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

pypi.org "rag" keyword

llama-index-readers-papers 0.6.0
llama-index readers papers integration
16 versions - Latest release: about 1 month ago - 247 downloads last month - 41,415 stars on GitHub - 1 maintainer
Top 1.0% on pypi.org
farm-haystack 1.26.4
LLM framework to build customizable, production-ready LLM applications. Connect components (model...
116 versions - Latest release: almost 2 years ago - 21 dependent packages - 237 dependent repositories - 35.5 thousand downloads last month - 26,667 stars on GitHub - 1 maintainer
Top 6.0% on pypi.org
embedchain 0.1.128
Simplest open source retrieval (RAG) framework
248 versions - Latest release: over 1 year ago - 3 dependent packages - 7 dependent repositories - 84.9 thousand downloads last month - 66,598 stars on GitHub - 3 maintainers
Top 8.2% on pypi.org
khoj-assistant 1.21.1 πŸ’°
khoj-assistant is now khoj
784 versions - Latest release: about 2 years ago - 1 dependent repositories - 1.99 thousand downloads last month - 37,609 stars on GitHub - 2 maintainers
Top 3.3% on pypi.org
haystack-ai 3.3.0
LLM framework to build customizable, production-ready LLM applications. Connect components (model...
566 versions - Latest release: 10 days ago - 51 dependent packages - 2 dependent repositories - 566 thousand downloads last month - 26,667 stars on GitHub - 1 maintainer
quivr-core 0.0.26 πŸ’°
Quivr core RAG package
23 versions - Latest release: almost 2 years ago - 213 downloads last month - 34,550 stars on GitHub - 1 maintainer
pyspur 0.1.18
PySpur is a Graph UI for building AI Agents in Python
18 versions - Latest release: over 1 year ago - 113 downloads last month - 5,794 stars on GitHub - 1 maintainer
llama-index-readers-docugami 0.6.0
llama-index readers docugami integration
14 versions - Latest release: about 1 month ago - 1 dependent package - 135 downloads last month - 41,415 stars on GitHub - 1 maintainer
dbgpt 0.8.2
DB-GPT is an experimental open-source project that uses localized GPT large models to interact wi...
48 versions - Latest release: about 2 months ago - 914 downloads last month - 20,077 stars on GitHub - 4 maintainers
Top 0.7% on pypi.org
llama-index 0.14.25
Interface between LLMs and your data
505 versions - Latest release: 19 days ago - 153 dependent packages - 1,464 dependent repositories - 2.94 million downloads last month - 52,415 stars on GitHub - 2 maintainers
llama-index-core 0.14.25
Interface between LLMs and your data
258 versions - Latest release: 19 days ago - 518 dependent packages - 6.57 million downloads last month - 52,415 stars on GitHub - 1 maintainer
cocoindex 999.0.0
With CocoIndex, users declare the transformation, CocoIndex creates & maintains an index, and kee...
233 versions - Latest release: 11 months ago - 67.7 thousand downloads last month - 11,642 stars on GitHub - 2 maintainers
langgraph 1.2.14
Building stateful, multi-actor applications with LLMs
279 versions - Latest release: 5 days ago - 15 dependent packages - 44.8 million downloads last month - 42,784 stars on GitHub - 1 maintainer
graphiti-core 0.30.2
A temporal graph building library
194 versions - Latest release: about 1 month ago - 619 thousand downloads last month - 31,433 stars on GitHub - 1 maintainer
Top 9.5% on pypi.org
vanna 2.0.2
Generate SQL queries from natural language
78 versions - Latest release: 8 months ago - 2 dependent packages - 1 dependent repositories - 154 thousand downloads last month - 23,812 stars on GitHub - 2 maintainers
mindsql 0.2.1
Text-2-SQL made easy in just a few lines of python.
