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

pypi.org "vector-search" keyword

laurus 0.13.2 πŸ’°
Python bindings for the Laurus search library
13 versions - Latest release: 27 days ago - 768 downloads last month - 28 stars on GitHub - 1 maintainer
mseep-jenkins-mcp-enterprise 1.0.4
MCP server for Jenkins integration with AI assistants, providing build management, log analysis, ...
4 versions - Latest release: about 1 year ago - 50 downloads last month - 29 stars on GitHub - 1 maintainer
qdrant-mcp 0.2.0
Qdrant MCP server with configurable embedding providers
3 versions - Latest release: about 1 year ago - 219 downloads last month - 1 stars on GitHub - 1 maintainer
jenkins-mcp-enterprise 1.0.3
MCP server for Jenkins integration with AI assistants, providing build management, log analysis, ...
7 versions - Latest release: 5 months ago - 86 downloads last month - 29 stars on GitHub - 1 maintainer
coder-mcp 1.0.1
High‑performance Managed Code Processor (MCP) server with AI‑powered code analysis and editing.
1 version - Latest release: about 1 year ago - 20 downloads last month - 1 stars on GitHub - 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: about 1 year ago - 41 downloads last month - 0 stars on GitHub - 1 maintainer
Top 1.3% on pypi.org
gptcache 0.1.44
GPTCache, a powerful caching library that can be used to speed up and lower the cost of chat appl...
46 versions - Latest release: about 2 years ago - 29 dependent packages - 1,266 dependent repositories - 154 thousand downloads last month - 8,209 stars on GitHub - 1 maintainer
mcp-kql-server 2.1.5
AI-Powered MCP server for KQL query execution with Natural Language to KQL (NL2KQL) conversion, i...
15 versions - Latest release: 2 months ago - 996 downloads last month - 23 stars on GitHub - 1 maintainer
ragoon 0.0.15 πŸ’°
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
notion-archive 0.1.0
Simple semantic search for Notion HTML exports using AI embeddings
1 version - Latest release: over 1 year ago - 41 downloads last month - 0 stars on GitHub - 1 maintainer
docuquery-ai 0.1.1
A powerful document query system using RAG and LLM technologies
2 versions - Latest release: over 1 year ago - 36 downloads last month - 0 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 - 254 downloads last month - 5,328 stars on GitHub - 1 maintainer
caura-client 1.0.3
Caura (formerly MemClaw) β€” governed shared memory for AI agent fleets. Official Python client: RE...
4 versions - Latest release: 16 days ago - 260 downloads last month - 544 stars on GitHub - 2 maintainers
trialmesh 1.1.0
A modular clinical trial matching system using LLMs and vector search
2 versions - Latest release: over 1 year ago - 3 downloads last month - 0 stars on GitHub - 1 maintainer
macrame-db 0.19.0
A Bitemporal Graph Ledger on libSQL Β· Embedded knowledge database
13 versions - Latest release: 1 day ago - 1.26 thousand downloads last month - 1 stars on GitHub - 1 maintainer
memvid-sdk 2.0.160 πŸ’°
Single-file AI memory system for Python. Store, search, and query documents with built-in RAG.
22 versions - Latest release: 4 months ago - 880 downloads last month - 16,575 stars on GitHub - 1 maintainer
o1-vector-search 1.1.0
O(1) Vector Search - Instant similarity search with LSH
2 versions - Latest release: over 1 year ago - 36 downloads last month - 1 maintainer
txtai-xberg 1.3.4
Xberg document extraction and chunking pipeline for txtai embeddings
32 versions - Latest release: about 20 hours ago - 1.74 thousand downloads last month - 9,376 stars on GitHub - 1 maintainer
surrealdb-xberg 1.3.4
Xberg-to-SurrealDB connector for document ingestion pipelines β€” schema management, content dedupl...
