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Aug 22, 2025
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Fix broken links in AI docs #48070

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2 changes: 1 addition & 1 deletion docs/ai/includes/vector-databases.md
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Expand Up @@ -24,6 +24,6 @@ Semantic Kernel provides connectors for the following vector databases and servi
| Postgres | [Microsoft.SemanticKernel.Connectors.Postgres](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.Postgres) | [Npgsql](https://www.nuget.org/packages/Npgsql/) |
| Qdrant | [Microsoft.SemanticKernel.Connectors.Qdrant](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.Qdrant) | [Qdrant.Client](https://www.nuget.org/packages/Qdrant.Client) |
| Redis | [Microsoft.SemanticKernel.Connectors.Redis](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.Redis) | [StackExchange.Redis](https://www.nuget.org/packages/StackExchange.Redis) |
| Weaviate | [Microsoft.SemanticKernel.Connectors.Weaviate](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.Weaviate) | [REST API](https://weaviate.io/developers/weaviate/api/rest) |
| Weaviate | [Microsoft.SemanticKernel.Connectors.Weaviate](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.Weaviate) | [REST API](https://docs.weaviate.io/weaviate/api/rest) |

To discover .NET SDK and API support, visit the documentation for each respective service.
4 changes: 2 additions & 2 deletions docs/ai/quickstarts/build-vector-search-app.md
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Expand Up @@ -80,7 +80,7 @@ Complete the following steps to create a .NET console app that can:

- [`Azure.Identity`](https://www.nuget.org/packages/Azure.Identity) provides [`Microsoft Entra ID`](/entra/fundamentals/whatis) token authentication support across the Azure SDK using classes such as `DefaultAzureCredential`.
- [`Azure.AI.OpenAI`](https://www.nuget.org/packages/Azure.AI.OpenAI) is the official package for using OpenAI's .NET library with the Azure OpenAI Service.
- [`Microsoft.Extensions.VectorData.Abstractions`](https://www.nuget.org/packages/Microsoft.Extensions.AI) enables Create-Read-Update-Delete (CRUD) and search operations on vector stores.
- [`Microsoft.Extensions.VectorData.Abstractions`](https://www.nuget.org/packages/Microsoft.Extensions.VectorData.Abstractions) enables Create-Read-Update-Delete (CRUD) and search operations on vector stores.
- [`Microsoft.SemanticKernel.Connectors.InMemory`](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.InMemory) provides an in-memory vector store class to hold queryable vector data records.
- [Microsoft.Extensions.Configuration](https://www.nuget.org/packages/Microsoft.Extensions.Configuration) provides an implementation of key-value pair—based configuration.
- [`Microsoft.Extensions.Configuration.UserSecrets`](https://www.nuget.org/packages/Microsoft.Extensions.Configuration.UserSecrets) is a user secrets configuration provider implementation for `Microsoft.Extensions.Configuration`.
Expand All @@ -101,7 +101,7 @@ Complete the following steps to create a .NET console app that can:
The following list describes each package in the `VectorDataAI` app:

- [`Microsoft.Extensions.AI.OpenAI`](https://www.nuget.org/packages/Microsoft.Extensions.AI.OpenAI) provides AI abstractions for OpenAI-compatible models or endpoints. This library also includes the official [`OpenAI`](https://www.nuget.org/packages/OpenAI) library for the OpenAI service API as a dependency.
- [`Microsoft.Extensions.VectorData.Abstractions`](https://www.nuget.org/packages/Microsoft.Extensions.AI) enables Create-Read-Update-Delete (CRUD) and search operations on vector stores.
- [`Microsoft.Extensions.VectorData.Abstractions`](https://www.nuget.org/packages/Microsoft.Extensions.VectorData.Abstractions) enables Create-Read-Update-Delete (CRUD) and search operations on vector stores.
- [`Microsoft.SemanticKernel.Connectors.InMemory`](https://www.nuget.org/packages/Microsoft.SemanticKernel.Connectors.InMemory) provides an in-memory vector store class to hold queryable vector data records.
- [Microsoft.Extensions.Configuration](https://www.nuget.org/packages/Microsoft.Extensions.Configuration) provides an implementation of key-value pair—based configuration.
- [`Microsoft.Extensions.Configuration.UserSecrets`](https://www.nuget.org/packages/Microsoft.Extensions.Configuration.UserSecrets) is a user secrets configuration provider implementation for `Microsoft.Extensions.Configuration`.
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