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pypi.org "vector-database" keyword

llama-index-core 0.14.20
Interface between LLMs and your data
253 versions - Latest release: 5 days ago - 518 dependent packages - 6.47 million downloads last month - 36,362 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
qdrant-client 1.17.1 💰
Client library for the Qdrant vector search engine
123 versions - Latest release: 26 days ago - 129 dependent packages - 1,835 dependent repositories - 16.2 million downloads last month - 765 stars on GitHub - 1 maintainer
vecforge 1.0.0
Forge your vector database. Own it forever. Local-first, encrypted, quantum-inspired.
2 versions - Latest release: about 1 month ago - 39 downloads last month - 1 maintainer
Top 0.7% on pypi.org
llama-index 0.14.13
Interface between LLMs and your data
494 versions - Latest release: 3 months ago - 153 dependent packages - 1,464 dependent repositories - 6.16 million downloads last month - 26,279 stars on GitHub - 2 maintainers
Top 1.5% on pypi.org
gpt-index 0.8.42
Interface between LLMs and your data
255 versions - Latest release: over 2 years ago - 7 dependent packages - 21 dependent repositories - 5.2 thousand downloads last month - 35,238 stars on GitHub - 2 maintainers
ai-context-manager 0.2.0
Enterprise-grade context management system for AI agents with vector database support
1 version - Latest release: 6 months ago - 21 downloads last month - 1 maintainer
clsplusplus 4.0.2
Brain-inspired, model-agnostic persistent memory for LLMs. Learn, recall, forget — like a brain. ...
3 versions - Latest release: 2 days ago - 1 maintainer
mcp-memory-service 10.34.0 💰
Open-source persistent memory for AI agent pipelines and Claude. REST API + semantic search + kno...
215 versions - Latest release: about 8 hours ago - 26.7 thousand downloads last month - 1,591 stars on GitHub - 1 maintainer
llama-index-readers-docugami 0.5.0
llama-index readers docugami integration
13 versions - Latest release: 27 days ago - 1 dependent package - 132 downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-readers-papers 0.5.0
llama-index readers papers integration
15 versions - Latest release: 27 days ago - 989 downloads last month - 41,415 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
lancedb 0.30.2
lancedb
122 versions - Latest release: 8 days ago - 72 dependent packages - 453 dependent repositories - 5.93 million downloads last month - 4,515 stars on GitHub - 3 maintainers
m2vdb 1.0.0
Educational vector database built from first principles to understand how vector search really wo...
2 versions - Latest release: 4 months ago - 17 downloads last month - 8 stars on GitHub - 1 maintainer
cognee 0.5.8 💰
Cognee - is a library for enriching LLM context with a semantic layer for better understanding an...
105 versions - Latest release: about 15 hours ago - 69.6 thousand downloads last month - 14,874 stars on GitHub - 1 maintainer
vector-inspector 0.7.0
A comprehensive desktop application for visualizing, querying, and managing vector database data
35 versions - Latest release: about 19 hours ago - 765 downloads last month - 5 stars on GitHub - 1 maintainer
llama-index-vector-stores-zeusdb 0.1.4
LlamaIndex integration for ZeusDB vector database. Enterprise-grade RAG with high-performance vec...
6 versions - Latest release: 5 months ago - 83 downloads last month - 3 stars on GitHub - 1 maintainer
zilliz-mcp-server 1.0.0
MCP server for Zilliz Cloud and Milvus
1 version - Latest release: 9 months ago - 64 downloads last month - 30 stars on GitHub - 1 maintainer
cortexadb 1.0.0
Fast, embedded vector + graph memory for AI agents
10 versions - Latest release: 21 days ago - 1.44 thousand downloads last month - 19 stars on GitHub - 1 maintainer
hannoy 0.1.0
HNSW Approximate Nearest Neighbors in Rust, based on LMDB and optimized for memory usage
3 versions - Latest release: 4 months ago - 108 downloads last month - 77 stars on GitHub - 1 maintainer
cortex-mcp 1.1.20
Making AI Accountable Over Time - MCP server for persistent memory, automatic verification, and e...
