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

pypi.org "retrieval" keyword

hashranking 0.0.1
fast procedures for forking with hashes
1 version - Latest release: over 7 years ago - 1 dependent repositories - 11 downloads last month - 4 stars on GitHub - 1 maintainer
betterdb-retrieval 0.5.0
Developer-facing retrieval SDK over Valkey Search: index lifecycle, upsert, and vector + filtered...
6 versions - Latest release: 2 months ago - 74 downloads last month - 1,302 stars on GitHub - 1 maintainer
betterdb-ai 1.0.0
One install for the BetterDB AI stack on Valkey: agent cache, semantic cache, retrieval, agent me...
1 version - Latest release: about 1 month ago - 32 downloads last month - 1,302 stars on GitHub - 1 maintainer
aether-context 0.5.0
Unlimited Context — virtual memory for an LLM's attention. Local-first, numpy-only core.
4 versions - Latest release: 9 days ago - 345 downloads last month - 45 stars on GitHub - 1 maintainer
circuit-rag 0.1.0
Exact, certified GPU vector search for RAG
1 version - Latest release: 3 days ago - 86 downloads last month - 0 stars on GitHub - 1 maintainer
candding 0.1.0
Pure candle embeddings with no ONNX: dense, sparse, multi-vector and rerank models, returned as N...
1 version - Latest release: 2 days ago - 186 downloads last month - 0 stars on GitHub - 1 maintainer
lateness 0.1.0
Modern ColBERT for Late Interaction with native multi-vector support
1 version - Latest release: about 1 year ago - 35 downloads last month - 1 maintainer
laive-sdk 0.1.0
Python SDK for the Laive RAG API
1 version - Latest release: about 1 year ago - 42 downloads last month - 1 maintainer
everalgo-rank 0.4.1
EverAlgo rank: 4 business-facing rankers (episodic / profile / case / skill) over a shared fusion...
7 versions - Latest release: 3 months ago - 22.1 thousand downloads last month - 29 stars on GitHub - 1 maintainer
rag-spine 0.17.2
Framework-free backend RAG: deterministic dual-channel retrieval + agent orchestration with built...
21 versions - Latest release: 8 days ago - 672 downloads last month - 3 stars on GitHub - 1 maintainer
muvera 0.2.0
An unofficial Rust implementation of MuVERA: Multi-Vector Retrieval via Fixed Dimensional Encodings
1 version - Latest release: about 1 year ago - 99 downloads last month - 15 stars on GitHub - 1 maintainer
kara-toolkit 0.3.2
Knowledge-Aware Re-embedding Algorithm - Efficient RAG document collection updates
6 versions - Latest release: 4 months ago - 107 downloads last month - 3 stars on GitHub - 1 maintainer
dgraphrag 0.0.3
End-to-end GraphRAG toolkit that takes you from raw documents to a knowledge graph and then to re...
3 versions - Latest release: about 1 year ago - 85 downloads last month - 1 maintainer
ragready 0.2.1
Unified data extraction and preprocessing toolkit for Retrieval-Augmented Generation (RAG) pipeli...
5 versions - Latest release: over 1 year ago - 10 downloads last month - 1 stars on GitHub - 1 maintainer
mixedbread-ai-langchain 1.0.2
The official Mixedbread AI integration for LangChain.
2 versions - Latest release: over 1 year ago - 21 downloads last month - 0 stars on GitHub - 1 maintainer
Top 6.9% on pypi.org
text2text 1.9.5
Text2Text Language Modeling Toolkit
192 versions - Latest release: over 1 year ago - 4 dependent repositories - 514 downloads last month - 304 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 - 26 downloads last month - 70 stars on GitHub - 1 maintainer
relate-search 1.2.3
Code similarity search for Python - find near-duplicate files, clone families, and where a snippe...
6 versions - Latest release: 15 days ago - 1.07 thousand downloads last month - 1 stars on GitHub - 1 maintainer
Top 4.9% on pypi.org
act-atmos 2.3.4
Package for working with atmospheric time series datasets
85 versions - Latest release: 3 months ago - 3 dependent packages - 16 dependent repositories - 2.95 thousand downloads last month - 190 stars on GitHub - 3 maintainers
pagepathrag 0.1.0
页面路径检索增强生成系统 - 用于将UI交互路径转化为知识图谱并进行智能查询的Python库
1 version - Latest release: over 1 year ago - 1 maintainer
pyl2bv 1.1.6
Package for vegetation trait retrievals with ARTMO-based GPR models from hyperspectral images.