6 versions - Latest release: over 2 years ago - 37 downloads last month - 447 stars on GitHub - 1 maintainer
langchain-text-splitters 1.1.3
LangChain text splitting utilities
28 versions - Latest release: 8 days ago - 27 dependent packages - 37.3 million downloads last month - 147,476 stars on GitHub - 1 maintainer
langchain-openai 1.7.0
An integration package connecting OpenAI and LangChain
149 versions - Latest release: 2 days ago - 205 dependent packages - 36.8 million downloads last month - 147,499 stars on GitHub - 1 maintainer
ogham-mcp 0.19.0
Shared memory MCP server β€” persistent, searchable, cross-client
53 versions - Latest release: about 2 months ago - 160 downloads last month - 115 stars on GitHub - 1 maintainer
mkdocs-mcp-plugin 0.4.1
MCP server for MkDocs documentation with intelligent search and retrieval capabilities
4 versions - Latest release: about 1 year ago - 47 downloads last month - 1 maintainer
Top 0.6% on pypi.org
langchain-core 1.6.9
Building applications with LLMs through composability
310 versions - Latest release: 2 days ago - 165 dependent packages - 168 dependent repositories - 145 million downloads last month - 147,476 stars on GitHub - 1 maintainer
langchain-chatchat 0.3.1
Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen an...
23 versions - Latest release: about 2 years ago - 254 downloads last month - 31,031 stars on GitHub - 1 maintainer
langchain-classic 1.0.8
Building applications with LLMs through composability
10 versions - Latest release: 4 months ago - 14.4 million downloads last month - 147,476 stars on GitHub - 1 maintainer
superduper-framework 0.10.0
Build compositional and declarative AI applications and agents
60 versions - Latest release: about 1 year ago - 257 downloads last month - 5,328 stars on GitHub - 1 maintainer
mem0ai 2.2.1
Long-term memory for AI Agents
192 versions - Latest release: 15 days ago - 2.02 million downloads last month - 66,598 stars on GitHub - 1 maintainer
langchain-anthropic 1.7.5
Integration package connecting Claude (Anthropic) APIs and LangChain
102 versions - Latest release: 11 days ago - 26 dependent packages - 17.9 million downloads last month - 147,476 stars on GitHub - 1 maintainer
agent-coderag 1.5.1
Lightweight semantic code search and distillation utility for AI coding agents. It solves the API...
13 versions - Latest release: 14 days ago - 922 downloads last month - 2 stars on GitHub - 1 maintainer
everos 1.4.1
EverOS β€” local-first markdown memory framework for AI agents and user chats; lightweight, dev-fri...
28 versions - Latest release: 17 days ago - 20.4 thousand downloads last month - 13,382 stars on GitHub - 2 maintainers
langgraph-checkpoint 4.2.0
Library with base interfaces for LangGraph checkpoint savers.
60 versions - Latest release: 2 months ago - 41.6 million downloads last month - 42,784 stars on GitHub - 1 maintainer
mcp-memory-service 11.15.0 πŸ’°
Semantic memory layer for AI applications. REST API + MCP transport + knowledge graph + autonomou...
334 versions - Latest release: 7 days ago - 8.65 thousand downloads last month - 1,984 stars on GitHub - 1 maintainer
Top 0.3% on pypi.org
langchain 1.4.4
Building applications with LLMs through composability
521 versions - Latest release: 2 days ago - 1,062 dependent packages - 18,663 dependent repositories - 170 million downloads last month - 147,476 stars on GitHub - 1 maintainer
langroid 0.69.2 πŸ’°
Harness LLMs with Multi-Agent Programming
572 versions - Latest release: 1 day ago - 1 dependent repositories - 11 thousand downloads last month - 4,109 stars on GitHub - 1 maintainer
langbot 4.10.11
Production-grade platform for building agentic IM bots
55 versions - Latest release: 29 days ago - 1.29 thousand downloads last month - 18,005 stars on GitHub - 1 maintainer
deepsearcher 0.0.2
None
5 versions - Latest release: over 1 year ago - 71 downloads last month - 8,329 stars on GitHub - 2 maintainers
langgraph-checkpoint-postgres 3.1.2
Library with a Postgres implementation of LangGraph checkpoint saver.