34 versions - Latest release: about 20 hours ago - 1.68 thousand downloads last month - 9,376 stars on GitHub - 1 maintainer
lshrs 0.1.0
Redis-backed Locality Sensitive Hashing toolkit for fast approximate nearest neighbor search
7 versions - Latest release: over 1 year ago - 44 downloads last month - 14 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
fiftyone 1.22.1
FiftyOne: the open-source tool for building high-quality datasets and computer vision models
190 versions - Latest release: 6 days ago - 12 dependent packages - 64 dependent repositories - 107 thousand downloads last month - 11,123 stars on GitHub - 3 maintainers
neuro-cortex-memory 3.24.0
DEPRECATED β€” renamed to hypermnesia-mcp. Install hypermnesia-mcp instead.
50 versions - Latest release: 3 months ago - 41 downloads last month - 73 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 - 163 downloads last month - 115 stars on GitHub - 1 maintainer
arcadedb-embedded-headless 25.9.1 πŸ’°
ArcadeDB embedded Python driver - Headless distribution (excludes Gremlin, GraphQL, MongoDB/Redis...
4 versions - Latest release: 12 months ago - 289 downloads last month - 1,180 stars on GitHub - 1 maintainer
arcadedb-embedded-minimal 25.9.1 πŸ’°
ArcadeDB embedded Python driver - Minimal distribution (excludes Gremlin, GraphQL, MongoDB/Redis ...
4 versions - Latest release: 12 months ago - 226 downloads last month - 1,180 stars on GitHub - 1 maintainer
Top 1.8% on pypi.org
qdrant-client 1.19.1 πŸ’°
Client library for the Qdrant vector search engine
126 versions - Latest release: 20 days ago - 129 dependent packages - 1,835 dependent repositories - 11.8 million downloads last month - 1,367 stars on GitHub - 1 maintainer
oboyu 0.1.0a4
A Japanese-enhanced semantic search system for your local documents.
4 versions - Latest release: over 1 year ago - 91 downloads last month - 2 stars on GitHub - 1 maintainer
fastembed-gpu 0.8.1 πŸ’°
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 πŸ’°
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
agent-framework-neo4j 0.5.4
Neo4j Context Provider for Microsoft Agent Framework - RAG with knowledge graphs
3 versions - Latest release: 7 months ago - 37 downloads last month - 13,922 stars on GitHub - 1 maintainer
fenecdb 0.1.10
fenecdb over HTTP: a client, and vector stores for LangChain and LlamaIndex
6 versions - Latest release: 1 day ago - 592 downloads last month - 0 stars on GitHub - 1 maintainer
trelix-llama-index 3.4.3 πŸ’°
LlamaIndex retriever for trelix code intelligence
28 versions - Latest release: 1 day ago - 6.31 thousand downloads last month - 1 stars on GitHub - 1 maintainer
trelix 3.4.3 πŸ’°
Fast, reliable code indexing and retrieval β€” contextual hybrid search, adaptive planning, call-gr...
47 versions - Latest release: 1 day ago - 2.42 thousand downloads last month - 1 stars on GitHub - 1 maintainer
trelix-mcp 3.4.3 πŸ’°
MCP server for trelix β€” semantic code search for Claude Code, Cursor, Windsurf, Continue.dev
43 versions - Latest release: 1 day ago - 6.34 thousand downloads last month - 1 stars on GitHub - 1 maintainer
trelix-langchain 3.4.3 πŸ’°
LangChain retriever for trelix code intelligence
28 versions - Latest release: 1 day ago - 6.26 thousand downloads last month - 1 stars on GitHub - 1 maintainer
hsdpy 0.1.0 πŸ’°
Python bindings for the Hsdlib library
4 versions - Latest release: 11 months ago - 24 downloads last month - 44 stars on GitHub - 1 maintainer
antarys 0.2.0
High-performance Python client for Antarys vector database
3 versions - Latest release: about 1 year ago - 37 downloads last month - 235 stars on GitHub - 1 maintainer
hermes-scope-recall 3.7.0
Bounded local memory core with Hermes and Codex adapters, SQLite truth, and rebuildable vector co...