5 versions - Latest release: over 1 year ago - 5 downloads last month - 5 stars on GitHub - 1 maintainer
hierarchical-rag-retrieval 0.1.2
AI-Powered Legal Document Retrieval Engine based on Hierarchical Clustering & RAG
3 versions - Latest release: about 1 year ago - 58 downloads last month - 4 stars on GitHub - 1 maintainer
zeusdb 0.2.0
Ultra-light and blazingly-fast database management system
11 versions - Latest release: about 1 month ago - 87 downloads last month - 10 stars on GitHub - 1 maintainer
retrieval-observatory 0.6.0
Local-first retrieval reliability: integrate, evaluate, compare under release policy, and inspect...
18 versions - Latest release: 20 days ago - 177 downloads last month - 0 stars on GitHub - 1 maintainer
tinyrag 0.3.5 💰
A minimal Python library for Retrieval-Augmented Generation with codebase indexing and multiple v...
10 versions - Latest release: about 1 year ago - 33 downloads last month - 4 stars on GitHub - 1 maintainer
rag-mcp-server 0.1.2
MCP server for RAG (Retrieval-Augmented Generation) operations with local document indexing
3 versions - Latest release: over 1 year ago - 95 downloads last month - 3 stars on GitHub - 1 maintainer
pineflow-core 0.7.9
Load any data in one line of code and connect with AI applications
8 versions - Latest release: about 1 year ago - 22 downloads last month - 0 stars on GitHub - 1 maintainer
awembed 0.1.1
Train a small embedding model that knows your corpus: teacher capture, distillation, fidelity-gat...
2 versions - Latest release: 25 days ago - 256 downloads last month - 0 stars on GitHub - 1 maintainer
docrag 0.0.3
DocRag: An advanced document search and retrieval system leveraging Retrieval-Augmented Generatio...
2 versions - Latest release: over 1 year ago - 13 downloads last month - 0 stars on GitHub - 1 maintainer
openkb 0.4.5 💰
OpenKB: Open LLM Knowledge Base, powered by PageIndex
23 versions - Latest release: 3 months ago - 3.42 thousand downloads last month - 4,726 stars on GitHub - 1 maintainer
symrank 0.2.0
High-performance cosine similarity ranking for Retrieval-Augmented Generation (RAG) pipelines, ve...
8 versions - Latest release: 10 months ago - 208 downloads last month - 11 stars on GitHub - 1 maintainer
llama-index-core 0.14.25
Interface between LLMs and your data
258 versions - Latest release: 14 days ago - 518 dependent packages - 6.64 million downloads last month - 52,339 stars on GitHub - 1 maintainer
Top 0.7% on pypi.org
llama-index 0.14.25
Interface between LLMs and your data
505 versions - Latest release: 14 days ago - 153 dependent packages - 1,464 dependent repositories - 2.94 million downloads last month - 52,339 stars on GitHub - 2 maintainers
llama-index-legacy 0.9.48
Interface between LLMs and your data
9 versions - Latest release: over 2 years ago - 10 dependent packages - 1.15 million downloads last month - 52,339 stars on GitHub - 1 maintainer
kse-memory-sdk 2.0.0
Industry-Agnostic Hybrid Knowledge Retrieval for Intelligent Applications
4 versions - Latest release: over 1 year ago - 62 downloads last month - 1 maintainer
langchain-nebius 0.1.3
LangChain integration for Nebius AI Studio
3 versions - Latest release: over 1 year ago - 4.83 thousand downloads last month - 4 stars on GitHub - 1 maintainer
cerevox 0.2.0
Official Python SDK for Cerevox - The Data Layer for AI Agents: data parsing (Lexa) and data sear...
8 versions - Latest release: 12 months ago - 42 downloads last month - 0 stars on GitHub - 1 maintainer
fastretrieval 1.11.1 💰
Fast multi-model retrieval runtime: ONNX and GGUF embeddings, reranking, and a declarative model ...