19 versions - Latest release: about 1 month ago - 299 downloads last month - 1 maintainer
transcendence-memory-server 0.3.3
Self-hosted multimodal RAG memory service with LanceDB + RAG-Anything
3 versions - Latest release: 2 days ago - 1 maintainer
loci-stdb 0.3.0
4D spatiotemporal vector database middleware for AI world models
1 version - Latest release: 3 days ago - 1 maintainer
openground 0.14.0
Ingest official documentation into a local vector database and expose it via MCP for AI coding ag...
31 versions - Latest release: 12 days ago - 760 downloads last month - 0 stars on GitHub - 1 maintainer
llama-index-readers-huggingface-fs 0.5.0
llama-index readers huggingface fs integration
11 versions - Latest release: 27 days ago - 167 downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-embeddings-google 0.4.2
llama-index embeddings google integration
15 versions - Latest release: 3 months ago - 1 dependent package - 2.58 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
django-forge-ai 1.2.7
A comprehensive AI toolbox for Django - seamless integration of LLM functionalities, RAG systems,...
4 versions - Latest release: 4 months ago - 35 downloads last month - 1 maintainer
ai-prishtina-milvus-client 1.0.2
A comprehensive, production-ready Python client library for Milvus vector database operations des...
3 versions - Latest release: 9 months ago - 32 downloads last month - 0 stars on GitHub - 1 maintainer
embedchaincrewai 0.1.117
Simplest open source retrieval (RAG) framework
1 version - Latest release: almost 2 years ago - 1.25 thousand downloads last month - 29,024 stars on GitHub - 1 maintainer
rag-qdrant-voyage 0.1.0
Agentic RAG SDK - MCP server for grounding AI coding agents with Voyage AI + Qdrant hybrid retrieval
1 version - Latest release: 3 months ago - 11 downloads last month - 45 stars on GitHub - 1 maintainer
contextqa 2.0.5
Chat with your data by leveraging the power of LLMs and vector databases
6 versions - Latest release: over 1 year ago - 45 downloads last month - 22 stars on GitHub - 1 maintainer
llama-index-readers-genius 0.5.0
llama-index readers genius integration
9 versions - Latest release: 27 days ago - 126 downloads last month - 41,415 stars on GitHub - 1 maintainer
vecstream 0.3.4
A lightweight, efficient vector database with similarity search capabilities
7 versions - Latest release: about 1 year ago - 33 downloads last month - 1 stars on GitHub - 1 maintainer
eigen-client 1.0.4
EigenDB's Official Python API
5 versions - Latest release: 7 months ago - 24 downloads last month - 6 stars on GitHub - 1 maintainer
research-assistant-mcp 0.1.1
A Model Context Protocol server for research assistance with ChromaDB vector storage
2 versions - Latest release: 4 months ago - 40 downloads last month - 1 maintainer
mem0ai 1.0.11
Long-term memory for AI Agents
166 versions - Latest release: 2 days ago - 2.76 million downloads last month - 21,264 stars on GitHub - 4 maintainers
weaviate-cli 3.4.0
Command line interface to interact with weaviate
37 versions - Latest release: 2 days ago - 1 dependent repositories - 10.9 thousand downloads last month - 9,772 stars on GitHub - 2 maintainers
Top 7.6% on pypi.org
hektor-vdb 4.1.7
High-performance vector database with SIMD-optimized similarity search and local ONNX-based embed...
1 version - Latest release: 2 months ago - 215 downloads last month - 1 maintainer
llama-index-tools-agentql 1.3.0
llama-index tools agentql integration
5 versions - Latest release: 27 days ago - 153 downloads last month - 41,392 stars on GitHub - 1 maintainer
turboquant-pro 0.2.0
TurboQuant compression for LLM KV caches, pgvector embeddings, and NATS transport — 5-10x memory ...
1 version - Latest release: 5 days ago - 109 downloads last month - 1 maintainer
tqdb 0.2.1
Embedded vector database using the TurboQuant algorithm (arXiv:2504.19874) — zero training, 2-4 b...
