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pypi.org "vector-database" keyword

View the packages on the pypi.org package registry that are tagged with the "vector-database" keyword.

iris-vector-rag 0.5.16
Production-ready, extensible RAG framework with native IRIS vector search - unified API for basic...
25 versions - Latest release: about 1 month ago - 159 downloads last month - 1 maintainer
hippocampai 1.0.0
HippocampAI — autonomous long-term memory engine with hybrid retrieval and cross-encoder reranking
8 versions - Latest release: 4 months ago - 144 downloads last month - 31 stars on GitHub - 1 maintainer
llama-index-readers-firebase-realtimedb 0.4.1
llama-index readers firebase_realtimedb integration
9 versions - Latest release: 5 months ago - 52 downloads last month - 41,415 stars on GitHub - 1 maintainer
pyseekdb 1.1.0
A unified Python client for seekdb that supports embedded, server, and OceanBase.
14 versions - Latest release: 13 days ago - 5.96 thousand downloads last month - 51 stars on GitHub - 1 maintainer
kektordb-client 0.4.0
An official Python client for KektorDB. An in-memory Vector Database & AI Gateway written in Go. ...
6 versions - Latest release: about 1 month ago - 66 downloads last month - 0 stars on GitHub - 1 maintainer
mcp-vector-search 2.2.21
CLI-first semantic code search with MCP integration and interactive D3.js visualization for explo...
144 versions - Latest release: about 17 hours ago - 7.09 thousand downloads last month - 3 stars on GitHub - 1 maintainer
Top 6.2% on pypi.org
pymilvus-test 1.0.0
Python Sdk for Milvus
130 versions - Latest release: almost 5 years ago - 12 dependent repositories - 473 downloads last month - 1,292 stars on GitHub - 1 maintainer
vectordb-bench 1.0.19
VectorDBBench is not just an offering of benchmark results for mainstream vector databases and cl...
49 versions - Latest release: 14 days ago - 1.62 thousand downloads last month - 971 stars on GitHub - 1 maintainer
hub-redirect 3.0.3
Activeloop Deep Lake
5 versions - Latest release: over 3 years ago - 1 dependent package - 134 downloads last month - 8,860 stars on GitHub - 2 maintainers
rag-core-lib 4.2.0
The rag-core-lib contains the shared components of at least two of the rag libs.
7 versions - Latest release: 1 day ago - 619 downloads last month - 48 stars on GitHub - 1 maintainer
crossvector 1.0.1
Cross-platform vector database engine with pluggable adapters
5 versions - Latest release: 2 months ago - 74 downloads last month - 1 stars on GitHub - 1 maintainer
semanticscout 3.4.2
A language-aware semantic code search MCP server with intelligent filtering and 9.3x better depen...
13 versions - Latest release: 4 months ago - 42 downloads last month - 0 stars on GitHub - 1 maintainer
milvus-filter-expression 0.1.0
Type-safe, MongoDB-style filter builder for Milvus vector database
1 version - Latest release: 4 months ago - 18 downloads last month - 1 maintainer
zilliz-cli 0.1.1
CLI for Zilliz Cloud resource management and Milvus operations
2 versions - Latest release: 9 days ago - 1 maintainer
yaade 0.1.0
Yaade (यादें) - Local MCP-compatible memory storage for AI agents with semantic search
1 version - Latest release: 11 days ago
vectrixdb 1.1.2
Where vectors come alive - A lightweight, visual-first vector database with embedded ML models
11 versions - Latest release: 7 days ago - 1.25 thousand downloads last month - 1 maintainer
surgedb 1.0.0a5
A high-performance, lightweight vector database
4 versions - Latest release: 12 days ago
shilp-sdk 0.12.0
Official Python SDK for the Shilp Vector Database API
4 versions - Latest release: 10 days ago - 1 maintainer
seekdb-agent-skills 0.1.6
Install seekdb Agent Skills to various AI coding tools (Claude Code, GitHub Copilot, Codex, Curso...
16 versions - Latest release: 1 day ago - 1.21 thousand downloads last month - 1 maintainer
recordor 1.0.0
Recordor - Enterprise AI agent memory infrastructure on Azure NetApp Files. Latin: 'I remember'
1 version - Latest release: 10 days ago - 1 maintainer
ragtime-cli 0.5.3
Local-first memory and RAG system for Claude Code - semantic search over code, docs, and team kno...
