Skip to content

Entry

BGE

Appears in 4 awesome lists

and BGE-M3 (2024) - multilingual, multi-functionality embeddings; top of MTEB across languages.

Open github.comflagopen/flagembedding

Found in these lists

awesome-nlp

Section: Retrieval and Embeddings · and BGE-M3 (2024) - multilingual, multi-functionality embeddings; top of MTEB across languages.

FreshScore 90

Awesome Open Source AI

Section: 5. Retrieval-Augmented Generation (RAG) & Knowledge · BAAI's best-in-class embedding family.

FreshScore 89

Awesome Production Machine Learning

Section: Industry Strength Information Retrieval · BGE builds one-stop retrieval toolkit for search and RAG.

FreshScore 92

awesome-python

Section: Other · Retrieval and Retrieval-augmented LLMs

FreshScore 81

LlamaIndex

(MIT) provides modules for structured outputs at different levels of abstraction, including output parsers for text completion endpoints, Pydantic programs for mapping prompts to structured outputs using function calling or output parsing, and pre-defined Pydantic programs for specific output types.

In 14 listsDetails

Milvus

Milvus is a cloud-native, open-source vector database built to manage embedding vectors generated by machine learning models and neural networks.

In 14 listsDetails

Mem0

Mem0 is an intelligent memory layer for Large Language Models that enhances personalized AI experiences by retaining and utilizing contextual information across various applications. github | website | docs | discord | twitter | github profile | linkedin

In 13 listsDetails

Haystack

Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search,…

In 13 listsDetails

MarkItDown

Python tool for converting files and office documents to Markdown. Supports PDF, PowerPoint, Word, Excel, images, audio, HTML, and more with OCR and transcription capabilities. MIT licensed.

In 9 listsDetails

Infinity

AI-native database built for LLM applications with incredibly fast hybrid search of dense vector, sparse vector, tensor (multi-vector), and full-text. Powers RAGFlow's document engine. Apache 2.0 licensed.

In 9 listsDetails

DocsGPT

Private AI platform for building intelligent agents and assistants with enterprise search. Features Agent Builder, deep research tools, multi-format document analysis, and multi-model support. MIT licensed.

In 10 listsDetails

txtai

All-in-one AI framework for semantic search, LLM orchestration and language model workflows. Embeddings database with customizable pipelines.

In 9 listsDetails