向量数据库

68 条

ANN 索引与混合检索。

#仓库Stars
1redis/redis
For developers, who are building real-time data-driven applications, Redis is the preferred, fastest, and most feature-rich cache, data structure server, and document and vector query engine.
77k
2meilisearch/meilisearch
A lightning-fast search engine API bringing AI-powered hybrid search to your sites and applications.
60k
3pathwaycom/serviette
A no-code RAG server that keeps answers in sync with your documents. Works with 8 vector databases. Built on Pathway.
59k
4milvus-io/milvus
Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
47k
5facebookresearch/faiss
A library for efficient similarity search and clustering of dense vectors.
41k
6pingcap/tidb
TiDB is built for agentic workloads that grow unpredictably, with ACID guarantees and native support for transactions, analytics, and vector search. No data silos. No noisy neighbors. No infrastructure ceiling.
41k
7qdrant/qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
36k
8dragonflydb/dragonfly
A modern replacement for Redis and Memcached
32k
9chroma-core/chroma
Search infrastructure for AI
30k
10srbhr/Resume-Matcher
The #1 AI Harness for Building Resumes, PDFs, Cover Letters & more, locally with 100+ LLMs support.
29k
11typesense/typesense
Open Source alternative to Algolia + Pinecone and an Easier-to-Use alternative to ElasticSearch ⚡ 🔍 ✨ Fast, typo tolerant, in-memory fuzzy Search Engine for building delightful search experiences
27k
12pgvector/pgvector
Open-source vector similarity search for Postgres
24k
13weaviate/weaviate
Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database​.
17k
14lancedb/lancedb
Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.
12k
15oramasearch/orama
🌌 A complete search engine and RAG pipeline in your browser, server or edge network with support for full-text, vector, and hybrid search in less than 2kb.
11k
16oceanbase/oceanbase
OceanBase is the unified distributed database for the AI era — open-source, multi-model, one engine for your most demanding workloads.
10k
17paradedb/paradedb
One Postgres for your application data, full-text search, vector retrieval, and aggregations. Home of the pg_search extension.
9.5k
18databendlabs/databend
Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.
9.5k
19MariaDB/server
MariaDB server is a community developed fork of MySQL server. Started by core members of the original MySQL team, MariaDB actively works with outside developers to deliver the most featureful, stable, and sanely licensed open SQL server in the industry.
8.6k
20zilliztech/GPTCache
Semantic cache for LLMs. Fully integrated with LangChain and llama_index.
8.2k
21vespa-engine/vespa
The AI search platform
7.2k
22KevinMusgrave/pytorch-metric-learning
Train and evaluate embeddings for similarity search with PyTorch. Includes contrastive losses, hard example mining, samplers, and retrieval metrics.
6.3k
23RediSearch/RediSearch
A query and indexing engine for Redis, providing secondary indexing, full-text search, vector similarity search and aggregations.
6.2k
24apache/pinot
Apache Pinot: a real-time analytics database for low-latency SQL and vector search, serving user-facing and agent-facing applications
6.2k
25vcaesar/riot
Go Open Source, Distributed, Simple and fastest efficient text/vector Search Engine
6.1k
26nmslib/hnswlib
Header-only C++/python library for fast approximate nearest neighbors
5.4k
27microsoft/SPTAG
A distributed approximate nearest neighborhood search (ANN) library which provides a high quality vector index build, search and distributed online serving toolkits for large scale vector search scenario.
5.0k
28unum-cloud/USearch
Fast Open-Source Search & Clustering engine × for Vectors & Arbitrary Objects × in C++, C, Python, JavaScript, Rust, Java, Objective-C, Swift, C#, GoLang, and Wolfram 🔍
4.4k
29ravendb/ravendb
ACID Document Database
4.0k
30zilliztech/attu
The Best GUI for Milvus
3.2k
31cheshire-cat-ai/core
AI agent microservice
3.1k
32hegelai/prompttools
Open-source tools for prompt testing and experimentation, with support for both LLMs (e.g. OpenAI, LLaMA) and vector databases (e.g. Chroma, Weaviate, LanceDB).
3.1k
33pinecone-io/examples
Jupyter Notebooks to help you get hands-on with Pinecone vector databases
3.0k
34hora-search/hora
🚀 efficient approximate nearest neighbor search algorithm collections library written in Rust 🦀 .
2.7k
35matrixorigin/matrixone
AI-native HTAP database with Git-for-Data and built-in vector search, serving as the data and memory backbone for intelligent agents and applications.
2.1k
36SeekStorm/SeekStorm
SeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.
1.9k
37ashvardanian/NumKong
SIMD-accelerated distances, dot products, matrix ops, geospatial & geometric kernels for 16 numeric types — from 6-bit floats to 64-bit complex — across x86, Arm, RISC-V, and WASM, with bindings for Python, Rust, C, C++, Swift, JS, and Go 📐
1.9k
38tickernelz/opencode-mem
OpenCode plugin that gives coding agents persistent memory using local vector database
1.8k
39datastax/jvector
JVector: the most advanced embedded vector search engine
1.8k
40supabase-community/nextjs-openai-doc-search
Template for building your own custom ChatGPT style doc search powered by Next.js, OpenAI, and Supabase.
1.7k
41dingodb/dingo
A multi-modal vector database that supports upserts and vector queries using unified SQL (MySQL-Compatible) on structured and unstructured data, while meeting the requirements of high concurrency and ultra-low latency.
1.7k
42currentslab/awesome-vector-search
Collections of vector search related libraries, service and research papers
1.6k
43memfreeme/memfree
MemFree - Hybrid AI Search Engine & AI Page Generator
1.5k
44datalevin/datalevin
A simple, fast and versatile Datalog database
1.5k
45milvus-io/pymilvus
Python SDK for Milvus Vector Database
1.4k
46qdrant/qdrant-client
Python client for Qdrant vector search engine
1.4k
47NGT-labs/NGT
Nearest Neighbor Search with Neighborhood Graph and Tree for High-dimensional Data
1.4k
48infinispan/infinispan
Infinispan is an open source data grid platform and highly scalable NoSQL cloud data store.
1.4k
49endee-io/endee
Endee.io – A high-performance vector database, designed to handle up to 1B vectors on a single node, delivering significant performance gains through optimized indexing and execution. Also available in the cloud at https://endee.io and under the Endee Enterprise license. Free 30-day evaluation: https://docs.endee.io/v2/quick-start/enterprise
1.3k
50NVIDIA/raft
RAFT contains fundamental widely-used algorithms and primitives for machine learning and information retrieval. The algorithms are CUDA-accelerated and form building blocks for more easily writing high performance applications.
1.1k