🚀 What This SDK Does

📦 Installation

npm install multimind-sdk

🚀 Quick Start

Basic Usage

import{MultiMindSDK}from'multimind-sdk';asyncfunctionmain(){constsdk=newMultiMindSDK();try{awaitsdk.initialize();// Generate a response with an AI agentconstresponse=awaitsdk.generateWithAgent("What is artificial intelligence?",{model:"mistral",temperature:0.7});console.log(response);}finally{awaitsdk.close();}}main();

Advanced Usage

import{MultiMindSDK}from'multimind-sdk';constsdk=newMultiMindSDK();// Advanced Fine-tuning with LoRAconstfineTuneResult=awaitsdk.advancedFineTune({baseModelName:"bert-base-uncased",outputDir:"./output",method:"lora",epochs:10,learningRate:0.001,batchSize:32,loraConfig:{r:16,alpha:32,dropout:0.1,targetModules:["query","value"]}});// Advanced RAG with Document Managementconstdocuments=[{text:"MultiMind SDK provides comprehensive AI capabilities.",metadata:{type:"introduction",source:"docs"}}];awaitsdk.addDocumentsToRAG(documents);constragResponse=awaitsdk.queryAdvancedRAG({query:"What is MultiMind SDK?",topK:5,includeMetadata:true});// Model ConversionconstconversionResult=awaitsdk.pytorchToONNX("./models/model.pt","./models/model.onnx",{quantization:{method:"int8",targetDevice:"cpu"},graphOptimization:{fuseOperations:true,optimizeMemory:true}});// Compliance MonitoringconstcomplianceResult=awaitsdk.checkCompliance({modelId:"model_123",dataCategories:["text","user_data"],useCase:"customer_support",region:"EU"});// Advanced Agent with ToolsconstagentResponse=awaitsdk.runAdvancedAgent("Calculate 15 * 23 and search for quantum computing information",{context:"mathematical and scientific inquiry"});// Model Client SystemconstlstmClient=awaitsdk.createLSTMModelClient({modelPath:"./models/lstm.pt",modelName:"custom_lstm"});constmoeClient=awaitsdk.createMoEModelClient({experts:{"expert1":{modelName:"gpt-3.5-turbo"},"expert2":{modelName:"claude-3"}},router:(input:string)=>input.length>100 ?"expert2" :"expert1"});// Gateway APIconstgateway=awaitsdk.startGateway({host:"0.0.0.0",port:8000,enableMiddleware:true,corsEnabled:true,rateLimit:100});

🤖 Models and Agents

Supported AI Models

Agent Types

RAG Capabilities

🖥️ Command Line Interface (CLI)

Installation

npm install -g multimind-sdk

Basic CLI Usage

# Transfer context between different AI modelsmultimind-cli --source chatgpt --target claude --input conversation.json --output prompt.txt# List supported modelsmultimind-cli --list-models# Run batch transfer operationsmultimind-cli --batch# Generate Chrome extension configurationmultimind-cli --chrome-config

CLI Options

# Basic Transfer--source, -s<model>           Source model name (e.g., chatgpt, claude)--target, -t<model>           Target model name (e.g., deepseek, gemini)--input, -i<file>             Input conversation file (JSON, TXT, MD)--output, -o<file>            Output formatted prompt file# Transfer Options--last-n<number>              Number of recent messages to extract (default: 5)--summary-type<type>          Summary type: concise, detailed, structured--output-format<format>       Output format: txt, json, markdown--no-smart-extraction          Disable smart context extraction--no-metadata                  Exclude metadata from output# Model-Specific Options--include-code                 Include code context (for coding models)--include-reasoning            Include reasoning capabilities--include-safety               Include safety considerations--include-creativity           Include creative capabilities--include-examples             Include example generation--include-step-by-step         Include step-by-step explanations--include-multimodal           Include multimodal capabilities--include-web-search           Include web search capabilities# Advanced Features--batch                        Run batch transfer operations--validate                     Validate conversation format--list-models                  List all supported models--chrome-config                Generate Chrome extension configuration--help, -h                     Showhelp message

CLI Examples

# Basic transfer from ChatGPT to Claudemultimind-cli --source chatgpt --target claude --input conversation.json --output prompt.txt# Advanced transfer with custom optionsmultimind-cli --source gpt-4 --target deepseek --input chat.txt --output formatted.md \  --summary-type detailed --include-code --include-reasoning# Batch transfer with validationmultimind-cli --batch --validate# Generate Chrome extension configmultimind-cli --chrome-config