50 versions - Latest release: 2 months ago - 8.38 million downloads last month - 42,784 stars on GitHub - 1 maintainer
langgraph-checkpoint-sqlite 3.1.1
Library with a SQLite implementation of LangGraph checkpoint saver.
24 versions - Latest release: 2 months ago - 2.84 million downloads last month - 42,784 stars on GitHub - 1 maintainer
nextcloud-mcp-server 0.199.3
Model Context Protocol (MCP) server for Nextcloud integration - enables AI assistants to interact...
321 versions - Latest release: 1 day ago - 20.1 thousand downloads last month - 374 stars on GitHub - 1 maintainer
open-webui 0.11.4 πŸ’°
Open WebUI
174 versions - Latest release: 19 days ago - 1.3 million downloads last month - 153,979 stars on GitHub - 1 maintainer
lightrag-hku 1.5.7
LightRAG: Simple and Fast Retrieval-Augmented Generation
95 versions - Latest release: about 1 month ago - 122 thousand downloads last month - 39,999 stars on GitHub - 1 maintainer
khoj 1.42.10 πŸ’°
Your Second Brain
603 versions - Latest release: about 1 year ago - 2 dependent repositories - 5.92 thousand downloads last month - 37,609 stars on GitHub - 2 maintainers
headroom-ai 0.40.0 πŸ’°
The Context Optimization Layer for LLM Applications - Cut costs by 50-90%
221 versions - Latest release: 5 days ago - 293 thousand downloads last month - 74,455 stars on GitHub - 2 maintainers
langgraph-sdk 0.4.6
SDK for interacting with LangGraph API
104 versions - Latest release: 5 days ago - 42.7 million downloads last month - 42,784 stars on GitHub - 1 maintainer
neuralmind 4.3.5 πŸ’°
Persistent codebase memory for AI coding agents β€” Claude Code, Codex, Cursor, Cline, Continue and...
98 versions - Latest release: 13 days ago - 1.93 thousand downloads last month - 36 stars on GitHub - 1 maintainer
contex-python 0.3.4
Official Python SDK for Contex - Semantic context routing for AI agents
29 versions - Latest release: 19 days ago - 962 downloads last month - 7 stars on GitHub - 1 maintainer
sf-hamilton-lsp 0.2.0
This package has moved to apache-hamilton-lsp. Install apache-hamilton-lsp instead.
2 versions - Latest release: 3 months ago - 2.66 thousand downloads last month - 2,603 stars on GitHub - 2 maintainers
apache-hamilton-ui 0.0.18
Apache Hamilton UI tracking server for dataflow visualization and monitoring.
2 versions - Latest release: 3 months ago - 2.09 thousand downloads last month - 2,603 stars on GitHub - 1 maintainer
apache-hamilton-sdk 0.9.0
Apache Hamilton SDK for reading and writing to the Apache Hamilton backend APIs that support the UI.
2 versions - Latest release: 3 months ago - 3.52 thousand downloads last month - 2,603 stars on GitHub - 1 maintainer
Top 5.6% on pypi.org
sf-hamilton 1.90.0
This package has moved to apache-hamilton. Install apache-hamilton instead.
224 versions - Latest release: 6 months ago - 6 dependent packages - 3 dependent repositories - 194 thousand downloads last month - 2,603 stars on GitHub - 3 maintainers
apache-hamilton 1.90.0
Apache Hamilton (incubating) is a lightweight Python library for directed acyclic graphs (DAGs) o...
3 versions - Latest release: 6 months ago - 127 thousand downloads last month - 2,603 stars on GitHub - 3 maintainers
sf-hamilton-contrib 0.0.9
This package has moved to apache-hamilton-contrib. Install apache-hamilton-contrib instead.
11 versions - Latest release: 3 months ago - 118 downloads last month - 2,603 stars on GitHub - 2 maintainers
apache-hamilton-contrib 0.0.9
Apache Hamilton's user contributed shared dataflow library.
