An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "RAG" keyword

Top 0.7% on pypi.org
llama-index 0.14.13
Interface between LLMs and your data
494 versions - Latest release: 7 months ago - 153 dependent packages - 1,464 dependent repositories - 6.16 million downloads last month - 26,279 stars on GitHub - 2 maintainers
rs-document 0.1.8
High-performance Rust implementation of LangChain's Document model and Unstructured.io's text cle...
10 versions - Latest release: 8 months ago - 575 downloads last month - 1 stars on GitHub - 1 maintainer
ragoon 0.0.15 💰
RAGoon : High level library for batched embeddings generation, blazingly-fast web-based RAG and q...
15 versions - Latest release: almost 2 years ago - 31 downloads last month - 0 stars on GitHub - 1 maintainer
donkeyai 0.1.1
Unleash smart AI applications.
2 versions - Latest release: 7 days ago - 135 downloads last month - 0 stars on GitHub - 1 maintainer
donkey-instrumentation 0.1.0
Provides the instrumentation hooks for observability in Donkey.
1 version - Latest release: about 1 month ago - 209 downloads last month - 0 stars on GitHub - 1 maintainer
donkey-core 0.1.1
Unleash smart AI applications.
2 versions - Latest release: 10 days ago - 0 stars on GitHub - 1 maintainer
donkey-workflows 0.1.2
High performance and flexible event-driven workflow engine.
3 versions - Latest release: 18 days ago - 0 stars on GitHub - 1 maintainer
wuya-agents 0.1.0
WuYa (无涯) — A theory-driven multi-agent system for academic paper evaluation and journal recommen...
1 version - Latest release: 3 months ago - 45 downloads last month - 1 maintainer
ares-ai 0.6.6
ARES is an advanced evaluation framework for Retrieval-Augmented Generation (RAG) systems,
26 versions - Latest release: about 2 years ago - 710 downloads last month - 656 stars on GitHub - 1 maintainer
mindsql 0.2.1
Text-2-SQL made easy in just a few lines of python.
6 versions - Latest release: over 2 years ago - 49 downloads last month - 447 stars on GitHub - 1 maintainer
lavague 1.1.19
automation code generation from text instructions
52 versions - Latest release: about 2 years ago - 484 downloads last month - 6,176 stars on GitHub - 1 maintainer
flying-delta-legacy 0.9.42
Interface between LLMs and your data
2 versions - Latest release: over 2 years ago - 22 downloads last month - 51,318 stars on GitHub - 1 maintainer
llama-index-legacy 0.9.48
Interface between LLMs and your data
9 versions - Latest release: over 2 years ago - 10 dependent packages - 2.31 million downloads last month - 51,318 stars on GitHub - 1 maintainer
flying-delta 0.1.0
Interface between LLMs and your data
1 version - Latest release: over 2 years ago - 22 downloads last month - 51,318 stars on GitHub - 1 maintainer
llama-index-bundle 0.0.1
Interface between LLMs and your data
2 versions - Latest release: over 2 years ago - 38 downloads last month - 51,318 stars on GitHub - 1 maintainer
flying-delta-core 0.9.40
Interface between LLMs and your data
6 versions - Latest release: over 2 years ago - 61 dependent packages - 42 downloads last month - 51,318 stars on GitHub - 1 maintainer
lindex-patch 1.0.23
Interface between LLMs and your data
1 version - Latest release: about 1 year ago - 16 downloads last month - 51,318 stars on GitHub - 1 maintainer
llama-index-test-starter 0.10.0
Interface between LLMs and your data
14 versions - Latest release: over 2 years ago - 249 downloads last month - 51,318 stars on GitHub - 1 maintainer
llama-index-core 0.14.23
Interface between LLMs and your data
256 versions - Latest release: about 2 months ago - 518 dependent packages - 15.8 million downloads last month - 36,362 stars on GitHub - 1 maintainer
lavague-tests 0.0.4
Test runner for Lavague
4 versions - Latest release: about 2 years ago - 71 downloads last month - 6,214 stars on GitHub - 1 maintainer
Top 1.9% on pypi.org
awadb 0.3.13
Local lightweight AI Native database for RAG, incluing embedding vectors and text search for LLM ...
