consumer Protection Act 2019 integration
  • Dashboard Analytics - Real-time dispute statistics
  • Multi-language Support - Vernacular interface support

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

NPM package @kambleaa007/mcp-weather-server
Claude Code
claude mcp add weather -- npx -y @kambleaa007/mcp-weather-server@1.0.1
JSON configuration (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "weather": {
            "command": "npx",
            "args": [
                "-y",
                "@kambleaa007/mcp-weather-server@1.0.1"
            ]
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. GrappleAI - Active Defense Layer for Consumers
  2. 🚀 Quick Start
  3. 📚 Documentation
  4. 🏗️ Architecture
  5. ✨ Features
  6. 🛠️ Tech Stack
  7. 📁 Project Structure
  8. 🚀 Getting Started
  9. 📖 API Endpoints
  10. 🔧 MCP Server Tools
  11. 📊 Dashboard Features
  12. 🔐 Security
  13. 📈 Performance
  14. 💰 Cost Estimation
  15. 🧪 Development
  16. 🚢 Deployment
  17. 📚 Learn More
  18. 🤝 Contributing
  19. 📄 License
  20. 🎯 Vision

GrappleAI - Active Defense Layer for Consumers

An AI-driven dispute resolution platform built with React frontend and AWS CDK Lambda backend. GrappleAI advocates for consumers in post-purchase disputes using autonomous agents and the Model Context Protocol (MCP).

🚀 Quick Start

Get up and running in 5 minutes:

# Frontend
cd app && npm install && npm run dev

# Backend (separate terminal)
cd backend && npm install && npm run cdk:deploy

See QUICKSTART.md for detailed instructions.

📚 Documentation

Getting Started
Methodology & Vision
Component Documentation

🏗️ Architecture

React Frontend (Vite)
        ↓ HTTP/REST
API Gateway (AWS)
        ↓
Lambda Function (Node.js 20.x)
        ├─ MCP Server
        ├─ Request Handler
        └─ Business Logic
        ↓
    ┌───┴───┬────────┐
    ↓       ↓        ↓
DynamoDB  S3      DynamoDB
Disputes  Evidence Negotiations

✨ Features

  • Dispute Management - Create, track, and manage disputes
  • Evidence Verification - Automatic confidence scoring and secure storage
  • Autonomous Negotiation - AI-driven negotiation with sellers
  • Consumer Rights - Consumer Protection Act 2019 integration
  • Dashboard Analytics - Real-time dispute statistics
  • Multi-language Support - Vernacular interface support

🛠️ Tech Stack

Frontend
  • React 18 + TypeScript
  • Vite (build tool)
  • Tailwind CSS (styling)
  • Zustand (state management)
  • React Router (navigation)
Backend
  • AWS CDK (infrastructure as code)
  • AWS Lambda (serverless compute)
  • AWS API Gateway (REST API)
  • AWS DynamoDB (database)
  • AWS S3 (storage)
  • Node.js 20.x

📁 Project Structure

grappleai/
├── app/                    # React frontend
│   ├── src/
│   │   ├── components/    # React components
│   │   ├── pages/         # Page components
│   │   ├── services/      # API client
│   │   ├── store/         # State management
│   │   └── types/         # TypeScript types
│   └── package.json
│
├── backend/               # AWS CDK backend
│   ├── lib/
│   │   ├── cdk/          # CDK stack
│   │   ├── lambda/       # Lambda handler
│   │   ├── mcp/          # MCP server
│   │   └── types/        # TypeScript types
│   └── package.json
│
├── SDLC to AIDLC/        # Methodology docs
│   ├── AIDLC.md
│   └── SDLC.md
│
├── AI-DLC/               # AI-DLC documentation
│   └── AI-DLC.md
│
├── QUICKSTART.md         # 5-minute setup
├── SETUP.md              # Complete setup guide
├── PROJECT_OVERVIEW.md   # Architecture overview
└── README.md             # This file

🚀 Getting Started

Prerequisites
  • Node.js 18+
  • AWS Account
  • AWS CLI configured
Frontend Setup
cd app
npm install
npm run dev

Visit: http://localhost:5173

Backend Setup
cd backend
npm install
npm run cdk:deploy
Connect Frontend to Backend

Update app/.env.local:

VITE_API_URL=https://your-api-endpoint.com/api

📖 API Endpoints

Disputes
  • POST /disputes - Create dispute
  • GET /disputes - List disputes
  • GET /disputes/{id} - Get dispute details
  • PUT /disputes/{id} - Update dispute
Evidence
  • POST /evidence/upload - Upload evidence
  • GET /evidence/{id} - Get evidence
  • POST /evidence/{id}/verify - Verify evidence
Negotiation
  • POST /negotiation/initiate - Start negotiation
  • GET /negotiation/{txId} - Get status

🔧 MCP Server Tools

The backend implements these MCP tools:

  1. secureEvidence - Clutch evidence securely with confidence scoring
  2. negotiateRefund - Initiate autonomous negotiation
  3. generateDisputeNotice - Generate formal dispute notice
  4. verifyConsumerRights - Verify Consumer Protection Act rights

📊 Dashboard Features

  • Statistics - Total disputes, resolved, in-progress, success rate
  • Dispute List - View all disputes with status indicators
  • Create Dispute - File new disputes with evidence
  • Real-time Updates - Track dispute progress

🔐 Security

  • JWT/OAuth2 ready
  • Input validation
  • IAM roles with least privilege
  • Encryption at rest and in transit
  • CORS enabled
  • API rate limiting ready

📈 Performance

  • Frontend: ~50KB gzipped
  • Lambda: 512MB memory, 30s timeout
  • DynamoDB: On-demand billing
  • API: <100ms response time

💰 Cost Estimation

Monthly (small-medium usage):

  • Lambda: $0.20 per 1M requests
  • DynamoDB: $1.25 per 100 write units
  • S3: $0.023 per GB
  • API Gateway: $3.50 per 1M requests
  • Total: ~$50-200/month

🧪 Development

Frontend Commands
npm run dev          # Start dev server
npm run build        # Build for production
npm run lint         # Run linter
npm run type-check   # Check types
Backend Commands
npm run build        # Compile TypeScript
npm run cdk:deploy   # Deploy to AWS
npm run cdk:destroy  # Destroy stack
npm run cdk:diff     # Preview changes

🚢 Deployment

Frontend
  • Vercel: vercel deploy
  • Netlify: netlify deploy --prod --dir=dist
  • AWS S3: aws s3 sync dist/ s3://bucket/
Backend
cd backend
npm run cdk:deploy

📚 Learn More

🤝 Contributing

  1. Create feature branch
  2. Make changes
  3. Run linter and type-check
  4. Submit PR

📄 License

MIT

🎯 Vision

GrappleAI is building the trust layer for India's digital economy. By combining AI, law, and technology, we're creating an active advocate for every consumer—ensuring that disputes are resolved fairly, quickly, and in the consumer's preferred language.


Ready to build? Start with QUICKSTART.md!

GrappleAI - Active Defense Layer for Consumers Building trust in India's digital economy, one dispute at a time.

Frequently asked questions

What is io.github.kambleaa007/weather?

An MCP server for weather information.

How do I install io.github.kambleaa007/weather?

It runs on your machine. In Claude Code: claude mcp add weather -- npx -y @kambleaa007/mcp-weather-server@1.0.1. For other clients, paste the JSON configuration from this page into their MCP settings.

Does io.github.kambleaa007/weather need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is io.github.kambleaa007/weather open source?

Yes. Its code is on GitHub under the Apache-2.0 license.

Who maintains io.github.kambleaa007/weather?

It is published by kambleaa007. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.