50 versions - Latest release: 1 day ago - 2.2 thousand downloads last month - 278 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
infinity-context 0.1.0
Reliable memory and context infrastructure for AI coding agents
1 version - Latest release: 2 months ago - 20 downloads last month - 7 stars on GitHub - 1 maintainer
databend 1.2.895
The multi-modal data warehouse built for the AI era. Unified analytics for structured data, JSON,...
296 versions - Latest release: 6 months ago - 914 downloads last month - 9,455 stars on GitHub - 3 maintainers
arrowspace 0.28.1
Python bindings for ArrowSpace (Rust) providing graph-based similarity search, signal graphs, and...
45 versions - Latest release: 28 days ago - 944 downloads last month - 16 stars on GitHub - 2 maintainers
redisex 0.0.9
Redis is an open source (BSD licensed), in-memory data structure store, used as a database, cache...
9 versions - Latest release: about 5 years ago - 1 dependent repositories - 20 downloads last month - 76,581 stars on GitHub - 1 maintainer
kannolo 0.11.2
Python interface for the kANNolo library
51 versions - Latest release: 22 days ago - 2.41 thousand downloads last month - 76 stars on GitHub - 1 maintainer
widemem-ai 2.0.1
Next-gen AI memory layer with hierarchical memory, importance scoring, and temporal retrieval
8 versions - Latest release: 1 day ago - 180 downloads last month - 49 stars on GitHub - 1 maintainer
turbovec 1.0.0
Fast vector quantization with 2-4 bit compression and SIMD search
19 versions - Latest release: about 2 months ago - 28.8 thousand downloads last month - 17,277 stars on GitHub - 1 maintainer
snkv 0.8.2
Crash-safe embedded key-value store β€” encryption (XChaCha20-Poly1305), TTL, reverse iterators, it...
12 versions - Latest release: 4 months ago - 782 downloads last month - 78 stars on GitHub - 1 maintainer
selectools 1.3.0 πŸ’°
Production-ready Python framework for AI agents with multi-agent graphs, hybrid RAG, guardrails, ...
59 versions - Latest release: 3 months ago - 577 downloads last month - 11 stars on GitHub - 1 maintainer
simplerllm 0.3.7
An easy-to-use Library for interacting with language models.
61 versions - Latest release: 4 months ago - 399 downloads last month - 224 stars on GitHub - 1 maintainer
atmem 2.3.7
Host-neutral Agent Black Box and reversible memory control plane.
32 versions - Latest release: 11 days ago - 2.92 thousand downloads last month - 12 stars on GitHub - 1 maintainer
atmem-atbot 0.1.0
The local-first intelligence companion for AtMem.
7 versions - Latest release: 27 days ago - 1.85 thousand downloads last month - 12 stars on GitHub - 1 maintainer
edge-proc 0.5.0
For Python apps that ship data to devices: each one checks it's genuine, downloads only changes, ...
7 versions - Latest release: 12 days ago - 632 downloads last month - 1 stars on GitHub - 1 maintainer
feather-db 0.20.0
Embedded vector database + living context engine β€” multimodal pockets, context graph, adaptive de...
14 versions - Latest release: 1 day ago - 1.33 thousand downloads last month - 7 stars on GitHub - 1 maintainer
project-tessera 1.5.0
Tessera β€” Personal Knowledge Layer for AI. Own your memory across every AI tool. 58 MCP tools, RE...
40 versions - Latest release: 7 months ago - 163 downloads last month - 17 stars on GitHub - 1 maintainer
ironrace 0.6.0
Rust-powered context engine for AI agent pipelines
7 versions - Latest release: 6 months ago - 3.99 thousand downloads last month - 1 maintainer
Top 9.4% on pypi.org
uform 3.1.3
Pocket-Sized Multimodal AI for Content Understanding and Generation
39 versions - Latest release: about 1 year ago - 1 dependent package - 1 dependent repositories - 525 downloads last month - 1,254 stars on GitHub - 1 maintainer
cheshire-cat-ai 2.0.23
Production ready AI agent framework
23 versions - Latest release: 3 months ago - 171 downloads last month - 3,094 stars on GitHub - 1 maintainer
firn 0.2.3 πŸ’°
Multi-tenant hybrid (vector + full-text) search on object storage, embeddable in-process.