35 versions - Latest release: 10 days ago - 7.28 thousand downloads last month - 2 stars on GitHub - 1 maintainer
fastembed-gpu 0.8.1 💰
Fast, light, accurate library built for retrieval embedding generation
22 versions - Latest release: 13 days ago - 12.9 thousand downloads last month - 3,226 stars on GitHub - 1 maintainer
Top 7.7% on pypi.org
fastembed 0.8.1 💰
Fast, light, accurate library built for retrieval embedding generation
45 versions - Latest release: 13 days ago - 25 dependent packages - 4 dependent repositories - 5.12 million downloads last month - 3,226 stars on GitHub - 2 maintainers
ir 0.1.40
An information-retrieval substrate for agentic systems
45 versions - Latest release: 1 day ago - 3 dependent repositories - 1.27 thousand downloads last month - 0 stars on GitHub - 1 maintainer
twlegalrag 2.3.0
Source-available CLI for semantic Taiwan legal judgment retrieval — search judgments, package the...
10 versions - Latest release: about 1 month ago - 203 downloads last month - 327 stars on GitHub - 1 maintainer
yandex-ris 0.1.2
A professional reverse image search and crawling tool that uses Yandex's image search engine to f...
3 versions - Latest release: over 1 year ago - 42 downloads last month - 5 stars on GitHub - 1 maintainer
document-memory 0.1.0
Give an application a persistent, searchable memory of documents and conversations
1 version - Latest release: 3 days ago - 1 maintainer
gritlm 1.0.2
GritLM
9 versions - Latest release: about 2 years ago - 2.43 thousand downloads last month - 701 stars on GitHub - 1 maintainer
ir-trove 0.0.2
A Flexible Toolkit for Dense Retrieval
2 versions - Latest release: over 1 year ago - 8 downloads last month - 49 stars on GitHub - 1 maintainer
chonk-rag 0.5.5
A dairy-free RAG pipeline for delicious semantic similarity, clustering and NER.
12 versions - Latest release: about 2 months ago - 144 downloads last month - 0 stars on GitHub - 1 maintainer
mnemonics 0.4.0
Local-first AI memory — semantic retrieval over your own SQLite + HNSW index.
3 versions - Latest release: 3 months ago - 93 downloads last month - 0 stars on GitHub - 1 maintainer
dinotool 0.4.0
Command-line tool for extracting DINO, CLIP and SigLIP features from images and videos
7 versions - Latest release: 4 months ago - 614 downloads last month - 77 stars on GitHub - 1 maintainer
fragmentshot 3.0.1
Fast fragment-based retrieval for MT prompting with word-level inverted index, query-time fragmen...
10 versions - Latest release: 3 months ago - 76 downloads last month - 1 stars on GitHub - 1 maintainer
nvidia-nat-rag 1.9.0
Subpackage for NVIDIA RAG in NeMo Agent Toolkit
227 versions - Latest release: 25 days ago - 510 downloads last month - 2,652 stars on GitHub - 1 maintainer
lebse 0.2.0
LeBSE — legal-domain sentence embeddings adapted from LaBSE
1 version - Latest release: 3 months ago - 13 downloads last month - 3 stars on GitHub - 1 maintainer
moss-connector-supabase 0.0.1
Supabase source connector for moss-connectors.
1 version - Latest release: 4 months ago - 13 downloads last month - 789 stars on GitHub - 1 maintainer
moss-connector-mongodb 0.0.1
MongoDB source connector for moss-connectors.
1 version - Latest release: 4 months ago - 13 downloads last month - 789 stars on GitHub - 1 maintainer
moss-classify 0.1.0
Python SDK for the Moss question classifier and normalizer service
1 version - Latest release: 6 months ago - 5 downloads last month - 789 stars on GitHub - 1 maintainer
moss-connector-dynamodb 0.0.1
Amazon DynamoDB source connector for moss-connectors.
1 version - Latest release: 3 months ago - 13 downloads last month - 789 stars on GitHub - 1 maintainer
moss-connector-huggingface 0.0.1
HuggingFace Datasets source connector for moss-connectors.
1 version - Latest release: 3 months ago - 9 downloads last month - 789 stars on GitHub - 1 maintainer
moss-connector-mysql 0.0.1
MySQL / MariaDB source connector for moss-connectors.
1 version - Latest release: 4 months ago - 13 downloads last month - 789 stars on GitHub - 1 maintainer
osintgpt 0.6.5
A Python OSINT tool using Large Language Models
17 versions - Latest release: 17 days ago - 695 downloads last month - 529 stars on GitHub - 1 maintainer
genome-memory 1.2.1
DNA-inspired memory layer for AI agents: zero-LLM-call ingestion, retrieval that beats full-conte...
