{"id":21036932,"url":"https://github.com/azurecosmosdb/aisamples","last_synced_at":"2025-05-15T14:32:05.174Z","repository":{"id":251262226,"uuid":"815337387","full_name":"AzureCosmosDB/AISamples","owner":"AzureCosmosDB","description":"Central hub for demos, code snippets, and other assets for Azure Cosmos DB for AI apps. 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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"![Azure Cosmos DB for AI Apps](CosmosDBLogo.png)\n\n\n\n## Our samples gallery has moved\n\nPlease visit [aka.ms/AzureCosmosDB/Gallery/AI](https://aka.ms/AzureCosmosDB/Gallery/AI) for all official Azure Cosmos DB AI Samples.\n\nBelow are some links to documentation and videos for our vector search capabilities.\n\n\n## Documentation\n\n**Introduction**\n\n- [What is a vector database?](https://learn.microsoft.com/azure/cosmos-db/vector-database)\n- [Concepts Overview](https://learn.microsoft.com/azure/cosmos-db/gen-ai/vector-search-overview)\n\n**Azure Cosmos DB for NoSQL**\n\n- [Vector Search in Azure Cosmos DB for NoSQL](https://learn.microsoft.com/azure/cosmos-db/nosql/vector-search)\n- [Vector Indexing](https://learn.microsoft.com/azure/cosmos-db/index-policy#vector-indexes)\n- [Managing Vector Indexes](https://learn.microsoft.com/azure/cosmos-db/nosql/how-to-manage-indexing-policy?tabs=dotnetv3%2Cpythonv3#vector-indexing-policy-examples)\n- How to get started [C#](https://learn.microsoft.com/azure/cosmos-db/nosql/how-to-dotnet-vector-index-query), [Python](https://learn.microsoft.com/azure/cosmos-db/nosql/how-to-python-vector-index-query), [JavaScript](https://learn.microsoft.com/azure/cosmos-db/nosql/how-to-javascript-vector-index-query), [Java](https://learn.microsoft.com/azure/cosmos-db/nosql/how-to-java-vector-index-query)\n\n**vCore-based Azure Cosmos DB for MongoDB**\n\n- [Vector Search ](https://learn.microsoft.com/azure/cosmos-db/mongodb/vcore/vector-search)\n- [RAG Example](https://learn.microsoft.com/en-us/azure/cosmos-db/mongodb/vcore/rag)\n\n## Integrations\n\n**Azure Cosmos DB for NoSQL**\n\n- Semantic Kernel [C#](https://github.com/microsoft/semantic-kernel/tree/main/dotnet/src/Connectors/Connectors.Memory.AzureCosmosDBNoSQL), [Python](https://github.com/microsoft/semantic-kernel/tree/main/python/semantic_kernel/connectors/memory/azure_cosmosdb_no_sql) \n- LangChain [Python](https://python.langchain.com/v0.2/docs/integrations/vectorstores/azure_cosmos_db_no_sql/), [JS](https://js.langchain.com/v0.2/docs/integrations/vectorstores/azure_cosmosdb_nosql/), [Java](https://docs.langchain4j.dev/integrations/embedding-stores/azure-cosmos-nosql)\n- LlamaIndex [Python](https://docs.llamaindex.ai/en/stable/examples/vector_stores/AzureCosmosDBNoSqlDemo/)\n- PromptFlow plugin [Python](https://github.com/microsoft/pf-azuredb)\n\n**vCore-based Azure Cosmos DB for MongoDB**\n\n- Semantic Kernel [C#](https://github.com/microsoft/semantic-kernel/tree/main/dotnet/src/Connectors/Connectors.Memory.AzureCosmosDBMongoDB), [Python](https://github.com/microsoft/semantic-kernel/tree/main/python/semantic_kernel/connectors/memory/azure_cosmosdb)\n- LangChain [Python](https://python.langchain.com/v0.2/docs/integrations/vectorstores/azure_cosmos_db/), [JS](https://js.langchain.com/v0.2/docs/integrations/vectorstores/azure_cosmosdb_mongodb/), [Java](https://docs.langchain4j.dev/integrations/embedding-stores/azure-cosmos-mongo-vcore)\n\n- LlamaIndex [Python](https://docs.llamaindex.ai/en/stable/examples/vector_stores/AzureCosmosDBMongoDBvCoreDemo/)\n- PromptFlow plugin [Python](https://github.com/microsoft/pf-azuredb)\n\n## Developer Blog Articles\n\n- [Introducing Vector Database capabilities in Azure Cosmos DB for