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OneNode

OneNode
Launch Date: July 7, 2025
Pricing: No Info
AI database, RAG, MongoDB integration, AI applications, developer tools

OneNode is an AI-native database designed to simplify the implementation and maintenance of production-level Retrieval-Augmented Generation (RAG) in applications. It serves as a central orchestration layer, integrating MongoDB, Pinecone, AWS S3, Redis, and Large Language Models into a unified platform. This allows developers to build powerful AI applications without the infrastructure complexity.

OneNode eliminates the complexity of building multi-modal AI applications by providing a single framework that orchestrates the entire infrastructure stack. It acts as an intelligent orchestration layer that automatically routes operations to the right backend service, handling document storage, vector embeddings, file upload/processing, smart caching, job queues, and LLM provider management.

Key Features:

  • Central Hub: One API to rule MongoDB, Pinecone, S3, Redis, and LLMs
  • Multi-Modal Search: Semantic search across text, images, video, and audio
  • Auto-Orchestration: Intelligent routing between storage, vector search, and processing
  • LLM Integration: Built-in connections to OpenAI, Anthropic, and more
  • Unified Querying: MongoDB-compatible API with AI superpowers

OneNode is designed to work with popular AI models and frameworks, supporting integration with OpenAI models like GPT-4o and text-embedding models. It supports both text and image data through specialized EmbText and EmbImage types, handling all the complexity of chunking, embedding, and indexing behind the scenes.

OneNode is fully MongoDB-compatible, allowing developers to leverage MongoDB's rich ecosystem, extensive documentation, and community support while gaining the AI-native capabilities that OneNode provides.

Pricing:

OneNode offers a Free tier that includes 100 MB document storage, 100 MB vector storage, 4 GB media storage, and 500 requests per month. Higher tiers offer increased storage capacity, and Enterprise customers can get custom storage solutions tailored to their needs.

OneNode is available for free, making it an attractive choice for developers and hobbyists looking for a cost-effective backend solution. This pricing model offers significant value by removing financial barriers while still providing a capable and easy-to-use backend service.

Pros:

  • Extremely easy to set up and use, even for beginners
  • Open-source nature allows for customization and transparency
  • Eliminates the need for manual backend configuration
  • Clear and accessible documentation speeds up development
  • Suitable for a wide range of users, from novices to experienced developers

Cons:

  • Lacks advanced features that some complex applications may require
  • May not provide the scalability needed for very large projects
  • Limited information on support and community resources

OneNode is well-suited for developers and creators who want to quickly add backend capabilities to their AI projects without dealing with complicated setup processes. It fits best for small to medium projects, prototypes, or those experimenting with AI coding who need a hassle-free backend environment.

OneNode is in public beta. Help us improve and earn $10 for each verified bug!

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Quick Start Guide - Get running in 5 minutes

API Reference - Complete documentation

Multi-Modal Guide - Images, video, audio

Dashboard - Monitor your applications

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