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AI Solutions

Welcome to the AI Solutions repository, a collection of deployable apps, workshops and tools built with Oracle technologies, some of them featured in oracle.ai. This repository contains practical implementations, demos, and guides for various AI use cases.

Repository Structure

  • apps/: Deployable applications, automation scripts, and infrastructure-as-code projects.
  • workshops/: Step-by-step guides, LiveLabs content, and educational materials.
  • notebooks/: Reserved for notebook-driven explorations and tutorials (currently minimal).

πŸš€ New AI Solutions (2026)

Interactive Lab for OCI Generative AI Sandboxes and the OpenAI-Compatible Responses API

  • Sandbox Tutorials: Executable tutorials for OCI Generative AI Sandboxes
  • OpenAI-Compatible API: Build with OCI's OpenAI-compatible Responses API
  • Live Execution: View API calls, commands, output, and sandbox lifecycle events
  • Agent Workflows: Examples for OpenAI Agents SDK and LangGraph workflows
  • Use Cases: Secure experimentation, agent development, web research, and model evaluation

Deploy an MCP Audio Server and Client on Oracle Kubernetes Engine (OKE)

  • MCP Audio Server: Audio transcription and text-analysis workflows exposed through MCP
  • OKE Deployment: Deploy server and Gradio client applications on Oracle Kubernetes Engine
  • Terraform Automation: Provision networking, OKE, OCIR repositories, and storage resources
  • OCIR Integration: Build and publish container images to Oracle Cloud Infrastructure Registry
  • Use Cases: Audio transcription, sentiment analysis, and MCP-enabled AI applications

Building AI Agents with Model Context Protocol (MCP) and Oracle AI Database

  • MCP Integration: Secure tool calling between LLMs and Oracle Database
  • Real-time Data Access: Live business data integration without ETL
  • Vector RAG: Native vector search capabilities
  • Langflow Integration: Visual workflow builder for AI agents
  • Use Cases: Financial advisor, customer service, business intelligence

Talk with Industry-Specific Domain Data and Gain Insights Using Select AI

  • Natural Language Queries: Ask questions in plain English
  • Domain-Specific Knowledge: Industry-tailored insights and analysis
  • No SQL Required: Democratized data access for business users
  • Multi-Industry Support: Finance, healthcare, retail, manufacturing
  • Use Cases: Business intelligence, compliance, operational analytics

πŸ”§ Existing Solutions

AI & Machine Learning

  • Agentic RAG - AI RAG in a BOX Demo using Oracle AI Database and Local LLMs
  • PlaneLLM - Generate bite-sized educational podcasts using OCI Generative AI
  • LangGraph Agent with GenAI - File indexing and conversational search using LangGraph and Oracle Generative AI
  • Neural Networks Hero - Neural network implementations and tutorials

Computer Vision

  • OCI Vision AI - Oracle JET application with OCI Vision integration for image analysis
  • Mask Detection - Training and labeling for mask detection models

Language & Translation

DevOps & OKE

  • NVIDIA NIM on OKE - NVIDIA Inference Microservices on Oracle Container Engine
  • Holoscan - Holoscan applications and deployments
  • MCP Audio on OKE - MCP audio server and client deployment on Oracle Kubernetes Engine

Data & Analytics

πŸ“ Directory Contents

Apps Directory (apps/)

  • agentic_rag - Multi-agent RAG system with Chain-of-Thought reasoning using Oracle AI Database and local LLMs
  • holoscan - Terraform stack for deploying NVIDIA Holoscan on Oracle Linux A10 GPU instances
  • langflow-agentic-ai-oracle-mcp-vector-nl2sql - Agentic AI workflows with Langflow, Oracle Database MCP, Vector RAG, and NL2SQL
  • langgraph_agent_with_genai - File indexing and conversational search using LangGraph and Oracle Generative AI
  • mongo-migration - Migration tools and solutions for moving MongoDB applications to Oracle Database
  • nvidia-nim-oke - Deploying NVIDIA Inference Microservices on Oracle Kubernetes Engine with GPU support
  • oci-csv-json-translation - Translate specific columns in CSV files or keys in JSON documents using OCI Language
  • oci-language-multiple-translation - Bulk translation of multiple documents from OCI Object Storage buckets
  • oci-language-translation - Multi-language translation services for documents and text using OCI Language
  • oci-sandbox-demo - Interactive Streamlit lab for OCI Generative AI Sandboxes and the OpenAI-compatible Responses API
  • oci-subtitle-translation - Transcribe audio files and translate subtitles using OCI Speech and Language services
  • OJET (VDOM) - OCI Vision - Oracle JET Virtual DOM application with OCI Vision integration for image analysis
  • oracle-mcp-ai-agents - Building AI agents with Model Context Protocol (MCP) and Oracle AI Database
  • oracle-mcp-oke - Deploy MCP audio server and Gradio client applications on Oracle Kubernetes Engine
  • oracle-select-ai-insights - Natural language queries for industry-specific domain data using Oracle Select AI
  • planeLLM - Generate bite-sized educational podcasts on any topic using OCI GenAI service
  • rag_in_a_box - Containerized RAG system with Oracle AI Database and local LLMs deployable via Podman

Workshops Directory (workshops/)

  • ai-meetings - Build web applications using Visual Builder Cloud Service with AI-powered meeting transcription, summarization, and sentiment analysis
  • data-in-ai-revolution - Educational workshop on data types, structures, and processing techniques in AI and machine learning
  • mask_detection_labeling - Step-by-step guide for creating and labeling a computer vision model to detect mask-wearing states using RoboFlow
  • mask_detection_training - Training and improving YOLO-based object detection models for mask detection on Oracle Cloud Infrastructure
  • neural_networks_hero - Comprehensive workshop on neural network implementations, training, and inference for computer vision tasks

Notebooks Directory (notebooks/)

  • Currently empty - Reserved for notebook-driven explorations and tutorials

πŸš€ Getting Started

Each solution includes:

  • Comprehensive README with architecture overview
  • Quick start guides and prerequisites
  • Configuration examples and deployment options
  • Use cases and best practices
  • Troubleshooting guides

πŸ“š Resources

🀝 Contributing

We welcome contributions! Please see individual solution directories for contribution guidelines.

πŸ“„ License

Copyright (c) 2024 Oracle and/or its affiliates.

Licensed under the Universal Permissive License (UPL), Version 1.0.

See LICENSE for more details.


Built with ❀️ by the Oracle DevRel team

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