16 versions - Latest release: over 2 years ago - 20 dependent packages - 371 dependent repositories - 146 downloads last month - 175 stars on GitHub - 1 maintainer
engram-subnet 0.1.2 💰
Decentralized IPFS-style vector database on Bittensor — the permanent semantic memory layer for AI.
2 versions - Latest release: 4 months ago - 18 downloads last month - 12 stars on GitHub - 1 maintainer
open-retrievals 0.0.14
Text Embeddings for Retrieval and RAG based on transformers
16 versions - Latest release: over 1 year ago - 66 downloads last month - 69 stars on GitHub - 1 maintainer
cheshirecat-python-sdk 1.8.6
Python SDK for the Cloud-ready fork of the Cheshire Cat
67 versions - Latest release: 6 months ago - 1.65 thousand downloads last month - 0 stars on GitHub - 1 maintainer
autorag 0.3.24 💰
Automatically Evaluate RAG pipelines with your own data. Find optimal structure for new RAG product.
76 versions - Latest release: 19 days ago - 2.03 thousand downloads last month - 4,970 stars on GitHub - 1 maintainer
cabinet-hsh 0.1.4
Python bindings for Cabinet - Hierarchical Semantic Hashing memory retrieval
5 versions - Latest release: about 1 month ago - 1 stars on GitHub - 1 maintainer
indoxjudge 0.1.26
Indox Judge
24 versions - Latest release: over 1 year ago - 101 downloads last month - 2 stars on GitHub - 2 maintainers
adalflow 1.1.3
The Library to Build and Auto-optimize LLM Applications
28 versions - Latest release: 11 months ago - 8.44 thousand downloads last month - 858 stars on GitHub - 1 maintainer
pinecone 9.1.0
Pinecone Python SDK
97 versions - Latest release: 2 months ago - 1 dependent package - 6 dependent repositories - 7.79 million downloads last month - 255 stars on GitHub - 1 maintainer
bibliodash 4.0.8
BiblioDash - An AI-powered Python package for bibliometric analysis, scientometrics, literature i...
21 versions - Latest release: about 1 month ago - 1.24 thousand downloads last month - 0 stars on GitHub - 1 maintainer
lavague-core 0.2.35
automation code generation from text instructions
51 versions - Latest release: almost 2 years ago - 1.36 thousand downloads last month - 6,176 stars on GitHub - 1 maintainer
ragpy-core 1.0.12
A modular Retrieval-Augmented Generation (RAG) pipeline for Python.
12 versions - Latest release: about 1 month ago - 1 maintainer
affective-rag 0.1.0
A library for integrating episodic memory within AI applications.
1 version - Latest release: 7 months ago - 27 downloads last month - 1 stars on GitHub - 1 maintainer
ai4rag 0.11.1
Automatic and optimized RAG Pattern generator
28 versions - Latest release: 4 days ago - 90 downloads last month - 20 stars on GitHub - 2 maintainers
vittoriadb 0.7.0
High-performance vector database with unified configuration, I/O optimization, and automatic embe...
10 versions - Latest release: 4 months ago - 20 downloads last month - 16 stars on GitHub - 1 maintainer
haiku.rag 0.73.0 💰
Opinionated agentic RAG powered by LanceDB, Pydantic AI, and Docling
162 versions - Latest release: 5 days ago - 6.02 thousand downloads last month - 424 stars on GitHub - 1 maintainer
anonymask 2.0.0
Secure anonymization/de-anonymization library for PII data
20 versions - Latest release: 8 months ago - 44 downloads last month - 0 stars on GitHub - 1 maintainer
ragtime 0.0.43
Ragtime 🎹 is an LLMOps framework to automatically evaluate Retrieval Augmented Generation (RAG) s...
40 versions - Latest release: about 2 years ago - 133 downloads last month - 11 stars on GitHub - 1 maintainer
indox 0.1.31
Indox Retrieval Augmentation
29 versions - Latest release: almost 2 years ago - 132 downloads last month - 20 stars on GitHub - 2 maintainers
grag 0.0.1
A simple package for implementing RAG
2 versions - Latest release: over 2 years ago - 50 downloads last month - 15 stars on GitHub - 2 maintainers
graph-rag-example-helpers 0.8.0
Helpers for Graph RAG / Graph Retriever examples.