4 versions - Latest release: 3 days ago - 1.54 thousand downloads last month - 1 maintainer
fennec-rag 1.1.1
A comprehensive RAG framework with Arabic language support, multi-provider embeddings, and advanc...
5 versions - Latest release: 5 days ago - 622 downloads last month - 1 maintainer
llama-index-tools-bing-search 0.5.0
llama-index tools bing_search integration
10 versions - Latest release: 27 days ago - 472 downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-readers-azcognitive-search 0.5.0
llama-index readers azcognitive_search integration
10 versions - Latest release: 27 days ago - 326 downloads last month - 41,415 stars on GitHub - 1 maintainer
pydantic-graph-persistance-redis 0.8.1
State persistance using Redis as backend
1 version - Latest release: 7 months ago - 9 downloads last month - 1 maintainer
llama-index-readers-opendal-reader 0.5.0
llama-index readers opendal_reader integration
11 versions - Latest release: 27 days ago - 132 downloads last month - 41,392 stars on GitHub - 1 maintainer
mcp-research-assistant 0.1.5
MCP Server for Research Assistant with Vector Database Management
5 versions - Latest release: 4 months ago - 35 downloads last month - 1 maintainer
muninndb 0.4.10
muninndb — alias for muninn-python, the Python SDK for MuninnDB.
33 versions - Latest release: 6 days ago - 2.12 thousand downloads last month - 262 stars on GitHub - 1 maintainer
muninn-python 0.4.10
Python SDK for MuninnDB — the cognitive memory database
33 versions - Latest release: 6 days ago - 1.3 thousand downloads last month - 135 stars on GitHub - 1 maintainer
ragora 1.3.0
A RAG system for creating knowledge bases from different document formats
11 versions - Latest release: 5 months ago - 79 downloads last month - 1 stars on GitHub - 1 maintainer
llama-index-tools-azure-translate 0.5.0
llama-index tools azure_translate integration
10 versions - Latest release: 27 days ago - 251 downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-readers-airbyte-cdk 0.5.0
llama-index readers airbyte_cdk integration
10 versions - Latest release: 27 days ago - 7 dependent packages - 554 downloads last month - 41,415 stars on GitHub - 1 maintainer
swarndb 1.0.0
Official Python SDK for SwarnDB — the vector database that thinks in graphs. Combines HNSW + IVF-...
1 version - Latest release: 22 days ago - 115 downloads last month - 1 maintainer
admin-api-lib 4.2.0
The admin backend is responsible for the document management. This includes deletion, upload and ...
7 versions - Latest release: about 2 months ago - 561 downloads last month - 48 stars on GitHub - 1 maintainer
personal-graph 0.1.8
Graph database in LibSQL
8 versions - Latest release: almost 2 years ago - 29 downloads last month - 89 stars on GitHub - 1 maintainer
llama-index-tools-shopify 0.5.0
llama-index tools shopify integration
10 versions - Latest release: 27 days ago - 270 downloads last month - 41,392 stars on GitHub - 1 maintainer
llama-index-readers-patentsview 1.1.0
llama-index readers patentsview integration
11 versions - Latest release: 27 days ago - 135 downloads last month - 41,415 stars on GitHub - 1 maintainer
synix 0.22.2
Build system for agent memory
25 versions - Latest release: 5 days ago - 1.17 thousand downloads last month - 1 stars on GitHub - 1 maintainer
llama-index-readers-pandas-ai 0.5.1
llama-index readers pandas_ai integration
12 versions - Latest release: 7 months ago - 54 downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-readers-gcs 0.6.1
llama-index readers gcs integration
13 versions - Latest release: 26 days ago - 29.4 thousand downloads last month - 36,520 stars on GitHub - 1 maintainer
the-discoverer 1.0.1
AI-powered database discovery and query agent
2 versions - Latest release: 5 months ago - 15 downloads last month - 5 stars on GitHub - 1 maintainer
better-qdrant-mcp 0.4.2 💰
A Python MCP server for Qdrant memory storage and semantic search, compatible with Cursor-like MC...
