Dcup is an open-source RAG-as-a-Service platform that connects your app to user data and harnesses AI-powered retrieval with enterprise-grade scalability.
Features
Ingest & Connect
Integrate seamlessly with data sources using pre-built connectors, automatically sync documents from services like Google Drive, Dropbox, and AWS.
Chunk & Index
Automate document processing with AI-powered chunking, leverage OpenAI embeddings, and hybrid indexing within Qdrant vector storage.
Intelligent Retrieval
Utilize a powerful API endpoint for hybrid search capabilities, LLM re-ranking, and flexible filtering to ensure precision in results.
Cloud Version
Offers a hosted solution without any setup required for quick deployment.
Scalable Infrastructure
Powered by Qdrant Vector Engine, ensuring high scalability for AI operations.
Self-hostable
The software can be hosted on your own servers, including support for Docker.
Data Ingestion
Easily connect to various data sources, allowing for seamless data integration.
Data Processing
Automatically chunk your data and generate embeddings using OpenAI for enhanced data usability.
Storage & Indexing
Efficiently store and index your embeddings with Qdrant's powerful vector database.
Advanced Retrieval
Leverage features like re-ranking and hybrid search to quickly find the most relevant information.
Privacy-focused API
Ensures users' uploaded data is never stored or shared, focusing on confidentiality during processing.
API Key Management
Each user receives an API key for secure access to the service, which must be kept confidential.
Data Deletion Options
Users can delete their accounts at any time, with all associated data removed immediately.
High Availability Commitment
Dcup strives for high uptime but does not guarantee uninterrupted service, allowing for maintenance and updates.
Advanced Retrieval Module
Uses the RAG module to enhance data retrieval with context-aware responses utilizing large language models.
Re-ranking
Fine-tunes search results to ensure the most accurate and relevant responses are provided.
Hybrid Search
Combines semantic vector-based search with keyword-based search, allowing for comprehensive query handling.
Bug Reporting
Users can report bugs using GitHub issues, providing context and reproduction steps for quicker resolutions.
Feature Requests
Enhancement suggestions can be made through GitHub issues, allowing users to describe their ideas for improving Dcup.
Contribution Guidelines
The app provides guidelines on how to contribute code, making it easier for new contributors to start.
Development Setup
Instructions for setting up a development environment, including dependencies and running the server.
Pull Request Process
Clear steps on how to open a pull request on GitHub, ensuring contributors understand how to submit their changes.
Connect to Cloud Services
Easily link your Google Drive, Dropbox, or AWS accounts to Dcup for seamless data integration.
Create Unique Connections
Set up custom connections for each data source with personal names and specific settings for file management.
Process Files in the Background
Allow Dcup to process your files automatically while you continue using the app.
Sync New Files
Quickly upload new files and update your connections without stopping the workflow.