feat: updated main readme with a list of all found resources in the repository.

Author: jasperan

README.md

@@ -1,32 +1,88 @@
-# devrel-labs
+# DevRel Labs - AI Solutions Hub
 
-[![License: UPL](https://img.shields.io/badge/license-UPL-green)](https://img.shields.io/badge/license-UPL-green) [![Quality gate](https://sonarcloud.io/api/project_badges/quality_gate?project=oracle-devrel_devrel-labs)](https://sonarcloud.io/dashboard?id=oracle-devrel_devrel-labs)
+Welcome to DevRel Labs, a collection of AI solutions and tools built with Oracle technologies. This repository contains practical implementations, demos, and guides for various AI use cases.
 
-## THIS IS A NEW, BLANK REPO THAT IS NOT READY FOR USE YET.  PLEASE CHECK BACK SOON!
+## 🚀 New AI Solutions (2024)
 
-## Introduction
-MISSING
+### 1. [Oracle MCP AI Agents](./oracle-mcp-ai-agents/)
+**Building AI Agents with Model Context Protocol (MCP) and Oracle Database 23ai**
 
-## Getting Started
-MISSING
+- **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
 
-### Prerequisites
-MISSING
+### 2. [Oracle RAG Applications](./oracle-rag-applications/)
+**Building RAG Applications with Oracle Database 23ai**
 
-## Notes/Issues
-MISSING
+- **Vector Embeddings**: Native vector storage and search
+- **Document Processing**: Support for PDF, DOCX, TXT, and other formats
+- **Semantic Search**: Advanced similarity search using vector embeddings
+- **LLM Integration**: Seamless integration with various Large Language Models
+- **Use Cases**: Knowledge management, customer support, content creation
 
-## URLs
-* Nothing at this time
+### 3. [Oracle Select AI Insights](./oracle-select-ai-insights/)
+**Talk with Industry-Specific Domain Data and Gain Insights Using Select AI**
 
-## Contributing
-This project is open source.  Please submit your contributions by forking this repository and submitting a pull request!  Oracle appreciates any contributions that are made by the open source community.
+- **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
+
+## 🔧 Existing Solutions
+
+### AI & Machine Learning
+- [Agentic RAG](./agentic_rag/) - AI RAG in a BOX Demo using Oracle Autonomous Database 23ai and Local LLMs
+- [PlaneLLM](./planeLLM/) - PlaneLLM integration with Oracle Database
+- [Neural Networks Hero](./neural_networks_hero/) - Neural network implementations and tutorials
+
+### Computer Vision
+- [OCI Vision AI](./oci-vision-ai/) - Computer vision solutions using Oracle Cloud Infrastructure
+- [Mask Detection](./mask_detection_training/) - Training and labeling for mask detection models
+
+### Language & Translation
+- [OCI Language Translation](./oci-language-translation/) - Multi-language translation services
+- [OCI Subtitle Translation](./oci-subtitle-translation/) - Automated subtitle translation
+- [OCI CSV-JSON Translation](./oci-csv-json-translation/) - Data format conversion tools
+
+### Infrastructure & Deployment
+- [NVIDIA NIM on OKE](./nvidia-nim-oke/) - NVIDIA Inference Microservices on Oracle Container Engine
+- [Holoscan](./holoscan/) - Holoscan applications and deployments
+- [Kubeflow on OKE](./kubeflow-oke-old/) - Machine learning workflows on Kubernetes
+
+### Data & Analytics
+- [Data in AI Revolution](./data-in-ai-revolution/) - Data-driven AI solutions and insights
+- [RAG in a Box](./rag_in_a_box/) - Retrieval-Augmented Generation solutions
+
+## 🚀 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
+
+## 📚 Resources
+
+- [Oracle Database 23ai Documentation](https://docs.oracle.com/en/database/oracle/oracle-database/23ai/)
+- [Oracle Cloud Infrastructure](https://www.oracle.com/cloud/)
+- [Oracle AI Documentation](https://docs.oracle.com/en/database/oracle/oracle-database/23ai/ai/)
+
+## 🤝 Contributing
+
+We welcome contributions! Please see individual solution directories for contribution guidelines.
+
+## 📄 License
 
-## License
 Copyright (c) 2024 Oracle and/or its affiliates.
 
 Licensed under the Universal Permissive License (UPL), Version 1.0.
 
-See [LICENSE](LICENSE.txt) for more details.
+See [LICENSE](./LICENSE) for more details.
+
+---
 
-ORACLE AND ITS AFFILIATES DO NOT PROVIDE ANY WARRANTY WHATSOEVER, EXPRESS OR IMPLIED, FOR ANY SOFTWARE, MATERIAL OR CONTENT OF ANY KIND CONTAINED OR PRODUCED WITHIN THIS REPOSITORY, AND IN PARTICULAR SPECIFICALLY DISCLAIM ANY AND ALL IMPLIED WARRANTIES OF TITLE, NON-INFRINGEMENT, MERCHANTABILITY, AND FITNESS FOR A PARTICULAR PURPOSE.  FURTHERMORE, ORACLE AND ITS AFFILIATES DO NOT REPRESENT THAT ANY CUSTOMARY SECURITY REVIEW HAS BEEN PERFORMED WITH RESPECT TO ANY SOFTWARE, MATERIAL OR CONTENT CONTAINED OR PRODUCED WITHIN THIS REPOSITORY. IN ADDITION, AND WITHOUT LIMITING THE FOREGOING, THIRD PARTIES MAY HAVE POSTED SOFTWARE, MATERIAL OR CONTENT TO THIS REPOSITORY WITHOUT ANY REVIEW. USE AT YOUR OWN RISK. 
+*Built with ❤️ by the Oracle DevRel team*