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#embeddings

Open source repositories tagged with #embeddings, ranked by health score.

langchain4j
langchain4j/langchain4j
Java
89
health

LangChain4j is an idiomatic, open-source Java library for building LLM-powered applications on the JVM. It offers a unified API over popular LLM providers and vector stores, and makes implementing tool calling (including MCP support), agents and RAG easy. It integrates seamlessly with enterprise Java frameworks like Quarkus and Spring Boot.

12.6k
embeddings-benchmark
embeddings-benchmark/mteb
Python
88
health

MTEB: State-of-the-art evaluation of embeddings across languages and modalities

3.3k
lightly-ai
lightly-ai/lightly
Python
88
health

A python library for self-supervised learning on images.

3.8k
crmne
crmne/ruby_llm
Ruby
88
health

One delightful Ruby framework for every major AI provider. Build AI agents, chatbots, RAG apps, and multimodal workflows in beautiful, expressive code.

4.2k
lance-format
lance-format/lance
Rust
85
health

Open Lakehouse Format for Multimodal AI. Convert from Parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..

6.8k
tetherto
tetherto/qvac
TypeScript
81
health

QVAC - Local AI SDK and libraries for building private, cross-platform, peer-to-peer AI applications. Run LLMs, speech-to-text, translation, and more locally on Linux, macOS, Windows, Android, and iOS.

309
harmonydata
harmonydata/harmony
Python
67
health

The Harmony Python library: a research tool for psychologists to harmonise data and questionnaire items. Open source.

62
benmaster82
benmaster82/Kwipu
Python
65
health

Ask questions across your Markdown notes using a fully local Graph RAG engine. Built for Obsidian vaults, works with any folder of Markdown files. Extracts entity-relation triples from wikilinks & YAML frontmatter, retrieves answers via hybrid search (vector + BM25 + temporal). Multilingual. No cloud. Runs on Ollama.

261
Kav-K
Kav-K/GPTDiscord
Python
54
health

A robust, all-in-one GPT interface for Discord. ChatGPT-style conversations, image generation, AI-moderation, custom indexes/knowledgebase, youtube summarizer, and more!

1.8k