14 versions - Latest release: over 1 year ago - 489 downloads last month - 69 stars on GitHub - 2 maintainers
ragmap 0.1.1
RAGmap is a simple RAG visualization package for exploring document chunks and queries in embeddi...
2 versions - Latest release: over 2 years ago - 72 downloads last month - 13 stars on GitHub - 1 maintainer
freshstack 0.0.6
A framework to generate realistic IR & RAG Benchmarks.
6 versions - Latest release: 9 months ago - 40 downloads last month - 34 stars on GitHub - 1 maintainer
lavague-contexts-openai 0.2.4
Openai integration for lavague
7 versions - Latest release: about 2 years ago - 1.7 thousand downloads last month - 6,384 stars on GitHub - 1 maintainer
ragchain 0.2.6
Build advanced RAG workflows with LLM, compatible with Langchain
13 versions - Latest release: over 2 years ago - 46 downloads last month - 284 stars on GitHub - 1 maintainer
chatbot-rag 0.1.9
ChatBot with Retrieval Augmented Generation
7 versions - Latest release: about 1 year ago - 131 downloads last month - 0 stars on GitHub - 1 maintainer
oracle-haystack 0.4.0
Oracle AI Vector Search DocumentStore integration for Haystack
4 versions - Latest release: 14 days ago - 342 downloads last month - 202 stars on GitHub - 1 maintainer
lightspeed-stack 0.6.0
LLM tooling stack
13 versions - Latest release: about 1 month ago - 163 downloads last month - 40 stars on GitHub - 1 maintainer
rankflow 0.2.1
Visualize and evaluate rank evolution across retrieval steps - rankflow plots, retrieval metrics,...
7 versions - Latest release: about 2 months ago - 196 downloads last month - 2 stars on GitHub - 1 maintainer
ragbits-cli 1.6.2
A CLI application for ragbits - building blocks for rapid development of GenAI applications
77 versions - Latest release: 4 months ago - 4.75 thousand downloads last month - 1,668 stars on GitHub - 2 maintainers
ragbits 1.6.2
Building blocks for rapid development of GenAI applications
77 versions - Latest release: 4 months ago - 1.13 thousand downloads last month - 1,668 stars on GitHub - 2 maintainers
ragbits-conversations 0.13.0
Building blocks for rapid development of GenAI applications
9 versions - Latest release: over 1 year ago - 416 downloads last month - 1,668 stars on GitHub - 2 maintainers
ragbits-chat 1.6.2
Building blocks for rapid development of GenAI applications
60 versions - Latest release: 4 months ago - 581 downloads last month - 1,668 stars on GitHub - 1 maintainer
ragbits-agents 1.6.2
Building blocks for rapid development of GenAI applications
54 versions - Latest release: 4 months ago - 509 downloads last month - 1,668 stars on GitHub - 1 maintainer
ragbits-document-search 1.6.2
Document Search module for Ragbits
77 versions - Latest release: 4 months ago - 1.5 thousand downloads last month - 1,668 stars on GitHub - 2 maintainers
ragbits-evaluate 1.6.2
Evaluation module for Ragbits components
75 versions - Latest release: 4 months ago - 1.41 thousand downloads last month - 1,668 stars on GitHub - 2 maintainers
ragbits-guardrails 1.6.2
Guardrails module for Ragbits components
74 versions - Latest release: 4 months ago - 806 downloads last month - 1,668 stars on GitHub - 2 maintainers
ragbits-core 1.6.2
Building blocks for rapid development of GenAI applications
77 versions - Latest release: 4 months ago - 1.54 thousand downloads last month - 1,668 stars on GitHub - 2 maintainers
ferpa-haystack 0.2.0
FERPA-compliant document filter for Haystack RAG pipelines — enforces identity-scoped access cont...
2 versions - Latest release: 3 months ago - 25 downloads last month - 0 stars on GitHub - 1 maintainer
prebuilt-rag-lu 1.0.4
A library for building Retrieval-Augmented Generation (RAG) systems using ChromaDB and popular la...