2 versions - Latest release: 3 months ago - 25 downloads last month - 2,603 stars on GitHub - 1 maintainer
taosmd 0.4.0 πŸ’°
Framework-agnostic, local-first AI memory system. 97.0% Recall@5 on LongMemEval-S, measured on a ...
2 versions - Latest release: 4 months ago - 17.7 thousand downloads last month - 80 stars on GitHub - 1 maintainer
kglite-cli 0.19.6
Pure-Rust KGLite CLI: an interactive Cypher shell for .kgl knowledge graphs.
89 versions - Latest release: 1 day ago - 8.29 thousand downloads last month - 51 stars on GitHub - 1 maintainer
kglite 0.19.6
Embedded Cypher knowledge graph for Python with a bundled MCP server and describe() schema for LL...
337 versions - Latest release: 1 day ago - 10.6 thousand downloads last month - 51 stars on GitHub - 1 maintainer
simpleaudit 0.4.1
Lightweight AI Safety Auditing Framework
22 versions - Latest release: about 5 hours ago - 1.64 thousand downloads last month - 27 stars on GitHub - 1 maintainer
incheck 0.0.4
Official Python SDK for the InCheck AI platform.
4 versions - Latest release: 5 months ago - 58 downloads last month - 1 maintainer
misakanet 2.42.3
AI Agent εˆ†εΈƒεΌη»ιͺŒηŸ₯θ―†ε…±δΊ«η³»η»Ÿ β€” θΈ©ε‘δΈ€ζ¬‘οΌŒε…¨η½‘ε—η›Š
34 versions - Latest release: about 11 hours ago - 2.99 thousand downloads last month - 526 stars on GitHub - 1 maintainer
mcpg 0.8.2
A production-grade PostgreSQL Model Context Protocol (MCP) server.
18 versions - Latest release: about 1 month ago - 379 downloads last month - 13 stars on GitHub - 1 maintainer
togolm 0.1.2
Minimal Python client for the TogoLM API
3 versions - Latest release: 3 months ago - 24 downloads last month - 39 stars on GitHub - 1 maintainer
crawl4ai 0.9.4 πŸ’°
πŸš€πŸ€– Crawl4AI: Open-source LLM Friendly Web Crawler & scraper
72 versions - Latest release: 18 days ago - 1.28 million downloads last month - 84,750 stars on GitHub - 1 maintainer
mirage-ai 0.0.6
A unified virtual filesystem for AI agents. Mount S3, Google Drive, Slack, Gmail, GitHub, Linear,...
13 versions - Latest release: about 1 month ago - 7.03 thousand downloads last month - 3,683 stars on GitHub - 1 maintainer
fastembed-gpu 0.9.0 πŸ’°
Fast, light, accurate library built for retrieval embedding generation
23 versions - Latest release: 3 days ago - 13 thousand downloads last month - 3,226 stars on GitHub - 1 maintainer
Top 7.7% on pypi.org
fastembed 0.9.0 πŸ’°
Fast, light, accurate library built for retrieval embedding generation
46 versions - Latest release: 3 days ago - 25 dependent packages - 4 dependent repositories - 5.23 million downloads last month - 3,236 stars on GitHub - 2 maintainers
logosdb 1.0.1
Fast semantic vector database (HNSW + mmap) with Python bindings
23 versions - Latest release: 3 months ago - 844 downloads last month - 13 stars on GitHub - 1 maintainer
benchmark-qed 0.4.0
BenchmarkQED: Automated benchmarking of retrieval-augmented generation (RAG) systems
7 versions - Latest release: 5 months ago - 10.4 thousand downloads last month - 98 stars on GitHub - 2 maintainers
trustrag 0.0.15
RAG Framework within Reliable input,Trusted output
2 versions - Latest release: over 1 year ago - 10 downloads last month - 1,280 stars on GitHub - 1 maintainer
agent-framework-neo4j 0.5.4
Neo4j Context Provider for Microsoft Agent Framework - RAG with knowledge graphs
3 versions - Latest release: 8 months ago - 38 downloads last month - 13,922 stars on GitHub - 1 maintainer
a3m-router 2.16.3 πŸ’°
Auto-selects cheapest capable LLM from 47+ providers β€” 70-95% cost savings
7 versions - Latest release: 22 days ago - 455 downloads last month - 16 stars on GitHub - 1 maintainer
actrone-memory 0.2.1
Production-grade two-tier persistent memory for AI agents: local-first by default, Redis + Qdrant...