5 versions - Latest release: about 1 month ago - 167 downloads last month - 475 stars on GitHub - 1 maintainer
raglite 1.1.1
A Python toolkit for Retrieval-Augmented Generation (RAG) with DuckDB or PostgreSQL.
17 versions - Latest release: 5 months ago - 604 downloads last month - 1,210 stars on GitHub - 1 maintainer
cyborgdb 0.18.0
Python Client SDK for CyborgDB: The Confidential Vector Database
10 versions - Latest release: 4 days ago - 252 downloads last month - 8 stars on GitHub - 1 maintainer
cratedb-django 0.1.0
CrateDB connector for Django
9 versions - Latest release: 9 months ago - 97 downloads last month - 6 stars on GitHub - 4 maintainers
cortexdb-client 0.1.1
Typed gRPC client for CortexDB (AI memory + knowledge graph sidecar)
2 versions - Latest release: 3 months ago - 22 downloads last month - 263 stars on GitHub - 1 maintainer
cortex-memory 0.36.0
AI agent memory SDK built on Convex - ACID storage, vector search, and conversation management
20 versions - Latest release: 8 months ago - 64 downloads last month - 38 stars on GitHub - 1 maintainer
superduper-snowflake 0.10.0
Superduper snowflake is a plugin for snowflake-framework that allows you to use Superduper as a b...
45 versions - Latest release: about 1 year ago - 67 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-sentence-transformers 0.10.0
superduper allows users to work with self-hosted embedding models via [Sentence-Transformers](htt...
9 versions - Latest release: about 1 year ago - 24 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-vllm 0.10.0
Superduper allows users to work with self-hosted LLM models via [vLLM](https://github.com/vllm-pr...
9 versions - Latest release: about 1 year ago - 29 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-sqlalchemy 0.5.8
Superduper sqlalchemy is a metadata plugin for Superduper that allows you to store metadata in a ...
21 versions - Latest release: over 1 year ago - 23 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-openai 0.10.0
Superduper allows users to work with openai API models.
19 versions - Latest release: about 1 year ago - 33 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-sklearn 0.10.0
superduper allows users to work with arbitrary sklearn estimators, with additional support for pr...
9 versions - Latest release: about 1 year ago - 28 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-transformers 0.10.0
Transformers is a popular AI framework, and we have incorporated native support for Transformers ...
9 versions - Latest release: about 1 year ago - 24 downloads last month - 5,328 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: about 1 year ago - 36 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-pillow 0.10.0
SuperDuper Pillow is a plugin for SuperDuper that provides support for Pillow.
9 versions - Latest release: about 1 year ago - 29 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-mongodb 0.10.0
SuperDuper MongoDB is a Python library that provides a high-level API for working with MongoDB. I...
20 versions - Latest release: about 1 year ago - 114 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-qdrant 0.10.0
SuperDuper Lance is a Python library that provides a high-level API for working with Lance vector...
11 versions - Latest release: about 1 year ago - 37 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-torch 0.10.0
Superduper allows users to work with arbitrary `torch` models, with custom pre-, post-processing ...
9 versions - Latest release: about 1 year ago - 25 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-chromadb 0.10.0
SuperDuper Lance is a Python library that provides a high-level API for working with Lance vector...
2 versions - Latest release: about 1 year ago - 12 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-anthropic 0.10.0
Superduper allows users to work with anthropic API models. The key integration is the integration...
9 versions - Latest release: about 1 year ago - 40 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-cohere 0.10.0
Superduper allows users to work with cohere API models.
9 versions - Latest release: about 1 year ago - 7 downloads last month - 5,328 stars on GitHub - 1 maintainer
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: about 1 year ago - 23 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-ibis 0.5.4
Superduper ibis is a plugin for ibis-framework that allows you to use Superduper as a backend for...
17 versions - Latest release: over 1 year ago - 39 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-llamacpp 0.10.0
Superduper allows users to work with self-hosted LLM models via [Llama.cpp](https://github.com/gg...
