Microsoft.Extensions.AI.Evaluation.Quality
0.9.45-preview
Prefix Reserved
See the version list below for details.
dotnet add package Microsoft.Extensions.AI.Evaluation.Quality --version 0.9.45-preview
NuGet\Install-Package Microsoft.Extensions.AI.Evaluation.Quality -Version 0.9.45-preview
<PackageReference Include="Microsoft.Extensions.AI.Evaluation.Quality" Version="0.9.45-preview" />
<PackageVersion Include="Microsoft.Extensions.AI.Evaluation.Quality" Version="0.9.45-preview" />
<PackageReference Include="Microsoft.Extensions.AI.Evaluation.Quality" />
paket add Microsoft.Extensions.AI.Evaluation.Quality --version 0.9.45-preview
#r "nuget: Microsoft.Extensions.AI.Evaluation.Quality, 0.9.45-preview"
#:package Microsoft.Extensions.AI.Evaluation.Quality@0.9.45-preview
#addin nuget:?package=Microsoft.Extensions.AI.Evaluation.Quality&version=0.9.45-preview&prerelease
#tool nuget:?package=Microsoft.Extensions.AI.Evaluation.Quality&version=0.9.45-preview&prerelease
Microsoft.Extensions.AI.Evaluation
These packages have been designed to work together to support building processes for evaluating the quality of AI software.
- Microsoft.Extensions.AI.Evaluation - Defines core abstractions and types for supporting evaluation.
- Microsoft.Extensions.AI.Evaluation.Quality - Contains evaluators that can be used to evaluate the quality of AI responses in your projects including Relevance, Truth, Completeness, Fluency, Coherence, Equivalence and Groundedness.
- Microsoft.Extensions.AI.Evaluation.Reporting - Contains support for caching LLM responses, storing the results of evaluations and generating reports from that data.
- Microsoft.Extensions.AI.Evaluation.Console - A command line dotnet tool for generating reports and managing evaluation data.
Install the packages
From the command-line:
dotnet add package Microsoft.Extensions.AI.Evaluation
dotnet add package Microsoft.Extensions.AI.Evaluation.Quality
dotnet add package Microsoft.Extensions.AI.Evaluation.Reporting
Or directly in the C# project file:
<ItemGroup>
<PackageReference Include="Microsoft.Extensions.AI.Evaluation" Version="[CURRENTVERSION]" />
<PackageReference Include="Microsoft.Extensions.AI.Evaluation.Quality" Version="[CURRENTVERSION]" />
<PackageReference Include="Microsoft.Extensions.AI.Evaluation.Reporting" Version="[CURRENTVERSION]" />
</ItemGroup>
Install the command line tool
dotnet tool install Microsoft.Extensions.AI.Evaluation.Console --create-manifest-if-needed
| Product | Versions Compatible and additional computed target framework versions. |
|---|---|
| .NET | net5.0 was computed. net5.0-windows was computed. net6.0 was computed. net6.0-android was computed. net6.0-ios was computed. net6.0-maccatalyst was computed. net6.0-macos was computed. net6.0-tvos was computed. net6.0-windows was computed. net7.0 was computed. net7.0-android was computed. net7.0-ios was computed. net7.0-maccatalyst was computed. net7.0-macos was computed. net7.0-tvos was computed. net7.0-windows was computed. net8.0 is compatible. net8.0-android was computed. net8.0-browser was computed. net8.0-ios was computed. net8.0-maccatalyst was computed. net8.0-macos was computed. net8.0-tvos was computed. net8.0-windows was computed. net9.0 was computed. net9.0-android was computed. net9.0-browser was computed. net9.0-ios was computed. net9.0-maccatalyst was computed. net9.0-macos was computed. net9.0-tvos was computed. net9.0-windows was computed. net10.0 was computed. net10.0-android was computed. net10.0-browser was computed. net10.0-ios was computed. net10.0-maccatalyst was computed. net10.0-macos was computed. net10.0-tvos was computed. net10.0-windows was computed. |