NoSQL](https://devblogs.microsoft.com/cosmosdb/introducing-vector-database-capabilities-in-azure-cosmos-db-for-nosql/)\n- [Vector Database in vCore-based Azure Cosmos DB for MongoDB now GA!](https://devblogs.microsoft.com/cosmosdb/mongodb-vcore-vector-search/)\n\n\n## Videos and other content\n\n**Azure Cosmos DB for NoSQL**\n\n- [RAGHack: Scalable RAG apps with Azure Cosmos DB for NoSQL](https://reactor.microsoft.com/en-us/reactor/events/23655/)\n- [What is the database behind ChatGPT? | Microsoft Mechanics](https://www.youtube.com/watch?v=6IIUtEFKJec)\n- [AI Semantic Search for Your Website with Azure Cosmos DB | Microsoft Mechanics](https://www.youtube.com/watch?v=3T0K61VbnFw)\n- [Vector Search using 95% Less Compute with DiskANN and Azure Cosmos DB | Microsoft Mechanics](https://www.youtube.com/watch?v=MlMPIYONvfQ)\n- [Scalable RAG with Azure Cosmos DB and DiskANN | Studio15, Microsoft Build 2024](https://www.youtube.com/watch?v=-UkHbToopc4)\n- [The power of AI and Copilot for Azure Databases | BRK171, Build 2024](https://www.youtube.com/watch?v=6VUfsY0kRxA)\n- [Build Scalable Chat History and Conversational Memory into LLM Apps](https://www.youtube.com/watch?v=-m2ymy1Zyq8)\n- [Azure Cosmos DB: The database for your AI apps | Azure Friday](https://www.youtube.com/watch?v=YYYrz0i2-Ao)\n- [Azure Cosmos DB with DiskANN - Quick Demo](https://www.youtube.com/watch?v=u0ulNfZAxgc)\n- [How to design and build AI applications with vector search using Azure OpenAI \u0026 Azure Cosmos DB | SQLBits](https://www.youtube.com/watch?v=KuslX-Aw5sQ)\n- [Azure Cosmos DB for NoSQL and OpenAI: Building Robust Applications with RAG pattern](https://www.youtube.com/watch?v=E3okcKvpvHo)\n- [Coffee 26: Vector Search with Azure Cosmos DB: Next-generation applications made easy](https://www.youtube.com/watch?v=pAt6flNRabk\u0026pp=ygUZImNvc21vcyBkYiIgdmVjdG9yIHNlYXJjaA%3D%3D)\n- [Building Generative AI Apps with Azure Cosmos DB for NoSQL](https://www.youtube.com/watch?v=eAbYC7B-NPo)\n\n**vCore-based Azure Cosmos DB for MongoDB**\n\n- [RAGHack: Building RAG apps with Azure Cosmos DB for MongoDB](https://reactor.microsoft.com/en-us/reactor/events/23329/)\n- [What is vector search? - vCore-based Azure Cosmos DB for MongoDB](https://www.youtube.com/watch?v=1YRvqzxXu68)\n- [Applying GenAI and Azure Cosmos DB for MongoDB Vector Search to Interactive Analytics \u0026 Reporting](https://www.youtube.com/watch?v=-AynwwU7JUo)\n- [Build next gen intelligent retail with Azure OpenAI \u0026 vCore-based Azure Cosmos DB for MongoDB)](https://www.youtube.com/watch?v=6Qyl_pnIwh4)\n- [LLM App Development Using PromptFlow and Azure Cosmos DB for MongoDB](https://www.youtube.com/watch?)\n- [Connecting a RAG chat app to Azure Cosmos DB](https://www.youtube.com/watch?v=cpbzQ-PfC4Y\u0026pp)\n[Building a Chat Bot using data in Azure Cosmos DB for MongoDB vCore in Azure AI Studio | Ep. 88, Cosmos DB TV](https://www.youtube.com/watch?v=9X0td5CoYmE)\n- [Build AI-powered apps with Azure Cosmos DB for MongoDB vector search | Ep. 93, Cosmos DB TV](https://www.youtube.com/watch?v=MLY5Pc_tSXw\u0026ppD)\n- [CosmosAIGraph - AI-powered Graphs and Knowledge Graphs with Azure Cosmos DB | Ep. 95, Cosmos DB TV](https://www.youtube.com/watch?v=0alvRmEgIpQ)\n- [Unlock the Power of Azure Cosmos DB for MongoDB vCore: An Interactive Session for Startups](https://www.youtube.com/watch?v=ehzz0Uhuvc4\u0026pp)\n- [RAG using Semantic Kernel with Azure OpenAI and Azure Cosmos DB for MongoDB vCore](https://www.youtube.com/watch?v=XHJj_M84X28)\n  \n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fazurecosmosdb%2Faisamples","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fazurecosmosdb%2Faisamples","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fazurecosmosdb%2Faisamples/lists"}