9 versions - Latest release: about 1 year ago - 6 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-redis 0.10.0
superduper allows users to work with arbitrary sklearn estimators, with additional support for pr...
4 versions - Latest release: about 1 year ago - 15 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-dummy 0.5.0
Superduper: End-to-end framework for building custom AI applications and agents.
5 versions - Latest release: over 1 year ago - 16 downloads last month - 5,328 stars on GitHub - 1 maintainer
kevj711-superduper-sql 0.7.2
`superduper_sql` is a plugin for SQL databases that allows you to use these databases as databack...
3 versions - Latest release: over 1 year ago - 18 downloads last month - 5,328 stars on GitHub - 1 maintainer
superduper-sql 0.10.0
`superduper_sql` is a plugin for SQL databases that allows you to use these databases as databack...
8 versions - Latest release: about 1 year ago - 39 downloads last month - 5,328 stars on GitHub - 1 maintainer
kevj711-superduper 0.7.3
Build compositional and declarative AI applications and agents
1 version - Latest release: over 1 year ago - 9 downloads last month - 5,328 stars on GitHub - 1 maintainer
raft-dask-cu13 26.8.0
Reusable Accelerated Functions & Tools Dask Infrastructure
7 versions - Latest release: 2 months ago - 981 downloads last month - 1,043 stars on GitHub - 1 maintainer
pylibraft-cu13 26.6.0
RAFT: Reusable Algorithms Functions and other Tools
6 versions - Latest release: 4 months ago - 20.9 thousand downloads last month - 1,043 stars on GitHub - 1 maintainer
pmb-ai 1.2.3
PMB (Personal Memory Brain) - local-first persistent memory for AI coding agents (MCP server, ful...
20 versions - Latest release: about 2 months ago - 517 downloads last month - 281 stars on GitHub - 1 maintainer
libraft-cu13 26.6.0
RAFT: Reusable Algorithms Functions and other Tools (C++)
6 versions - Latest release: 4 months ago - 30 thousand downloads last month - 1,043 stars on GitHub - 1 maintainer
libcuvs-cu13 26.6.0
cuVS: Vector Search on the GPU (C++)
6 versions - Latest release: 4 months ago - 588 downloads last month - 857 stars on GitHub - 1 maintainer
cocoindex-code 0.2.41
MCP server for indexing and querying codebases using CocoIndex
47 versions - Latest release: 2 months ago - 11.9 thousand downloads last month - 2,734 stars on GitHub - 2 maintainers
cuvs-cu13 26.6.0
cuVS: Vector Search on the GPU
6 versions - Latest release: 4 months ago - 564 downloads last month - 857 stars on GitHub - 1 maintainer
ragleap-rag 0.12.10 πŸ’°
Self-hosted RAG engine: hybrid dense+sparse retrieval, 28-format ingestion (docs, URLs, images, a...
44 versions - Latest release: 4 days ago - 939 downloads last month - 17 stars on GitHub - 1 maintainer
ann-search 0.3.2
Vector search for single-cell and computational biology, in Rust.
9 versions - Latest release: 3 days ago - 4 stars on GitHub - 1 maintainer
lyzr-cognis 0.1.0
Lightweight Cognis, local-first memory for LLM agents
1 version - Latest release: 6 months ago - 23 downloads last month - 53 stars on GitHub - 1 maintainer
omem-os 0.0.1
AI Memory Operating System β€” Graph-RAG, temporal truth maintenance, actionable schemas, selective...
2 versions - Latest release: 5 months ago - 7 downloads last month - 1 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 - 79 stars on GitHub - 1 maintainer
arms-hat 0.1.0
Hierarchical Attention Tree: 100% recall at 70x faster build times than HNSW. A new database para...
1 version - Latest release: 9 months ago - 23 downloads last month - 1 maintainer
punt-quarry 3.4.0
Extract searchable knowledge from any document. Expose it to LLMs via MCP.
61 versions - Latest release: 14 days ago - 923 downloads last month - 5 stars on GitHub - 1 maintainer