Enterprise-Grade Architecture
Production-ready with dependency injection, SLO monitoring, semantic release automation, and comprehensive observability for mission-critical deployments.
Advanced AI Capabilities
Multi-modal processing, federated learning, adaptive retrieval engines, and model training orchestration with external API mocking for reliable testing.
Developer Experience Excellence
Enhanced CLI with doctor diagnostics, interactive wizards, streaming evaluation dashboards, and plugin marketplace with certification workflows.
Quick Start
Build a complete RAG pipeline in minutes. Install the package, configure your plugins, and start querying your documents with AI-powered retrieval.
npm install @devilsdev/rag-pipeline-utils
const { createRagPipeline } = require('@devilsdev/rag-pipeline-utils');
const pipeline = createRagPipeline({
loader: new PDFLoader(),
embedder: new OpenAIEmbedder(),
retriever: new PineconeRetriever(),
llm: new OpenAILLM()
});
await pipeline.ingest('./docs');
const result = await pipeline.query('What is the vacation policy?');Production-Ready Features
Modular Plugin Architecture
Swap any component without rewriting your pipeline. Choose from built-in plugins or create custom loaders, embedders, retrievers, and LLMs.
Learn more →Enterprise Security
Advanced JWT validation with replay protection, multi-layer input sanitization, path traversal defense, and comprehensive audit logging.
Learn more →Production Observability
SLO monitoring, metrics collection, distributed tracing, structured logging, and error budget tracking for mission-critical deployments.
Learn more →AI/ML Capabilities
Multi-modal processing for text, images, audio, and video. Adaptive retrieval with reinforcement learning and federated learning support.
Learn more →DAG Workflow Engine
Execute complex multi-stage RAG workflows as directed acyclic graphs with parallel processing and conditional logic.
Learn more →Developer Experience
Enhanced CLI with diagnostics, hot module reloading, interactive configuration wizards, and real-time debugging capabilities.
Learn more →Ready to Build Production RAG Systems?
Join developers building enterprise-grade RAG pipelines with modular architecture, comprehensive security, and production observability.