2 versions - Latest release: 10 days ago - 248 downloads last month - 2 stars on GitHub - 1 maintainer
html-to-markdown 3.17.2 πŸ’°
High-performance HTML to Markdown converter
204 versions - Latest release: 4 days ago - 4.42 million downloads last month - 882 stars on GitHub
html-to-markdown-hermes-plugin 3.17.2 πŸ’°
Fast, lossless HTML→Markdown conversion with structured metadata, tables, and document-structure ...
26 versions - Latest release: 4 days ago - 1.02 thousand downloads last month - 882 stars on GitHub - 1 maintainer
haystack-oxidize-pdf 0.1.0
Haystack converter for oxidize-pdf β€” fast, Rust-powered PDF parsing with element-disjoint RAG chu...
1 version - Latest release: 5 months ago - 10 downloads last month - 0 stars on GitHub - 1 maintainer
chunkr-rs 1.6.0
Blazingly fast document and text chunking library for LLMs, RAG, and AI agents in Rust and Python...
9 versions - Latest release: about 9 hours ago - 721 downloads last month - 8 stars on GitHub - 1 maintainer
remembra 0.16.2 πŸ’°
Remembra Relay: session handoffs between coding agents, built from git facts. Server, CLI, MCP.
33 versions - Latest release: about 10 hours ago - 664 downloads last month - 16 stars on GitHub - 1 maintainer
kilnworks 0.9.1
Production-grade, self-hostable RAG knowledge assistant
1 version - Latest release: 3 months ago - 22 downloads last month - 1 stars on GitHub - 1 maintainer
ocrqueen 0.5.0
Official Python SDK for the OCRQueen document extraction API
9 versions - Latest release: 5 months ago - 68 downloads last month - 1 maintainer
chaoscypher-cortex 0.5.0
Chaos Cypher Cortex - Full-featured knowledge graph platform (processing center)
10 versions - Latest release: 14 days ago - 366 downloads last month - 3 stars on GitHub - 1 maintainer
chaoscypher-neuron 0.5.0
Chaos Cypher Neuron - Background task processing workers (worker cells)
10 versions - Latest release: 14 days ago - 375 downloads last month - 3 stars on GitHub - 1 maintainer
chaoscypher-cli 0.5.0
Command-line tools for Chaos Cypher knowledge graph library
10 versions - Latest release: 14 days ago - 418 downloads last month - 3 stars on GitHub - 1 maintainer
chaoscypher-core 0.5.0
Chaos Cypher Core - Knowledge graph library with hexagonal architecture
10 versions - Latest release: 14 days ago - 483 downloads last month - 3 stars on GitHub - 1 maintainer
bm25s 0.3.13
An ultra-fast implementation of BM25 based on sparse matrices.
62 versions - Latest release: 4 days ago - 1.29 million downloads last month - 1,796 stars on GitHub - 1 maintainer
bm25 0.3.13
A simple high-level API and CLI for BM25.
16 versions - Latest release: 4 days ago - 1 dependent repositories - 1.38 thousand downloads last month - 1,796 stars on GitHub - 1 maintainer
ragworkbench 0.1.3
A comprehensive benchmarking framework for Retrieval-Augmented Generation (RAG) systems
3 versions - Latest release: 6 months ago - 3.55 thousand downloads last month - 8 stars on GitHub - 1 maintainer
Top 2.5% on pypi.org
beir 2.2.0
A Heterogeneous Benchmark for Information Retrieval
31 versions - Latest release: over 1 year ago - 9 dependent packages - 30 dependent repositories - 58.3 thousand downloads last month - 2,307 stars on GitHub - 1 maintainer
Top 9.3% on pypi.org
llm-app 0.3.6
LLM-App is a library for creating responsive AI applications leveraging OpenAI/Hugging Face APIs ...
