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Python agents — page 482 of 567
This is my tools package. Rag tool for now. Initial version with dynamic lists
A library for building Retrieval-Augmented Generation pipelines.
A Python SDK for sending RAG trace node data
Interactive terminal debugger and optimizer for RAG chunking pipelines
Simple RAG for URLs - 1-line setup, LangChain/LlamaIndex ready
A simple utility to read and display markdown in notebooks.
rag007 — multi-backend retrieval-augmented generation with LangGraph
RAG2F - Retrieval Augmented Generation Framework
OpenAI Embedder Plugin for RAG2F
This project I use a lot for workshops, it contains some utils for splitters, tokenizers, and a weaviate client that I reuse a lot
rag7 — multi-backend retrieval-augmented generation with LangGraph
A runtime governance, security and execution control layer for Retrieval-Augmented Generation (RAG) systems.
A FastMCP-based RAG server for dynamic document ingestion
A command line utility to query websites using a local LLM
A sample test package
CLI tool for interacting with Raga Canvas no-code agent deployment platform
Git for data scientists - manage your code and data together
Package for LLM Evaluation
Package for LLM Evaluation
This is a quick start helper project for helping beginners create a python unit test package distribution
Short description or overview of the raga package.
RAGA AI CATALYST
RAGA AI RedTeaming
RAGA AI SDG
Ragagent MCP Gateway
A powerful CLI tool to browse and bulk download HD photo galleries from Ragalahari.com
LLM & RAG evaluation testing framework — hallucination detection, faithfulness metrics, answer relevance scoring, and retrieval pipeline testing with pytest integration
A Python package for RAG pipelines using OpenAI and FAISS.
Hindustani raga reference tool
List OpenRA games
Retrieval Augmented Generation Assessing tool with No Gold
RAGAnything: All-in-One RAG System
RAGAnything: All-in-One RAG System
A lightweight retrieval benchmarking toolkit for experimenting with retrieval pipelines.
Evaluation framework for RAG and LLM applications
Experimental Ragas Evaluation UI and Library
Official examples for the ragas project
Experimental extensions for Ragas
An integration of Ragas LLM evaluation framework with Haystack
A one-step Ragas cli tool to evaluate RAG apps
RAG evaluation tool using RAGAS
ragas for my project
A package that can be used to create RAGs with a single line of code.
A comprehensive system for managing ontologies with multi-tenant support, RESTful API, FastMCP integration, and intelligent navigation capabilities
Radio Astronomy Gain and Visibility Inspector
WhatsApp Multi-Capability Protocol (MCP) Server
Core utilities for document processing, RAG configuration, querying, and evaluation.
Add your description here
Comprehensive RAG implementations
Lightweight RAG framework
A study-aware biomedical RAG framework for PubMed retrieval, citation-grounded summaries, and downstream omics integration
Building blocks for rapid development of GenAI applications
Building blocks for rapid development of GenAI applications
Building blocks for rapid development of GenAI applications
A CLI application for ragbits - building blocks for rapid development of GenAI applications
Building blocks for rapid development of GenAI applications
Building blocks for rapid development of GenAI applications
Document Search module for Ragbits
Evaluation module for Ragbits components
Guardrails module for Ragbits components
Failure-aware RAG repair layer for Python.
Boosting Retrieval-Augmented Generation with Context Reordering
RAG chatbot for companies using local docs and websites
A command-line RAG tool for querying documents using LlamaIndex with OpenAI and Ollama support
RAG in 3 lines. Auto-GraphRAG, auto-reranking, auto-streaming. No LangChain required.
Portable executable RAG artifacts for Python
RagBuilder SDK - Create optimal Production-ready RAG pipelines
3-level LLM cache (exact, semantic, partial) with real-time token cost tracking
RAGCAR: Retrieval-Augmented Generative Companion for Advanced Research
A Retrieval-Augmented Generation chat library
RagChat transforms unstructured data for LLM interaction.
Renamed to evalsystem. Please run: pip install evalsystem
RAGChecker: A Fine-grained Framework For Diagnosing Retrieval-Augmented Generation (RAG) systems.
package test
package test
package test
package test
A lightweight RAG chunking and preprocessing library
Audit trail middleware for RAG pipelines in regulated industries
RAGConvo is a flexible and extensible Python library for building Retrieval-Augmented Generation systems. It provides a modular architecture for integrating various language models, embedding techniques, and vector stores to create powerful question-answering systems.
RAGConvoGenerator is a flexible and extensible Python library for building Retrieval-Augmented Generation systems. It provides a modular architecture for integrating various language models, embedding techniques, and vector stores to create powerful question-answering systems.
A library to build Retrieval-Augmented Generation applications with only a few lines of code.
Datagen & RagEval for various LLM (Large Language Model) for RAG Apps
Recursive website crawler producing LLM-ready knowledge base artifacts with Crawl4AI
ragctl - Production-ready RAG toolkit with advanced OCR, semantic chunking, and intelligent document processing
Generate and render a call graph for a Python project.
A knowledge graph management system.
Build knowledge bases for RAG
A patent-pending, embedded, multimodal RAG database that performs automated ingestion, hybrid vector+keyword search, and offline retrieval entirely inside a portable single-file SQLite container.
Observability SDK for RAG pipelines — auto-trace every stage of your RAG app.
Efficient defense against knowledge corruption attacks on RAG systems
RAG-powered document indexing and search for MCP (Model Context Protocol)
A dictionary with fuzzy key matching using RAG and LLM
Compare and evaluate RAG systems side-by-side with LLM evaluation. Use as a library or CLI tool.
RAGDK - Retrieval Augmented Generation Develoment Kit
Retrieval-Augmented Generation Driven by Offline Local LLMs — a fully-local RAG system for JIRA tickets, code, and PDFs, powered by Ollama.
Silent regression detector for RAG pipelines