9 versions - Latest release: 5 months ago - 76 downloads last month - 1 stars on GitHub - 1 maintainer
llama-index-tools-wikipedia 0.5.0
llama-index tools wikipedia integration
11 versions - Latest release: 27 days ago - 1 dependent package - 10.2 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-readers-box 0.5.0
llama-index readers box integration
12 versions - Latest release: 27 days ago - 22 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-readers-firestore 0.5.0
llama-index readers firestore integration
10 versions - Latest release: 27 days ago - 208 downloads last month - 41,408 stars on GitHub - 1 maintainer
docs2db 0.4.4
Repository of docling documents for RAG
9 versions - Latest release: 23 days ago - 339 downloads last month - 1 stars on GitHub - 1 maintainer
fatush 0.1.0
Simple utility tools for translating fastapi documentation
1 version - Latest release: about 2 years ago - 13 downloads last month - 1 stars on GitHub - 1 maintainer
llama-index-readers-toggl 0.5.0
llama-index readers toggl integration
6 versions - Latest release: 27 days ago - 108 downloads last month - 41,415 stars on GitHub - 1 maintainer
Top 9.1% on pypi.org
llm-crawler 1.1.0
A web crawler CLI tool for preparing content for LLM ingestion and vector databases
3 versions - Latest release: 3 months ago - 288 downloads last month - 1 maintainer
seekdb-lib 0.0.1.dev5
OceanBase SeekDB
4 versions - Latest release: 5 months ago - 722 downloads last month - 2,409 stars on GitHub - 1 maintainer
claude-lfr-mcp 0.1.0
Fast CPU-based RAG for codebases using BGE embeddings and Qdrant. MCP server for Claude Code.
1 version - Latest release: 2 months ago - 114 downloads last month - 1 maintainer
synapsemem 0.3.0
A bio-inspired, production-ready memory engine for LLM agents.
1 version - Latest release: 6 days ago - 99 downloads last month - 1 maintainer
cyborgdb-migrate 0.1.1
TUI wizard and CLI for migrating vector data into CyborgDB
2 versions - Latest release: 6 days ago - 1 maintainer
wizz 0.2.2
A terminal-based LLM chat client with knowledge retrieval.
3 versions - Latest release: almost 2 years ago - 22 downloads last month - 0 stars on GitHub - 1 maintainer
chunkweaver 0.4.0
RAG chunker that respects document structure.
5 versions - Latest release: 14 days ago - 465 downloads last month - 0 stars on GitHub - 1 maintainer
opengovcorpus 0.1.4
A library for creating structured datasets and RAG embeddings from government websites
5 versions - Latest release: 5 months ago - 32 downloads last month - 1 maintainer
vectorshield 0.0.1
Privacy-First Vector Database for Sensitive Data
1 version - Latest release: about 1 month ago - 2 maintainers
decompressed 2.1.1
GPU-native vector compression and decompression library for embeddings and similarity search
3 versions - Latest release: 3 months ago - 34 downloads last month - 3 stars on GitHub - 1 maintainer
integradio 1.0.0
Vector-embedded Gradio components for semantic codebase navigation
6 versions - Latest release: about 1 month ago - 69 downloads last month - 1 maintainer
llama-index-tools-database 0.5.0
llama-index tools database integration
10 versions - Latest release: 27 days ago - 1 dependent package - 1.13 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
async-annoy 0.3.0
Asynchronous wrapper around the Annoy library for approximate nearest neighbor search.
4 versions - Latest release: almost 2 years ago - 29 downloads last month - 0 stars on GitHub - 1 maintainer
llama-index-vector-stores-oracledb 0.4.0
llama-index vector_stores oracle database integration
9 versions - Latest release: 27 days ago - 38.5 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-postprocessor-aimon-rerank 0.3.0
llama-index postprocessor aimon rerank integration
4 versions - Latest release: 27 days ago - 101 downloads last month - 41,415 stars on GitHub - 1 maintainer
zvec 0.3.0
A high-performance vector database engine with native C++ backend and Python bindings
8 versions - Latest release: 5 days ago - 21.9 thousand downloads last month - 424 stars on GitHub - 1 maintainer
vectorgateway 0.1.0
Protocol middleware for translating vector data across providers, vector databases, and LLM pipel...