10 versions - Latest release: almost 3 years ago - 1 dependent repositories - 72 downloads last month - 58,858 stars on GitHub - 3 maintainers
neurostack 0.33.0 πŸ’°
Local retrieval layer and optimizer for your Markdown knowledge base. CLI + MCP server: ranked ev...
36 versions - Latest release: 17 days ago - 376 downloads last month - 47 stars on GitHub - 1 maintainer
haystack-salesforce-npsp 0.1.0
Haystack 2.x component that ingests Salesforce Nonprofit Success Pack (NPSP) donor data as Docume...
1 version - Latest release: 3 months ago - 1 maintainer
Top 7.3% on pypi.org
dotcausal 0.3.1
Binary Knowledge Graph Format with Embedded Inference for AI Applications
6 versions - Latest release: 9 months ago - 96 downloads last month - 1 maintainer
chromaroute 0.4.0
Provider-agnostic embedding functions for ChromaDB with OpenRouter and local fallback support.
6 versions - Latest release: 8 months ago - 74 downloads last month - 0 stars on GitHub - 1 maintainer
Top 3.8% on pypi.org
paper-qa 2026.8.12
LLM Chain for answering questions from docs
169 versions - Latest release: about 2 months ago - 5 dependent packages - 4 dependent repositories - 65.4 thousand downloads last month - 9,314 stars on GitHub - 1 maintainer
langchain-opedd 0.1.2
LangChain integration for Opedd β€” licensed, rights-cleared content for AI: load your licensed cor...
3 versions - Latest release: 2 months ago - 154 downloads last month - 0 stars on GitHub - 1 maintainer
agent-sdk-core 0.2.0
A lightweight, zero-dependency focused AI Agent Framework for Python.
5 versions - Latest release: 7 months ago - 67 downloads last month - 0 stars on GitHub - 1 maintainer
xberg-hermes-plugin 1.3.7 πŸ’°
Local document extraction: text, tables, metadata, images from 107 formats with optional OCR.
29 versions - Latest release: 2 days ago - 1.18 thousand downloads last month - 9,388 stars on GitHub - 1 maintainer
xberg-cli 1.3.7 πŸ’°
CLI proxy for xberg β€” downloads and runs the native xberg binary from GitHub releases.
56 versions - Latest release: 1 day ago - 6.39 thousand downloads last month - 9,388 stars on GitHub - 1 maintainer
llama-index-readers-xberg 1.3.7 πŸ’°
LlamaIndex reader for 107 document formats powered by xberg's Rust extraction engine
38 versions - Latest release: 1 day ago - 2.01 thousand downloads last month - 9,388 stars on GitHub - 1 maintainer
xberg 1.3.7 πŸ’°
High-performance document intelligence library
57 versions - Latest release: 1 day ago - 80.7 thousand downloads last month - 9,388 stars on GitHub - 1 maintainer
crewai-xberg 1.3.7 πŸ’°
Xberg document extraction tools for CrewAI agents β€” text, metadata, and batch extraction across 1...
38 versions - Latest release: 1 day ago - 1.94 thousand downloads last month - 9,388 stars on GitHub - 1 maintainer
surrealdb-xberg 1.3.7 πŸ’°
Xberg-to-SurrealDB connector for document ingestion pipelines β€” schema management, content dedupl...
37 versions - Latest release: 1 day ago - 1.8 thousand downloads last month - 9,388 stars on GitHub - 1 maintainer
llama-index-node-parser-xberg 1.3.7 πŸ’°
Structure-aware LlamaIndex node parser that turns xberg native chunks and elements into nodes
38 versions - Latest release: 1 day ago - 2 thousand downloads last month - 9,388 stars on GitHub - 1 maintainer
txtai-xberg 1.3.7 πŸ’°
Xberg document extraction and chunking pipeline for txtai embeddings
35 versions - Latest release: 1 day ago - 1.85 thousand downloads last month - 9,388 stars on GitHub - 1 maintainer