PyPI agents

This library is to search the best parameters across different steps of the RAG process.

retrieval-augmented generation made simple

Zero-config RAG integration for LangChain, LlamaIndex, and AI agents

A comprehensive suite for evaluating RAG pipelines.

The Fastest Way to Audit Your RAG - Generate QA datasets & evaluate RAG systems in Colab, Jupyter, or CLI. Privacy-first, any LLM, visual reports.

ragsearch is a Python library designed for building a Retrieval-Augmented Generation (RAG) application that enables natural language querying over both structured and unstructured data. This tool leverages embedding models and a vector database (FAISS or ChromaDB) to provide an efficient and scalable search engine.

Async RAG toolkit on top of Postgres/pgvector and Voyage AI.

Ragstack is a one-click solution to deploy the retrieval augmented generation stack on your own infrastructure with open-source LLMs.

DataStax RAGStack

DataStax RAGStack Colbert implementation

DataStax RAGStack Knowledge Graph

DataStax RAGStack Graph Store

DataStax RAGStack Langchain

RAGStack Langflow

RAGStack Langflow base

DataStax RAGStack Llama Index

A tool for evaluating RAG pipelines

MCP server for RAGStack knowledge base - search, chat, upload, and scrape

RAG based LLM chatbot for dbt projects.

CLI tool to help retrieve RAG context from a corpus of documents.

RAG pipelines

Develop highly-concurrent web scrapers, easily.

Fetch, distill, and store authoritative references for external libraries

ragstruct - A Pseudo-Finetuning RAG Framework for structured JSON-based retrieval

Crossing Minds RAGsys python library

Table extraction from images to Markdown for RAG systems

PDF table extraction for RAG and LLM — convert PDF tables to clean HTML. Fast, local, no GPU. Handles merged cells, line-wrapped text, no serialization.

Python bindings for the Ragtastic API

A comprehensive Python library for testing and evaluating Retrieval-Augmented Generation (RAG) systems with LLM-generated questions and automated evaluation metrics

Ragtime 🎹 is an LLMOps framework to automatically evaluate Retrieval Augmented Generation (RAG) systems and compare different RAGs / LLMs

Local-first memory and RAG system for Claude Code - semantic search over code, docs, and team knowledge

Modular toolkit for building Retrieval-Augmented Generation (RAG) pipelines.

Observability and tracing for Retrieval-Augmented Generation pipelines

Lightweight RAG evaluation framework with Korean language support, BGE-M3 embeddings, and HCX-005/Gemini LLMs

It is a ragtrain!

Radar Analysis Graphical Utility (RAGU)

Security middleware for RAG pipelines — detect adversarial hallucination attacks before they reach your LLM.

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Ragul — an agglutinative programming language

A tool for evaluating RAG pipelines

Retrieval augmented validation for TF inference in single cell biology

A package that abstracts most of the utilities used in RAG applications

Self-optimizing RAG: adaptive pipeline routing, multi-LLM, citations, persistence

Async-first version tracking system for RAG applications

5-dimensional production drift detection for RAG systems.

Decorator-First RAG Visualizer

A open-source tool to to visualise your RAG documents 🔮.

A Diagnostic View for Explainable and Automated Evaluation of Retrieval-Augmented Generation

OpenTelemetry-native RAG observability SDK with semantic quality scores

The way to build RAG — modular, configurable, plugin-based

Production-grade RAG toolkit for document ingestion and retrieval with hybrid search support

Production-grade RAG in 4 lines — hybrid search, streaming, and agent tools on by default.

A comprehensive benchmarking framework for Retrieval-Augmented Generation (RAG) systems

Unstable experiments with pycord.

A simple RAG (Retrieval-Augumented Generation) Task Manager

A package for LLMOps related tasks

A RAG (Retrieval-Augmented Generation) toolkit with Milvus integration

A open-source tool to to visualise your RAG documents 🔮.

A simple RAG (Retrieval-Augmented Generation) framework for Python.

Sending big files with mqtt feature was added

Raindrop observability integration for Azure OpenAI

Raindrop observability integration for AWS Bedrock

Raindrop integration for CrewAI multi-agent framework

Raindrop integration for Deep Agents

Raindrop observability integration for DSPy

Raindrop integration for LangChain

Raindrop integration for OpenAI Agents SDK — automatic tracing of agent runs, LLM generations, tool calls, and handoffs.

Raindrop integration for Pydantic AI — automatic observability for Agent run() and run_sync() calls

AI Agents framework with Pydantic AI support and LLM Gateway integration

AI Agents framework with Pydantic AI support and LLM Gateway integration

Program complex multi-agent workflows with a typed DSL, a CLI-first runtime, and repo-local run state.

Ralph - Autonomous Claude Code Agent Runner

Command line tool to register the current host with your Rancher server

An up-to-date simple random user-agent with real world database.

A package to get random user agents based filters provided by user

Randomly returns a weighted user agent for firewall evasion

gets random useragent

Library for fetching random user agents based on device type (desktop, mobile, etc.).

A Package for reranking with LLMs (pointwise, pairwise, and listwise)

A sample Python project

Base framework for building RAO (Retrieval-Augmented Orchestrator) agents on the Progress Agentic RAG platform

LLM utils created by Raptor

Fast local RAG - search your documents with AI, no cloud needed

A lightweight building block for creating extensible multi-agent systems with specialized architecture patterns and structured agent collaboration

A simple framework for building AI agents

A small framework for building predictable multi-tool LLM agents.

provides an archetypes storage which stores files on the filesystem into a mercurial repository

CLI tooling for Rare agent identity flows

Generate an alert when your garage door is left open

Ratchet.io server-side agent

LLM ratelimiter for Python.

A powerful and flexible LLM interface library for Gemini and other models.

The simplest way to context engineer. Minimal streaming CLI clients for Claude and Gemini.

RawLLM – minimal orchestrator that exposes the raw power of LLMs

Haystack pipelines with Ray

Deploy vLLM models to a ray cluster

A Computer-use Agent for the Windows Operating System.