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Rag Python Packages

Python packages with the GitHub topic rag. Sorted by monthly downloads, with stars and forks.
langchain-ai
langchain

The agent engineering platform.

168.2M 148K 25K
langchain-ai
langchain-core

The agent engineering platform.

145.3M 148K 25K
langchain-ai
langgraph

Build resilient agents.

46.7M 43K 7K
langchain-ai
langgraph-sdk

Build resilient agents.

44.5M 43K 7K
langchain-ai
langgraph-checkpoint

Build resilient agents.

43.2M 43K 7K
langchain-ai
langgraph-prebuilt

Build resilient agents.

42.3M 43K 7K
langchain-ai
langchain-openai

The agent engineering platform.

37.9M 148K 25K
langchain-ai
langchain-text-splitters

The agent engineering platform.

37M 148K 25K
langchain-ai
langchain-anthropic

The agent engineering platform.

18.6M 148K 25K
langchain-ai
langchain-classic

The agent engineering platform.

15M 148K 25K
adbar
trafilatura

Python & Command-line tool to gather text and metadata on the Web: Crawling, scraping, extraction, output as CSV, JSON, HTML, MD, TXT, XML

13.6M 7K 455
langchain-ai
langgraph-checkpoint-postgres

Build resilient agents.

8.9M 43K 7K
run-llama
llama-index-core

LlamaIndex is the document processing platform for AI

6.6M 53K 8K
qdrant
fastembed

Fast, Accurate, Lightweight Python library to make State of the Art Embedding

5.5M 3K 271
run-llama
llama-index-instrumentation

LlamaIndex is the document processing platform for AI

4.7M 53K 8K
pinecone-io
pinecone

Official Python SDK for the Pinecone vector database

4M 453 135
xberg-io
html-to-markdown

High performance and CommonMark compliant HTML to Markdown converter. Maintained by the Kreuzberg team. Kreuzberg is a fast, polyglot document intelligence engine with a Rust core. It extracts structured data from 98+ document formats using streaming parsers and built-in OCR.

3.4M 881 74
langchain-ai
langgraph-checkpoint-sqlite

Build resilient agents.

3M 43K 7K
run-llama
llama-index

LlamaIndex is the document processing platform for AI

2.9M 53K 8K
langchain-ai
langgraph-cli

Build resilient agents.

2.4M 43K 7K
langchain-ai
langchain-ollama

The agent engineering platform.

2.1M 148K 25K
Graphify-Labs
graphifyy

Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, every edge explained, no vector store.

1.6M 125K 12K
chonkie-inc
chonkie

🦛 CHONK docs with Chonkie ✨ — The lightweight ingestion library for fast, efficient and robust RAG pipelines

1.4M 5K 364
xhluca
bm25s

Fast BM25 search in Python, powered by Numpy and Numba

1.4M 2K 110
    • Original data from PyPI, GitHub, and OSV; downloads served through ClickHouse
    • Sources & methodology