1 version - Latest release: 6 days ago - 100 downloads last month - 1 maintainer
lsm-vec 0.1.0
LSM-Vec: Persistent disk-oriented vector database for approximate nearest-neighbor search
1 version - Latest release: 7 days ago - 1 maintainer
Top 9.3% on pypi.org
simplemem 0.1.0
Efficient Lifelong Memory for LLM Agents
1 version - Latest release: 3 months ago - 2.17 thousand downloads last month - 3,040 stars on GitHub - 1 maintainer
extractor-api-lib 4.2.0
Extracts the content of documents, websites, etc and maps it to a common format.
7 versions - Latest release: about 2 months ago - 367 downloads last month - 48 stars on GitHub - 1 maintainer
pgml-chat 0.3.0
PostgresML bot builder for all your documentation
3 versions - Latest release: over 2 years ago - 15 downloads last month - 6,269 stars on GitHub - 3 maintainers
llama-index-readers-remote 0.5.0
llama-index readers remote integration
13 versions - Latest release: 27 days ago - 1 dependent package - 1.18 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
claude-smart-fork 0.1.0
Semantic search across Claude Code sessions to find the best context for new tasks
1 version - Latest release: 3 months ago - 18 downloads last month - 4 stars on GitHub - 1 maintainer
llama-index-readers-mondaydotcom 0.5.0
llama-index readers mondaydotcom integration
10 versions - Latest release: 27 days ago - 141 downloads last month - 41,116 stars on GitHub - 1 maintainer
canopy-sdk 0.9.0
Retrieval Augmented Generation (RAG) framework and context engine powered by Pinecone
14 versions - Latest release: about 2 years ago - 1 dependent repositories - 282 downloads last month - 964 stars on GitHub - 1 maintainer
radiate-ai 0.1.1
The fastest way to add RAG to any Python app
1 version - Latest release: 5 months ago - 11 downloads last month - 0 stars on GitHub - 1 maintainer
llama-index-tools-openai-image-generation 0.6.0
llama-index tools openai_image_generation integration
11 versions - Latest release: 27 days ago - 2.03 thousand downloads last month - 41,408 stars on GitHub - 1 maintainer
llama-index-packs-diff-private-simple-dataset 0.4.1
llama-index packs diff private simple dataset
7 versions - Latest release: 7 months ago - 54 downloads last month - 41,415 stars on GitHub - 1 maintainer
seekdb-agent-skills 0.2.6
Install seekdb Agent Skills to various AI coding tools (Claude Code, GitHub Copilot, Codex, Curso...
25 versions - Latest release: 8 days ago - 1.1 thousand downloads last month - 7 stars on GitHub - 1 maintainer
davidzhang-test-seekdb-agent-skills 0.0.2
Install seekdb Agent Skills to various AI coding tools (Claude Code, GitHub Copilot, Codex, Curso...
2 versions - Latest release: 2 months ago - 79 downloads last month - 7 stars on GitHub - 1 maintainer
chroma-mcp-server 0.2.28
Chroma MCP Server - Vector Database Integration for LLM Applications
83 versions - Latest release: 10 months ago - 2.04 thousand downloads last month - 21 stars on GitHub - 1 maintainer
llama-index-readers-pdf-table 0.5.0
llama-index readers pdf_table integration
10 versions - Latest release: 27 days ago - 195 downloads last month - 41,415 stars on GitHub - 1 maintainer
velesdb 1.11.0
VelesDB: The Local Vector Database for Python & AI. Microsecond semantic search, zero network lat...
30 versions - Latest release: 8 days ago - 3.89 thousand downloads last month - 25 stars on GitHub - 1 maintainer
langchain-velesdb 1.11.0
LangChain VectorStore for VelesDB: The Local AI Memory Database. Microsecond RAG retrieval.
11 versions - Latest release: 8 days ago - 1.07 thousand downloads last month - 28 stars on GitHub - 1 maintainer