10 versions - Latest release: about 1 month ago - 602 downloads last month - 9 stars on GitHub - 1 maintainer
Top 9.3% on pypi.org
simplemem 0.1.0
Efficient Lifelong Memory for LLM Agents
1 version - Latest release: 9 months ago - 87 downloads last month - 3,819 stars on GitHub - 1 maintainer
docpipe-sdk 0.7.0
Unified document parsing, structured extraction, vector ingestion, and RAG pipeline SDK
15 versions - Latest release: 9 days ago - 43 downloads last month - 1 stars on GitHub - 1 maintainer
adalflow 1.1.3
The Library to Build and Auto-optimize LLM Applications
28 versions - Latest release: about 1 year ago - 4.28 thousand downloads last month - 4,223 stars on GitHub - 2 maintainers
hippocampai 1.0.0
HippocampAI autonomous long-term memory engine with hybrid retrieval and cross-encoder reranking
10 versions - Latest release: 12 months ago - 66 downloads last month - 74 stars on GitHub - 1 maintainer
codebase-indexer 1.2.2
A command-line tool for indexing and querying large codebases using AI
10 versions - Latest release: over 1 year ago - 82 downloads last month - 1 maintainer
mxbai-rerank 0.1.6
Crispy reranking models from Mixedbread.
7 versions - Latest release: over 1 year ago - 11.2 thousand downloads last month - 55 stars on GitHub - 1 maintainer
clef-rag 0.1.0
Clef-steered ingestion and retrieval for any vector database: Cloudflare Workers AI, self-hosted,...
1 version - Latest release: 4 days ago - 0 downloads last month - 0 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: about 1 year ago - 154 downloads last month - 0 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: 4 months ago - 322 downloads last month - 0 stars on GitHub - 1 maintainer
pydocs-mcp 0.8.1
Local, version-aware code & docs search with hybrid retrieval and reference graphs for your AI co...
12 versions - Latest release: 20 days ago - 1.42 thousand downloads last month - 5 stars on GitHub - 1 maintainer
fastpyvectordb 0.1.0
A high-performance Python vector database for semantic search and RAG applications
1 version - Latest release: 10 months ago - 8 downloads last month - 1 maintainer
synapsekit 2.0.1 💰
Async-native Python framework for building LLM applications — RAG pipelines, tool-using agents, a...
38 versions - Latest release: 2 months ago - 188 downloads last month - 23 stars on GitHub - 1 maintainer
memu-cli 0.10.0 💰
Personal memory as files — fast retrieval, higher accuracy, lower cost.
13 versions - Latest release: 2 months ago - 372 downloads last month - 14,490 stars on GitHub - 1 maintainer
pytreesearch 1.1.1
Structure-aware document retrieval. FTS5/BM25 keyword matching over document trees.
27 versions - Latest release: 5 months ago - 171 downloads last month - 212 stars on GitHub - 1 maintainer
pixelrag 0.4.0
Visual Retrieval-Augmented Generation — render, embed, index, search
5 versions - Latest release: 3 months ago - 1.41 thousand downloads last month - 10,126 stars on GitHub - 1 maintainer
rerankers 0.10.0
A unified API for various document re-ranking models.
31 versions - Latest release: over 1 year ago - 44.2 thousand downloads last month - 1,638 stars on GitHub - 1 maintainer
nlweb-goodmem 0.2.2
GoodMem as an NLWeb retrieval provider — Schema.org retrieval, site filtering, and object lookup.
4 versions - Latest release: 7 days ago - 43 downloads last month - 0 stars on GitHub - 1 maintainer
diragnosis 0.0.1 💰
diRAGnosis - Diagnose the performance of your RAG!
3 versions - Latest release: over 1 year ago - 36 downloads last month - 43 stars on GitHub - 1 maintainer
popoto 1.9.0
Agent memory for LLM apps on Redis or Valkey: decay, confidence, associations, and context assemb...
48 versions - Latest release: about 1 month ago - 1 dependent repositories - 601 downloads last month - 9 stars on GitHub - 2 maintainers
fed-rag 0.0.27
Simplified fine-tuning of retrieval-augmented generation (RAG) systems.