2 versions - Latest release: almost 2 years ago - 14 downloads last month - 2 maintainers
artifice-graph 0.1.0
Modular local-first GraphRAG & Entity Extraction pipeline for historical OCR text
1 version - Latest release: 5 days ago - 0 stars on GitHub - 1 maintainer
lavague-contexts-gemini 0.2.1
gemini integration for lavague
6 versions - Latest release: about 2 years ago - 362 downloads last month - 6,304 stars on GitHub - 1 maintainer
pyscimd 0.1.31
SciMD — Scientific Markdown for the AI Era
2 versions - Latest release: 5 months ago - 69 downloads last month - 1 stars on GitHub - 1 maintainer
acrqa 4.6.0
AI-powered code review with RAG-grounded explanations, 10 static analysers, and ECDSA-signed prov...
2 versions - Latest release: 3 months ago - 127 downloads last month - 1 maintainer
dobby-sdk 0.2.15
Lightweight multi-provider LLM SDK with streaming and tools
17 versions - Latest release: 3 months ago - 227 downloads last month - 1 maintainer
Top 2.5% on pypi.org
beir 2.2.0
A Heterogeneous Benchmark for Information Retrieval
31 versions - Latest release: about 1 year ago - 9 dependent packages - 30 dependent repositories - 45 thousand downloads last month - 2,265 stars on GitHub - 1 maintainer
ragit 0.11.1
Automatic RAG Pattern Optimization Engine
19 versions - Latest release: 6 months ago - 314 downloads last month - 2 stars on GitHub - 1 maintainer
graph-retriever 0.8.0
Retriever combining unstructured similarity and structured document traversal.
16 versions - Latest release: over 1 year ago - 202 thousand downloads last month - 62 stars on GitHub - 2 maintainers
memnos-sdk 1.1.0
Lightweight client + LangChain/LangGraph adapters for memnos — backend memory for AI agents.
17 versions - Latest release: 2 months ago - 7 stars on GitHub - 1 maintainer
vision-agents-plugins-qdrant 0.6.8
Qdrant RAG integration for Vision Agents with hybrid search
6 versions - Latest release: 20 days ago - 8,008 stars on GitHub - 1 maintainer
vision-agents-plugins-turbopuffer 0.6.8
TurboPuffer RAG integration for Vision Agents with hybrid search
39 versions - Latest release: 20 days ago - 2.58 thousand downloads last month - 8,008 stars on GitHub - 2 maintainers
chunknorris 1.3.6
A package for chunking documents from various formats
22 versions - Latest release: about 2 months ago - 1.65 thousand downloads last month - 14 stars on GitHub - 1 maintainer
easyscrapper 1.0.2
easyscrapper is a fast, lightweight Python package and CLI tool that lets developers, data scient...
3 versions - Latest release: about 1 year ago - 147 downloads last month - 2 stars on GitHub - 1 maintainer
white-walker 0.7.0
Multimodal Agentic RAG with hierarchical tree indexing — index PDFs & Markdown into navigable tre...
7 versions - Latest release: about 2 months ago - 73 downloads last month - 1 maintainer
flamehaven-filesearch 1.6.4
FLAMEHAVEN FileSearch - Open source semantic document search with multi-provider LLM support (Gem...
15 versions - Latest release: 3 months ago - 402 downloads last month - 96 stars on GitHub - 1 maintainer
engramic 0.4.0
An open source (for companies less than 250 employees) AI library for processing, storing, and re...
5 versions - Latest release: about 1 year ago - 27 downloads last month - 66 stars on GitHub - 1 maintainer
pineflow 0.7.4
Load any data in one line of code and connect with AI applications
23 versions - Latest release: 11 months ago - 154 downloads last month - 0 stars on GitHub - 1 maintainer
gspl-api 0.0.92
GSPL: Gen-Selective Pseudo Labeling for Domain Adaptation, based on 🤗 Datasets and Serverless Inf...
