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Jina Embeddings v3

feature-extraction

View on GitHub Official site
Embedding Models CC-BY-NC-4.0 3,114,687 stars

Overview

Description

Turn text into searchable vectors that power multilingual AI search, recommendations, and classification — without building separate models per language. This embedding model understands 100+ languages and converts text into numerical representations for semantic matching. The bottom line: faster time-to-market for multilingual AI features.

Technical scorecard

License

CC-BY-NC-4.0

Commercial use

No

OpenAI-compatible API

No

REST API

No

Fine-tuning support

No

Quantization support

No

Docker available

No

GUI / no-code available

No

Telemetry

Unknown

Offline after setup

No

Data & Privacy

Does it send data online?

This listing is not marked offline after setup.

Does it store history?

Not verified in this directory yet. Review the upstream docs for persistence, logs, and workspace storage.

License checks?

The listed license needs review before commercial use.

Telemetry?

Unknown

Last verified: Jul 22, 2026. Maintainer verification should be treated as directory guidance, not legal advice.

Setup & Installation

A developer can usually get this running with standard docs. 

# Start with the official project repository
# https://huggingface.co/jinaai/jina-embeddings-v3

Hardware Requirements

Hardware tagsNot specified
Languagesmultilingual, af, am, ar, as, az, be, bg, bn, br, bs, ca, cs, cy, da, de, el, en, eo, es, et, eu, fa, fi, fr, fy, ga, gd, gl, gu, ha, he, hi, hr, hu, hy, id, is, it, ja, jv, ka, kk, km, kn, ko, ku, ky, la, lo, lt, lv, mg, mk, ml, mn, mr, ms, my, ne, nl, no, om, or, pa, pl, ps, pt, ro, ru, sa, sd, si, sk, sl, so, sq, sr, su, sv, sw, ta, te, th, tl, tr, ug, uk, ur, uz, vi, xh, yi, zh

Works Well With

PaddleOCR Turn any PDF or image document into structured data for your AI. A powerful, lightweight OCR toolkit that bridges the ga... Tesseract OCR Tesseract Open Source OCR Engine (main repository)... Milvus Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search... Faiss A library for efficient similarity search and clustering of dense vectors....
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