ragctl and rag_blueprint
A CLI tool for managing and testing RAG pipelines would complement a modular framework for building and deploying RAG systems with built-in evaluation and monitoring.
About ragctl
datallmhub/ragctl
A powerful CLI tool to manage, test, and optimize RAG pipelines. Streamline your Retrieval-Augmented Generation workflows from terminal.
Supports advanced document ingestion with OCR cascading (EasyOCR → PaddleOCR → pytesseract fallback) and intelligent semantic chunking via LangChain, outputting metadata-rich chunks across JSON/JSONL/CSV formats. Built for production with batch processing, automatic retry with exponential backoff, error recovery modes, and optional Qdrant vector store integration for complete RAG pipeline automation.
About rag_blueprint
feld-m/rag_blueprint
A modular framework for building and deploying Retrieval-Augmented Generation (RAG) systems with built-in evaluation and monitoring.
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