29 versions - Latest release: 2 days ago
qdrant-mcp-server 0.1.0
A Model Context Protocol (MCP) server for Qdrant vector database with semantic search capabilities
1 version - Latest release: 9 days ago - 112 downloads last month - 1 maintainer
obsidian-vault-rag 0.1.0
Obsidian RAG CLI - Ingest and Chat with your notes
1 version - Latest release: 11 days ago
jw-my-rag 0.1.1
OCR Vector Database - Document parsing, semantic segmentation, and vector search
2 versions - Latest release: 17 days ago - 185 downloads last month - 1 maintainer
gweta 0.2.0
RAG data quality and ingestion framework - Acquire, Validate, Ingest
3 versions - Latest release: 5 days ago - 1 maintainer
ericsearch 0.0.2
A local vector search engine built for speed and scalability
2 versions - Latest release: 11 days ago - 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: 15 days ago - 1 maintainer
ctxvault 0.1.4
CtxVault is a local-first knowledge vault that indexes your documents, generates embeddings, and ...
3 versions - Latest release: 14 days ago
bazinga-ai 2.0.0
BAZINGA - Distributed AI that belongs to everyone
1 version - Latest release: 2 days ago - 74 downloads last month - 1 maintainer
bazinga-indeed 4.5.1
BAZINGA - Distributed AI with P2P Consciousness Network (Proof-of-Boundary Consensus)
28 versions - Latest release: 1 day ago - 591 downloads last month
agentmemry 0.2.0
Persistent memory for AI agents with semantic search
2 versions - Latest release: 8 days ago
llama-index-readers-hive 0.3.1
llama-index readers hive integration
8 versions - Latest release: 8 months ago - 33 downloads last month - 41,415 stars on GitHub - 1 maintainer
Top 1.4% on pypi.org
lancedb 0.29.2
lancedb
119 versions - Latest release: 3 days ago - 72 dependent packages - 453 dependent repositories - 2.45 million downloads last month - 4,515 stars on GitHub - 3 maintainers
superduper-lance 0.10.0
SuperDuper Lance is a Python library that provides a high-level API for working with Lance vector...
6 versions - Latest release: 6 months ago - 34 downloads last month - 5,239 stars on GitHub - 1 maintainer
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 - 7.22 thousand downloads last month - 35,238 stars on GitHub - 2 maintainers
llama-index-tools-text-to-image 0.4.1
llama-index tools text_to_image integration
10 versions - Latest release: 5 months ago - 73 downloads last month - 41,415 stars on GitHub - 1 maintainer
Top 2.3% on pypi.org
hub 3.0.1
Activeloop Deep Lake
132 versions - Latest release: about 3 years ago - 2 dependent packages - 129 dependent repositories - 12.4 thousand downloads last month - 8,860 stars on GitHub - 1 maintainer
superduper-jina 0.10.0
Superduper allows users to work with Jina Embeddings models through the Jina Embedding API.
9 versions - Latest release: 6 months ago - 40 downloads last month - 5,239 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: over 1 year ago - 99 downloads last month - 0 stars on GitHub - 1 maintainer
llama-index-core 0.14.14
Interface between LLMs and your data
247 versions - Latest release: 1 day ago - 518 dependent packages - 5.11 million downloads last month - 36,362 stars on GitHub - 1 maintainer
llama-index-readers-papers 0.4.1
llama-index readers papers integration
14 versions - Latest release: 5 months ago - 2.08 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
qdrant-client 1.16.2 💰
Client library for the Qdrant vector search engine
121 versions - Latest release: 2 months ago - 129 dependent packages - 1,835 dependent repositories - 9.19 million downloads last month - 765 stars on GitHub - 1 maintainer
pixeltable 0.5.17
AI Data Infrastructure: Declarative, Multimodal, and Incremental
96 versions - Latest release: 1 day ago - 5.02 thousand downloads last month - 67 stars on GitHub - 2 maintainers
langchoice 0.0.3
switch-case over free-form sentences.
3 versions - Latest release: over 2 years ago - 22 downloads last month - 1 stars on GitHub - 1 maintainer
oasysdb 0.6.1
Fast & flexible embedded vector database with incremental HNSW indexing.