34 versions - Latest release: over 1 year ago - 81 downloads last month - 150 stars on GitHub - 1 maintainer
serviette 0.1.5
A universal, no-code RAG server for any vector database, built on the Pathway Live Data Framework.
7 versions - Latest release: 7 days ago - 201 downloads last month - 5 stars on GitHub - 1 maintainer
fidelis-memory 0.2.0 💰
Fidelis Memory: faithful agent memory with zero-LLM retrieval by default. By Hermes Labs.
8 versions - Latest release: 16 days ago - 948 downloads last month - 23 stars on GitHub - 1 maintainer
axiolex 2.0.2
AxioLex: Multi-modal retrieval primitive for agentic infrastructure (Lexical & Neural). Currently...
3 versions - Latest release: 12 days ago - 363 downloads last month - 0 stars on GitHub - 1 maintainer
Top 2.8% on pypi.org
news-please 1.6.16 💰
news-please is an open source easy-to-use news extractor that just works.
134 versions - Latest release: about 1 year ago - 2 dependent packages - 64 dependent repositories - 25.9 thousand downloads last month - 2,494 stars on GitHub - 1 maintainer
cbrkit 1.7.0
Customizable Case-Based Reasoning (CBR) toolkit for Python with a built-in API and CLI
91 versions - Latest release: 4 days ago - 1 thousand downloads last month - 28 stars on GitHub - 1 maintainer
code-rag-agent 0.1.0
Production-ready RAG agent for intelligent code retrieval and question answering
1 version - Latest release: about 1 year ago - 28 downloads last month - 1 maintainer
ochabot 0.8.4
Ochabot RAG Tools
1 version - Latest release: over 1 year ago - 8 downloads last month - 6 stars on GitHub - 1 maintainer
labrador-ai 0.6.1
Load any data in one line of code and connect with AI applications
2 versions - Latest release: over 1 year ago - 110 downloads last month - 0 stars on GitHub - 1 maintainer
langtxt 0.6.0
Load any data in one line of code and connect with AI applications
1 version - Latest release: over 1 year ago - 1 maintainer
memalloy 0.1.0
A high-performance Python package wrapping a Rust-based local RAG kernel
1 version - Latest release: 9 months ago - 81 downloads last month - 1 maintainer
ragpdf 0.1.2
Retrive PDF files context for your LLMs
3 versions - Latest release: over 1 year ago - 20 downloads last month - 0 stars on GitHub - 1 maintainer
webify-mcp 0.0.2 💰
Adaptive web research for AI coding agents — 91% of Deep Research quality at 5% cost
2 versions - Latest release: 3 months ago - 21 downloads last month - 83 stars on GitHub - 1 maintainer
reasongraph 0.7.40 💰
A graph-based reasoning library with embedding search and multi-hop traversal
55 versions - Latest release: 17 days ago - 6 thousand downloads last month - 2 stars on GitHub - 1 maintainer
Top 3.5% on pypi.org
mteb 2.22.1
Massive Text Embedding Benchmark
812 versions - Latest release: 5 days ago - 6 dependent packages - 25 dependent repositories - 659 thousand downloads last month - 3,442 stars on GitHub - 4 maintainers
agentic-graphrag 0.0.4
Agentic GraphRAG: graph-based retrieval-augmented generation with agentic reasoning.
4 versions - Latest release: 6 days ago - 201 downloads last month - 4 stars on GitHub - 2 maintainers
flywheel-mneme 0.6.0 💰
Accountable agent memory with layered retrieval, source provenance, re-derivable recall receipts,...
4 versions - Latest release: 5 days ago - 123 downloads last month - 2 stars on GitHub - 1 maintainer
atlas-ragkit 1.0.6
Atlas RAGKit — Local-First RAG Engineering Platform
6 versions - Latest release: about 1 month ago - 1 maintainer
semble 0.6.1 💰
Fast and Accurate Code Search for Agents
30 versions - Latest release: 11 days ago - 85.1 thousand downloads last month - 6,169 stars on GitHub - 1 maintainer
ragatouille 0.0.9 💰
Library to facilitate the use of state-of-the-art retrieval models in common RAG contexts.
50 versions - Latest release: over 1 year ago - 4 dependent packages - 12.1 thousand downloads last month - 3,964 stars on GitHub - 3 maintainers
deeptext-ai 0.4.1
Integration package connecting data and AI applications
1 version - Latest release: about 2 years ago