Knowledge Retrieval and the RAG Framework

Comprehensive Introduction R2R (RAG to Riches) is an advanced AI retrieval system supporting Retrieval Augmented Generation (RAG) functionality with production-ready features. Built on a containerized RESTful API, the system provides multimodal content parsing, hybrid search functionality...

Comprehensive Introduction RAGFlow is an open source Retrieval Augmented Generation (RAG) engine based on deep document understanding technology. It provides an efficient RAG workflow for organizations of all sizes, incorporating a large-scale language model (LLM) capable of delivering data in complex formats based on real...

Comprehensive Introduction Depth AI is an artificial intelligence assistant designed for developers to deeply understand and analyze code bases. By building a comprehensive code knowledge graph, Depth AI can answer complex technical questions and help developers manage and optimize their code more efficiently. Whether...

General Introduction LocalGPT is an open source project designed to allow users to talk to documents on local devices and ensure data privacy. By using a variety of open source models, LocalGPT can process and understand document content without uploading data to the cloud. The project supports a variety of p...

General Introduction PrivateGPT is an AI project available for production environments that allows users to quiz documents using large-scale language models (LLMs) without an Internet connection. The project ensures data privacy for 100%, with all data disposed in the user's execution environment...

General Introduction Minima is an open source RAG (Retrieval-Augmented Generation) solution that supports local deployment and integration with ChatGPT. The project is maintained by dmayboroda and aims ...

General Introduction AI Chatbot Supabase is an open source AI chatbot template built on Next.js and Supabase. Developed by Vercel, the project aims to provide a fully functional and customizable chatbot solution. By ...

General Introduction RAGLite is a Python toolkit for Retrieval Augmented Generation (RAG) with support for PostgreSQL or SQLite databases. It provides flexible configuration options that allow users to choose different language models and reorderers...

Introduction Thomas joined Vespa in April 2024 as a Senior Software Engineer. In one of his last previous assignments as an AI consultant, he actually built a RAG application based on Vespa's massive PDF collection...

General Introduction AutoFlow is an open source tool developed by PingCAP to build graph-based knowledge bases with TiDB serverless vector storage. It integrates LlamaIndex and DSPy frameworks to support complex dialog search and knowledge graph...

Comprehensive Introduction GroundX is a full-stack solution designed for building real-data based LLM (Large Language Model) applications, specifically designed to build a full suite of RAG applications. It solves the phantom that traditional vector databases produce when processing complex documents through dynamic chunking and context generation...

General Introduction Danswer is an open source enterprise document retrieval AI assistant designed to connect to team documents, applications and people to provide unified search and natural language query answers through an intelligent chat interface and unified search capabilities. Ensuring that user data and chats are fully controlled...

Comprehensive Introduction LinkAI is a one-stop AI intelligent body building platform launched by Shenzhen Minimalist Future Technology Co. The platform aggregates multimodal models such as text, voice, image, etc., provides enhanced capabilities such as knowledge base, plug-ins, workflow, etc., and supports zero-code access to enterprise WeChat, public number, WeChat...

Introduction Quanta Quest is the world's first product that takes "end-side big model + C-side data localization" as the core evolution direction. It helps users store all the data from Gmail, Notion, Dropbox, etc. locally, and process them through vector database to ensure...

General Introduction HelpLook is a tool to quickly build a free help center and knowledge base system. It provides users with the ability to create content such as product documentation, corporate blogs, FAQs, usage guides and troubleshooting with zero code. By integrating AI Q&A bots and AI search capabilities, Hel...

Comprehensive introduction ChatOllama is an open source online chat application project based on a large language model (LLM) , supporting numerous language models and knowledge base management. Users can use the platform for model management ( list display , download , delete ) , chat with the model and other functions . The project utilizes ...

General Introduction Voiceflow is a collaboration platform designed for teams to design, develop and publish chat and voice assistants. Since its inception in 2018, Voiceflow is dedicated to providing developers and designers with a powerful collaborative platform for conversational AI agents. Through this platform...

QAnything Comprehensive Introduction QAnything (Question and Answer based on Anything) is a local knowledge base Q&A system launched by NetEase, which supports all kinds of file formats and databases, and can be installed and used offline....

General Introduction Kotaemon is an open source document Q&A tool designed to provide end-users and developers with Q&A functionality based on Retrieval Augmented Generation (RAG). The project is developed by Cinnamon and supports a variety of LLM API providers (e.g. OpenA...