12 versions - Latest release: over 1 year ago - 992 downloads last month - 373 stars on GitHub - 1 maintainer
llama-index-tools-zapier 0.4.1
llama-index tools zapier integration
9 versions - Latest release: 5 months ago - 58 downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-embeddings-gigachat 0.4.1
llama-index embeddings gigachat integration
6 versions - Latest release: 5 months ago - 114 downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-tools-agentql 1.2.0
llama-index tools agentql integration
4 versions - Latest release: 5 months ago - 107 downloads last month - 41,392 stars on GitHub - 1 maintainer
surfer-protocol 0.1.2 💰
Python client for the Surfer Protocol desktop app
3 versions - Latest release: about 1 year ago - 36 downloads last month - 1,457 stars on GitHub - 1 maintainer
embedchaincrewai 0.1.117
Simplest open source retrieval (RAG) framework
1 version - Latest release: over 1 year ago - 2.58 thousand downloads last month - 29,024 stars on GitHub - 1 maintainer
cyborgdb 0.14.0
Python Client SDK for CyborgDB: The Confidential Vector Database
6 versions - Latest release: 3 months ago - 580 downloads last month - 6 stars on GitHub - 1 maintainer
llama-index-tools-azure-translate 0.4.1
llama-index tools azure_translate integration
9 versions - Latest release: 5 months ago - 140 downloads last month - 41,415 stars on GitHub - 1 maintainer
vecta 0.1.4
A lightweight SDK for benchmarking RAG agents
5 versions - Latest release: 4 months ago - 58 downloads last month - 1 maintainer
llama-index-agent-lats 0.3.2
llama-index agent lats integration
6 versions - Latest release: 8 months ago - 504 downloads last month - 41,415 stars on GitHub - 1 maintainer
vectoriz 1.0.1
Python library for creating vectorized data from text or files.
10 versions - Latest release: 10 months ago - 99 downloads last month - 2 stars on GitHub - 1 maintainer
llama-index-embeddings-google 0.4.2
llama-index embeddings google integration
15 versions - Latest release: 21 days ago - 1 dependent package - 2.6 thousand 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: 6 months ago - 16 downloads last month - 1 maintainer
admin-api-lib 4.1.1
The admin backend is responsible for the document management. This includes deletion, upload and ...
6 versions - Latest release: 9 days ago - 379 downloads last month - 48 stars on GitHub - 1 maintainer
llama-index-readers-patentsview 1.0.0
llama-index readers patentsview integration
10 versions - Latest release: 26 days ago - 143 downloads last month - 41,415 stars on GitHub - 1 maintainer
the-discoverer 1.0.1
AI-powered database discovery and query agent
2 versions - Latest release: 3 months ago - 33 downloads last month - 1 maintainer
llama-index-vector-stores-oracledb 0.3.2
llama-index vector_stores oracle database integration
8 versions - Latest release: 5 months ago - 27.2 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
superlinked-server 1.56.4
Superlinked server enables fast and scalable vector search and storage
181 versions - Latest release: 5 months ago - 7.41 thousand downloads last month - 1,082 stars on GitHub - 1 maintainer
mseep-context-lens 0.1.8
Context Lens - Give your LLM glasses to understand meaning, not just read words. Semantic search ...
1 version - Latest release: 2 months ago - 28 downloads last month - 1 maintainer
llama-index-tools-wikipedia 0.4.1
llama-index tools wikipedia integration
10 versions - Latest release: 5 months ago - 1 dependent package - 6.36 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-readers-opendal-reader 0.4.1
llama-index readers opendal_reader integration
10 versions - Latest release: 5 months ago - 55 downloads last month - 41,392 stars on GitHub - 1 maintainer
llama-index-tools-database 0.4.1
llama-index tools database integration
9 versions - Latest release: 5 months ago - 1 dependent package - 1.38 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-packs-raptor 0.4.1
llama-index packs raptor integration
14 versions - Latest release: 5 months ago - 6.66 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
eigen-client 1.0.4
EigenDB's Official Python API
5 versions - Latest release: 5 months ago - 47 downloads last month - 6 stars on GitHub - 1 maintainer
llama-index-readers-box 0.4.1
llama-index readers box integration
11 versions - Latest release: 5 months ago - 17.5 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
llama-index-readers-pandas-ai 0.5.1
llama-index readers pandas_ai integration
12 versions - Latest release: 5 months ago - 136 downloads last month - 41,415 stars on GitHub - 1 maintainer
extractor-api-lib 4.0.0
Extracts the content of documents, websites, etc and maps it to a common format.
4 versions - Latest release: 20 days ago - 138 downloads last month - 48 stars on GitHub - 1 maintainer
test-langgraph-checkpoint-redis 0.3.2
Redis implementation of the LangGraph agent checkpoint saver and store.
1 version - Latest release: 23 days ago - 1.68 thousand downloads last month
simplemem 0.1.0
Efficient Lifelong Memory for LLM Agents
1 version - Latest release: 22 days ago - 243 downloads last month
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: 24 days ago - 101 downloads last month
llm-crawler 1.1.0
A web crawler CLI tool for preparing content for LLM ingestion and vector databases
3 versions - Latest release: 24 days ago - 288 downloads last month
integradio 0.3.0
Vector-embedded Gradio components for semantic codebase navigation
1 version - Latest release: 22 days ago - 91 downloads last month
hektor-vdb 4.1.7
High-performance vector database with SIMD-optimized similarity search and local ONNX-based embed...
