GenCode 1.0.2

dotnet add package GenCode --version 1.0.2
NuGet\Install-Package GenCode -Version 1.0.2
This command is intended to be used within the Package Manager Console in Visual Studio, as it uses the NuGet module's version of Install-Package.
<PackageReference Include="GenCode" Version="1.0.2" />
For projects that support PackageReference, copy this XML node into the project file to reference the package.
paket add GenCode --version 1.0.2
#r "nuget: GenCode, 1.0.2"
#r directive can be used in F# Interactive and Polyglot Notebooks. Copy this into the interactive tool or source code of the script to reference the package.
// Install GenCode as a Cake Addin
#addin nuget:?package=GenCode&version=1.0.2

// Install GenCode as a Cake Tool
#tool nuget:?package=GenCode&version=1.0.2

<p align="center"> <img src=" Files/For Web/png/Color logo - no background.png" alt="GenCode" width="150"/> </p>


AppVeyor GitHub release NuGet package NuGet contributions welcome



The GenCode library is a first-of-its-kind powerful ORM for LLM like GPT4 for helping LLM understand your application model. Perform NLP based model manipulaton and decision making fast for your .NET apps. With fast integration, package harness power of language tasks, including text generation, sentiment analysis, & more. See docs & examples.

Usecases include improving data quality and enable more intelligent and adaptive software systems. With its easy-to-use API , this package empowers developers to harness the full potential of natural language processing within their projects. The library supports is continuously updated with new features and improvements. Comprehensive documentation and examples are available to facilitate rapid integration and adoption. Imagine if your applicantion objects can be modified by LLM Assistant based on data of object. Imagine if you could call "if" condition based of response from LLM.


  • Easy Open AI integration.
  • Use LLM to update class object and collection, using natural language descriptions.
  • Comprehensive documentation and examples to facilitate rapid integration and adoption.
  • Seamless integration into your .NET Standard 2.1 projects.
  • New features and improvements added regularly.
  • images/vision not supported at this time

Use Case

  • Automatic Object Completion: Ask LLM to fill empty fields of object
  • Dynamic Object Modification: Ask LLM to expand or modify property of object
  • Sentiment Analysis and Property Assignment: Ask LLM to check sentiments (positive/negitive) on object and fill the property. For example, sentiment analysis could be applied to customer feedback object.
  • **Information Extraction 😗* Extract information from object and update object property with it. Example in a customer profile object, the LLM could extract demographic information such as age or location

These capabilities could be applied in various domains and use cases, such as:

E-commerce: Automatically updating product descriptions based on sentiment analysis of customer reviews.

Customer Relationship Management (CRM): Enhancing customer profiles by extracting and updating properties with relevant information from communication logs or social media interactions.

Data Processing Pipelines: Automatically completing and modifying data objects as part of data preprocessing tasks in machine learning pipelines.

Natural Language Understanding (NLU): Supporting conversational interfaces by dynamically updating objects based on user input and sentiment analysis of the conversation context.


You can install GenCode via NuGet Package Manager:

nuget install GenCode

Getting started

Explain how to use your package, provide clear and concise getting started instructions, including any necessary steps.


.NET Standard 2.1 or above


Here's an example of how to use GenCode to update an object's properties using a natural language description:

        using GenCode;

        // Story 1
        var story1 = new Story
            Id = 1,
            Title = "The Lost Treasure",
            Description = "A group of adventurers embarks on a journey to find a lost treasure hidden deep within a mysterious jungle.",
            CreatedAt = DateTime.Now.AddDays(-30),
            UpdatedAt = DateTime.Now.AddDays(-15)
        var key = Environment.GetEnvironmentVariable("DefaultLLM_API_KEY");
        var gencode = new GenCode(key);
        Story result = gencode.FillObject<Story>("Update Description to be more datailed", story1).Result;

For a collection

        using GenCode;

        var story1 = new Story
     Id = 1,
     Title = "The Lost Treasure",
     Description = "A group of adventurers embarks on a journey to find a lost treasure hidden deep within a mysterious jungle.",
     CreatedAt = DateTime.Now.AddDays(-30),
     UpdatedAt = DateTime.Now.AddDays(-15)
 var story2 = new Story
     Id = 2,
     Title = "The Treasure planet",
     Description = "A futuristic reimagining of Robert Louis Stevenson's classic 'Treasure Island' set in space.",
     CreatedAt = DateTime.Now.AddDays(-70),
     UpdatedAt = DateTime.Now.AddDays(-13)
 var stories = new List<Story>() { story1 , story2 };

 var key = Environment.GetEnvironmentVariable("DefaultLLM_API_KEY");
 var gencode = new GenCode(key);
 List<Story> result = gencode.FillCollection<Story>("Update Description to be more datailed", stories.AsEnumerable()).Result.ToList();
 foreach (var resultItem in result)

For Condition

        bool? result = gencode.IsObject<Story>("Is this story correct?", story1).Result;

        bool? result2 = gencode.Is("Does sun rise from east?").Result;

For more examples and detailed documentation, please visit our GitHub repository.

Additional documentation


Please read for details on our code of conduct, and the process for submitting pull requests to us.


We welcome feedback from our users! If you have any questions, suggestions, or issues, please open an issue on our GitHub repository or join our Discord channel. You can also follow us on Twitter for updates and announcements.


v 1.0.0 - Initial Architechture v 1.0.1 - Basic working library v 1.0.2 - Basic condition support

Product 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 was computed.  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. 
.NET Core netcoreapp3.0 was computed.  netcoreapp3.1 was computed. 
.NET Standard netstandard2.1 is compatible. 
MonoAndroid monoandroid was computed. 
MonoMac monomac was computed. 
MonoTouch monotouch was computed. 
Tizen tizen60 was computed. 
Xamarin.iOS xamarinios was computed. 
Xamarin.Mac xamarinmac was computed. 
Xamarin.TVOS xamarintvos was computed. 
Xamarin.WatchOS xamarinwatchos was computed. 
Compatible target framework(s)
Included target framework(s) (in package)
Learn more about Target Frameworks and .NET Standard.

NuGet packages

This package is not used by any NuGet packages.

GitHub repositories

This package is not used by any popular GitHub repositories.

Version Downloads Last updated
1.0.2 89 3/28/2024
1.0.1 77 3/24/2024

-Basic features all working
-Basic condition support