🔧 Automation Potential

Node.js Scripts

// Automated content generationconstsdk=newMultiMindSDK();awaitsdk.initialize();// Generate blog posts from outlinesconstoutline="AI trends in 2024";constblogPost=awaitsdk.generateWithAgent(`Write a comprehensive blog post about:${outline}`,{model:"gpt-4",temperature:0.7});// Automated customer supportconstcustomerQuery="How do I reset my password?";constresponse=awaitsdk.queryAdvancedRAG({query:customerQuery,topK:3,includeMetadata:true});

CI/CD Integration

# GitHub Actions example-name:Generate Documentationrun:|    npm install multimind-sdk    node scripts/generate-docs.js

Batch Processing

// Process multiple documentsconstdocuments=awaitloadDocuments('./data/');constresults=[];for(constdocofdocuments){constsummary=awaitsdk.generateWithAgent(`Summarize this document:${doc.content}`,{model:"claude-3"});results.push({id:doc.id, summary});}

📚 Examples

Running Examples

# Basic agent examplenpm run example:agent# Advanced usage examplenpm run example:advanced# Comprehensive demonpm run demo# CLI directlynpm run cli -- --help

Example Files

📚 API Reference

MultiMindSDK Class

Basic Methods

Agent Methods

Fine-tuning Methods

RAG Methods

Adapter Methods

Evaluation Methods

Model Methods

Advanced Methods

Advanced Fine-tuning

Advanced RAG

Model Conversion

Compliance

Advanced Agents

Model Client System

Gateway

Context Transfer

Utility Methods

🛠️ Development

Setup

# Clone the repositorygit clone<repository-url>cd multimind-sdk# Install dependenciesnpm install# Build the projectnpm run build:examples# Run testsnpmtest# Run lintingnpm run lint

Available Scripts

npm run build# Build TypeScript to JavaScriptnpm run build:examples# Build with example fixesnpm runtest# Run test suitenpm run test:watch# Run tests in watch modenpm run test:coverage# Run tests with coveragenpm run lint# Run ESLintnpm run lint:fix# Fix linting issuesnpm run sync-features# Sync with backend featuresnpm run cli# Run CLInpm run demo# Run comprehensive demo

Project Structure

multimind-sdk/├── src/│   ├── bridge/│   │   └── multimind-bridge.ts    # Backend bridge setup│   ├── agent.ts                   # Basic agent functionality│   ├── fineTune.ts               # Basic fine-tuning functionality│   ├── rag.ts                    # Basic RAG functionality│   ├── adapters.ts               # Adapter management│   ├── evaluation.ts             # Model evaluation│   ├── models.ts                 # Model loading and routing│   ├── advancedFineTuning.ts     # Advanced fine-tuning (LoRA, Adapters, etc.)│   ├── advancedRAG.ts            # Advanced RAG with document management│   ├── modelConversion.ts        # Model conversion and optimization│   ├── compliance.ts             # Compliance monitoring and validation│   ├── advancedAgent.ts          # Advanced agents with tools and memory│   ├── modelClientSystem.ts      # LSTM, MoE, MultiModal, Federated routing│   ├── gateway.ts                # Gateway API and middleware│   ├── contextTransfer.ts        # Context transfer functionality│   └── index.ts                  # Main SDK class and exports├── example/│   ├── run-agent.ts              # Basic example│   ├── advanced-usage.ts         # Advanced example│   ├── comprehensive-demo.ts     # Complete feature demo│   └── context-transfer-cli.ts   # CLI implementation├── test/│   ├── sdk-smoke.test.ts         # Basic SDK tests│   ├── module-tests.test.ts      # Module functionality tests│   └── cli.test.ts               # CLI tests├── scripts/│   ├── fix-example-imports.js    # Fix example import paths│   ├── fix-all-imports.js        # Fix all import paths│   └── sync-features.js          # Sync with backend features├── package.json├── tsconfig.json└── README.md

🔧 Error Handling

try{constresponse=awaitsdk.generateWithAgent("Hello world");}catch(error){console.error('Generation failed:',error.message);}

🚨 Troubleshooting

Common Issues

Debug Mode

DEBUG=multimind-sdk npm run dev

📊 Testing

# Run all testsnpmtest# Run tests with coveragenpm run test:coverage# Run specific test filenpmtest -- test/sdk-smoke.test.ts

🤝 Contributing

📄 License

🆘 Support

🔗 Related Links