| .NET Core | netcoreapp2.0 was computed. netcoreapp2.1 was computed. netcoreapp2.2 was computed. netcoreapp3.0 was computed. netcoreapp3.1 was computed. |
| .NET Standard | netstandard2.0 is compatible. netstandard2.1 was computed. |
| .NET Framework | net461 was computed. net462 was computed. net463 was computed. net47 was computed. net471 was computed. net472 was computed. net48 was computed. net481 was computed. |
| MonoAndroid | monoandroid was computed. |
| MonoMac | monomac was computed. |
| MonoTouch | monotouch was computed. |
| Tizen | tizen40 was computed. tizen60 was computed. |
| Xamarin.iOS | xamarinios was computed. |
| Xamarin.Mac | xamarinmac was computed. |
| Xamarin.TVOS | xamarintvos was computed. |
| Xamarin.WatchOS | xamarinwatchos was computed. |
-
.NETStandard 2.0
- Microsoft.Bcl.Memory (>= 9.0.0)
- Microsoft.Extensions.AI.Abstractions (>= 9.0.1-preview.1.24570.5)
- Microsoft.Extensions.AI.Evaluation (>= 0.9.45-preview)
- Microsoft.ML.Tokenizers (>= 1.0.0)
-
net8.0
- Microsoft.Extensions.AI.Abstractions (>= 9.0.1-preview.1.24570.5)
- Microsoft.Extensions.AI.Evaluation (>= 0.9.45-preview)
- Microsoft.ML.Tokenizers (>= 1.0.0)
NuGet packages (5)
Showing the top 5 NuGet packages that depend on Microsoft.Extensions.AI.Evaluation.Quality:
| Package | Downloads |
|---|---|
|
Microsoft.Azure.Workflows.WebJobs.Extension
Extensions for running workflows in Azure Functions |
|
|
AgentEval
The comprehensive .NET evaluation toolkit for AI agents—tool usage validation, RAG quality metrics, stochastic evaluation, model comparison, and red team security testing. Built for Microsoft Agent Framework (MAF) with fluent assertion APIs. |
|
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Fuuga
Large Language Model (LLM) generator. And Small as well, SML. Give data and generate your model. Fuuga implements a complete language model pipeline: tokenization, data ingestion, model training, fine-tuning, and text generation. Code in .NET (F#). |
|
|
Fuuga.cpu
Large Language Model (LLM) generator. And Small as well, SML. Give data and generate your model. Fuuga implements a complete language model pipeline: tokenization, data ingestion, model training, fine-tuning, and text generation. Code in .NET (F#). |
|
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HPD-Agent.Evaluations
Evaluation library for the HPD-Agent framework. Measure, score, and monitor agent output quality in production and CI pipelines. |
GitHub repositories (1)
Showing the top 1 popular GitHub repositories that depend on Microsoft.Extensions.AI.Evaluation.Quality:
| Repository | Stars |
|---|---|
|
dotnet/ai-samples
|
| Version | Downloads | Last Updated |
|---|---|---|
| 10.5.0 | 699 | 4/15/2026 |
| 10.4.0 | 25,454 | 3/10/2026 |
| 10.3.0 | 40,322 | 2/10/2026 |
| 10.2.0 | 46,774 | 1/13/2026 |
| 10.1.0 | 40,985 | 12/9/2025 |
| 10.0.0 | 34,752 | 11/11/2025 |
| 9.10.0 | 139,039 | 10/14/2025 |
| 9.9.0 | 61,239 | 9/9/2025 |
| 9.8.0 | 34,642 | 8/12/2025 |
| 9.7.0 | 25,465 | 7/8/2025 |
| 9.6.0 | 14,831 | 6/10/2025 |
| 9.5.0 | 53,472 | 5/16/2025 |
| 9.5.0-preview.1.25262.9 | 431 | 5/13/2025 |
| 9.4.4-preview.1.25259.16 | 560 | 5/10/2025 |
| 9.4.3-preview.1.25230.7 | 431 | 5/1/2025 |
| 9.4.0-preview.1.25207.5 | 7,124 | 4/8/2025 |
| 9.3.0-preview.1.25164.6 | 3,743 | 3/14/2025 |
| 9.3.0-preview.1.25126.9 | 1,420 | 2/27/2025 |
| 9.3.0-preview.1.25114.11 | 3,946 | 2/16/2025 |
| 0.9.45-preview | 682 | 12/19/2024 |