3 versions - Latest release: about 2 years ago - 58 downloads last month - 1 maintainer
lavague-drivers-remote 0.2.5
Remote driver execution for Lavague
6 versions - Latest release: about 2 years ago - 28 downloads last month - 6,176 stars on GitHub - 1 maintainer
grinning-cat-python-sdk 1.0.3
Python SDK for the Cloud-ready fork of the Grinning Cat
4 versions - Latest release: 3 months ago - 283 downloads last month - 1 maintainer
deeptextsearch 1.0.1
AI-powered multilingual text search, recommendation, and reranking engine with hybrid search (sem...
4 versions - Latest release: 4 months ago - 1 dependent repositories - 122 downloads last month - 31 stars on GitHub - 1 maintainer
mfcli 0.2.18
AI-powered CLI for analyzing hardware engineering documents
19 versions - Latest release: 5 months ago - 89 downloads last month - 1 maintainer
lavague-server 0.0.4
Server for Lavague agents
4 versions - Latest release: about 2 years ago - 40 downloads last month - 6,363 stars on GitHub - 1 maintainer
benchlite 0.1.1
A lightweight toolkit for evaluating retrieval-augmented generation (RAG) systems: recall@k, prec...
2 versions - Latest release: 8 months ago - 10 downloads last month - 1 maintainer
beekeeper-core 2.0.2
Load any data in one line of code and connect with AI applications
24 versions - Latest release: 2 months ago - 244 downloads last month - 1 stars on GitHub - 1 maintainer
vd 0.2.11
A facade over vector databases — one interface, ~15 backends
26 versions - Latest release: about 2 months ago - 1 dependent repositories - 2.52 thousand downloads last month - 0 stars on GitHub - 1 maintainer
nn-rag 2.2.4
Neural Retrieval-Augmented Generation for GitHub code blocks
11 versions - Latest release: 7 months ago - 96 downloads last month - 1 stars on GitHub - 1 maintainer
python-ai-ragbot 0.1.1
AI RAG bot utilities for OpenAI + LangChain with FAISS
2 versions - Latest release: 11 months ago - 19 downloads last month - 1 maintainer
lavague-contexts-huggingface 0.1.0
HuggingFaceLLM integration for lavague
1 version - Latest release: about 2 years ago - 265 downloads last month - 6,214 stars on GitHub - 1 maintainer
beekeeper-ai 2.0.3
Load any data in one line of code and connect with AI applications
27 versions - Latest release: 2 months ago - 322 downloads last month - 0 stars on GitHub - 1 maintainer
ckanext-knowledge-assistant 0.2.0
RAG-based knowledge assistant for CKAN - intelligent semantic search using natural language queries
1 version - Latest release: 6 months ago - 34 downloads last month - 1 maintainer
sirchmunk 0.0.9
Sirchmunk: From raw data to self-evolving real-time intelligence.
21 versions - Latest release: 20 days ago - 370 downloads last month - 1 maintainer
synthadoc 1.1.3
Domain-agnostic LLM knowledge compilation engine
9 versions - Latest release: 14 days ago - 1 maintainer
gat-llm 0.1.22
Generation Augmented by Tools in LLMs - Agentic AI
22 versions - Latest release: 8 months ago - 438 downloads last month - 12 stars on GitHub - 1 maintainer
vechealth 0.1.0
Observability and diagnostic framework for embedding spaces and vector stores
1 version - Latest release: about 2 months ago - 24 downloads last month - 1 maintainer
ateve 0.0.1
Official Python SDK for the Ateve Search API
1 version - Latest release: 11 days ago - 101 downloads last month - 1 maintainer
clawforge-py 0.0.1rc1
Load any data
1 version - Latest release: 4 months ago - 78 downloads last month - 1 maintainer
lavague-gradio 0.2.8
Gradio demo for lavague
10 versions - Latest release: about 2 years ago - 465 downloads last month - 6,176 stars on GitHub - 1 maintainer
worlds-data-filter 0.1.1
The World's Data Filter — find the most valuable data, first with a universal SDK/CLI that ranks,...
1 version - Latest release: 11 months ago - 49 downloads last month - 1 maintainer
ne-embed 1.0.0
Multilingual text embeddings for Northeast Indian languages
1 version - Latest release: about 1 month ago - 1 maintainer