1 version - Latest release: 18 days ago - 397 downloads last month
cortex-mcp 1.0.5
Making AI Accountable Over Time - MCP server for persistent memory, automatic verification, and e...
5 versions - Latest release: 11 days ago - 460 downloads last month
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: 17 days ago - 106 downloads last month
claude-smart-fork 0.1.0
Semantic search across Claude Code sessions to find the best context for new tasks
1 version - Latest release: 22 days ago - 98 downloads last month
chromaroute 0.2.3
Provider-agnostic embedding functions for ChromaDB with OpenRouter and local fallback support.
4 versions - Latest release: 18 days ago - 352 downloads last month
openground 0.11.1
Ingest official documentation into a local vector database and expose it via MCP for AI coding ag...
28 versions - Latest release: 13 days ago - 2.23 thousand downloads last month - 0 stars on GitHub - 1 maintainer
mcp-research-assistant 0.1.5
MCP Server for Research Assistant with Vector Database Management
5 versions - Latest release: about 2 months ago - 93 downloads last month - 1 maintainer
docs2db 0.4.3
Repository of docling documents for RAG
8 versions - Latest release: about 1 month ago - 186 downloads last month - 1 stars on GitHub - 1 maintainer
llama-index-tools-openai-image-generation 0.5.1
llama-index tools openai_image_generation integration
10 versions - Latest release: 5 months ago - 1.74 thousand downloads last month - 41,408 stars on GitHub - 1 maintainer
llama-index-readers-gcs 0.5.1
llama-index readers gcs integration
11 versions - Latest release: 5 months ago - 23.5 thousand downloads last month - 36,520 stars on GitHub - 1 maintainer
databend 1.2.810
The multi-modal data warehouse built for the AI era. Unified analytics for structured data, JSON,...
295 versions - Latest release: 5 months ago - 506 downloads last month - 9,031 stars on GitHub - 3 maintainers
llama-index-readers-database 0.5.1
llama-index readers database integration
11 versions - Latest release: 5 months ago - 2 dependent packages - 11.6 thousand downloads last month - 41,415 stars on GitHub - 1 maintainer
chroma-mcp-server 0.2.28
Chroma MCP Server - Vector Database Integration for LLM Applications
83 versions - Latest release: 9 months ago - 4.64 thousand downloads last month - 21 stars on GitHub - 1 maintainer
mcp-memory-service 10.4.1 💰
Universal MCP memory service with semantic search, multi-client support, and autonomous consolida...
121 versions - Latest release: 13 days ago - 14.4 thousand downloads last month - 869 stars on GitHub - 1 maintainer
mcp-memory-service-lite 8.76.0
Lightweight MCP memory service with ONNX embeddings - no PyTorch required. 80% smaller install size.
1 version - Latest release: about 1 month ago - 243 downloads last month
superoptix 0.2.3
Full Stack Agentic AI Optimization Framework - Universal GEPA optimizer for major frameworks
32 versions - Latest release: about 2 months ago - 277 downloads last month - 5 stars on GitHub - 1 maintainer
llmflows 0.2.1
LLMFlows - Simple, Explicit and Transparent LLM Apps
15 versions - Latest release: over 2 years ago - 1 dependent repositories - 112 downloads last month - 701 stars on GitHub - 1 maintainer
llama-index-readers-file 0.5.6
llama-index readers file integration
63 versions - Latest release: about 2 months ago - 20 dependent packages - 2.92 million downloads last month - 41,415 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: 3 months ago - 46 downloads last month - 3 stars on GitHub - 1 maintainer
simgen-ssg 0.1.1rc5
A blog recommendation engine built for text driven static sites
7 versions - Latest release: about 2 years ago - 46 downloads last month - 1 stars on GitHub - 1 maintainer
llama-index-readers-pdf-table 0.4.1
llama-index readers pdf_table integration
9 versions - Latest release: 5 months ago - 312 downloads last month - 41,415 stars on GitHub - 1 maintainer
shodh-memory 0.1.75
Local-first AI memory system for robotics, drones, and edge AI - 100% offline capable
14 versions - Latest release: 17 days ago - 1.06 thousand downloads last month - 1 maintainer
python-vectorspace 0.0.7
Directory file watcher for automatically creating and querying vector embeddings.
7 versions - Latest release: 6 months ago - 53 downloads last month - 4 stars on GitHub - 1 maintainer
vectorizer-sdk 2.2.0
Python SDK for Vectorizer - Semantic search and vector operations with UMICP protocol support
8 versions - Latest release: 2 months ago - 128 downloads last month - 15 stars on GitHub - 1 maintainer