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Health: ActiveRecent health check succeeded.Last checked 9/7/2026, 8:58:01 PM

Weather

User RatingsBe the first to rate and review this MCP server! Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

GrappleAI Grapple.js Project

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Client Config & Setup

Remote HTTP
Choose your client or environment
Target File:~/Library/Application Support/Claude/claude_desktop_config.json
claude_desktop_config.json
{
  "mcpServers": {
    "weather-10": {
      "url": "http://localhost:5173"
    }
  }
}

πŸ’‘ Paste the JSON block into your client's configuration file under mcpServers, then restart the application.

Install Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Documentation Overview

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).

πŸš€ Quick Start

Get up and running in 5 minutes:

bash
# 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.

πŸ“š Documentation

Getting Started

  • Quick Start Guide - Get running in 5 minutes
  • Complete Setup Guide - Detailed setup instructions
  • Project Overview - Architecture and features

Methodology & Vision

  • AI-DLC Methodology - AI-Driven Development Life Cycle
  • Traditional SDLC - SDLC vs AIDLC comparison
  • GrappleAI Concept - Problem statement and vision
  • AI-DLC Details - Active Defense Layer for Consumers

Component Documentation

  • Frontend README - React app details
  • Backend README - AWS CDK backend details

πŸ—οΈ Architecture

Code
React Frontend (Vite)
        ↓ HTTP/REST
API Gateway (AWS)
        ↓
Lambda Function (Node.js 20.x)
        β”œβ”€ MCP Server
        β”œβ”€ Request Handler
        └─ Business Logic
        ↓
    β”Œβ”€β”€β”€β”΄β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”
    ↓       ↓        ↓
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

πŸ› οΈ 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

πŸ“ Project Structure

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

πŸš€ Getting Started

Prerequisites

  • Node.js 18+
  • AWS Account
  • AWS CLI configured

Frontend Setup

bash
cd app
npm install
npm run dev

Visit: http://localhost:5173

Backend Setup

bash
cd backend
npm install
npm run cdk:deploy

Connect Frontend to Backend

Update app/.env.local:

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

πŸ“– 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

πŸ”§ 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

πŸ“Š 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

πŸ” Security

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

πŸ“ˆ Performance

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

πŸ’° 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

πŸ§ͺ Development

Frontend Commands

Terminal
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

Terminal
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

bash
cd backend
npm run cdk:deploy

πŸ“š Learn More

  • AWS CDK Documentation
  • React Documentation
  • Model Context Protocol
  • Consumer Protection Act 2019

🀝 Contributing

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

πŸ“„ 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 consumerβ€”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.

Read the full README β†’View source on GitHub β†’

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Frequently Asked Questions about Weather

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "weather": { "command": "npx", "args": ["-y", "weather"] } }

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Technical Specs & Signals

CategoryπŸ’»Developer Tools
More technical detailsExpand β–Ύ
TransportSSE (Remote)
RuntimeNode.js
Last updatedSep 7, 2026
Views0
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32Quality signal: Emerging Β· 32/100How this signal is calculated β–Ύ
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Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership10/20
Documentation & tools13/30
Adoption & activity1/15
Community engagement0/10

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