🔮 Multimodal AI services & pipelines with cloud-native stack: gRPC, Kubernetes, Docker, OpenTelemetry, Prometheus, Jaeger, etc.

Qdrant - Vector Database for the next generation of AI applications. Also available in the cloud https://cloud.qdrant.io/

🏄 Embed/reason/rank images and sentences with CLIP models

👑 Easy-to-use and powerful NLP and LLM library with 🤗 Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including 🗂Text Classification, 🔍 Neural Search, ❓ Question Answering, ℹ️ Information Extraction, 📄 Document Intelligence, 💌 Sentiment Analysis etc.

Weaviate is an open source vector database that stores both objects and vectors, allowing for combining vector search with structured filtering with the fault-tolerance and scalability of a cloud-native database, all accessible through GraphQL, REST, and various language clients.

💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows

🌊 A Human-in-the-Loop workflow for creating HD images from text

🧬 Represent, send, and store multimodal data · Neural Search · Vector Search · Document Store

The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.

🎯 Task-oriented finetuning for better embeddings on neural search

SGPT: GPT Sentence Embeddings for Semantic Search

The prime repository for state-of-the-art Multilingual Question Answering research and development.

MTEB: Massive Text Embedding Benchmark

Jina examples and demos to help you get started

An easy to use Neural Search Engine. Index latent vectors along with JSON metadata and do efficient k-NN search.

Elasticsearch plugin for nearest neighbor search. Store vectors and run similarity search using exact and approximate algorithms.

A Python vector database you just need - no more, no less.

📑 Neural Search

A lightweight, customizable omnibox in Javascript, for use with a Jina backend.

⚡ A fast embedded library for approximate nearest neighbor search