awesome-semantickernel

Awesome list of tools and projects with the awesome semantic kernel framework

Curated list of tools and projects using semantic kernel.

Semantic kernel is an amazing framework to get LLM projects done in a matter of no time and the ecosystem is growing fast. Here is an attempt to keep track of the initiatives around semantic kernel.

Contributions welcome. Add links through pull requests or create an issue to start a discussion. Please read the contribution guidelines before contributing.

Awesome semantickernel

Semantickernel Framework

Semantic Kernel: the original
Concepts: Semantic Kernel concepts doc
Discord discussion
Semantic Kernel Blog: The Official Semantic Kernel blog
Semantic Kernel starter: Starter Projects for Semantic Kernel
VisualStudio Code Tool: Visual Code Studio Semantic Kernel Extension
OSSInsight.io
gosk Go Semantic Kernel (gosk) adapts Microsoft's Semantic Kernel (C#, Python) to provide OpenAI API integration for Golang developers
Semantic Kernel vs LangChain Compare Semantic Kernel and LangChain
analassist-langchain-vs-microsoft-sk AnalAssist - LangChain vs. Microsoft Semantic Kernel
Explore the Power of AI with SKPlayground
SK release SK release notes
SK Extensibility Scenarios how to extend several Semantic Kernel interfaces and to use them in core scenarios.
Generative AI Learning for Beginners A 12 Lesson course teaching everything you need to know to start building Generative AI applications
skUnit is a testing tool for SemanticKernel units, such as plugin functions and kernels

Plugins

modules that connect Semantic Kernel to different AI models or services, such as GPT-3, Azure Prompt Flow, or the Microsoft Graph Plugins are at the heart of unlocking more potential with your Semantic Kernel applications. They allow you to connect to external data sources and give large language models tools to be able to interact with native functions and API services.

If you want to try out your plugins and you do not have a ChatGPT plus subscription or are off the waitlist, you can test this directly for free using the Semantic Kernel!

See this tutorial doc or watch the video for how to get set up.

Why: Microsoft is standardizing around the plugin architecture for all of its internal AI copilots and encourage developers to use them for their own applications. This hackathon serves to jumpstart a larger plugin ecosystem that is valuable to the broader community.

How: Follow the getting started guides for creating a plugin

C# - (Video) | (Repo) Semantic Kernel ChatGPT plugin starter
Python - (Video) | (Repo) Semantic Kernel Python Flask (and plugin) Starter
SK Kernel Memory:Semantic Memory is an open-source library and service specializing in the efficient indexing of datasets through custom continuous data pipelines
NL2EF A Semantic Kernel plugin designed to be a drop-in service that can expose an existing database to be queried via natural language
Packages, Examples and Demo code for Semantic Kernel
sk-ethereumtx-plugin Semantic Kernel ChatGPT plugin for Ethereum Txs
Webscraper AIplugin: AI Plugin that can be used to scrape useful information from a given URL
teams-bot-semantic-kernel A Teams Bot app integrated with Semantic Kernel and its Microsoft Graph Plugin
EmbedElite marketplaceThis project is creating a plugin for the EmbedElite marketplace for the SK Hackathon. The Sementic Kernel plugin facilitates fetching ready-made premium context based on embeddings via an API
AssemblyAI plugins for Semantic Kernel Transcribe audio using AssemblyAI with Semantic Kernel plugins.
SemanticKernel.Connectors.Memory.SqlServer SQL Server connector for Semantic Kernel skills and semantic memory
semantic-kernel-LLamaSharp use LLamaSharp to implement the Completion and Embedding interfaces of the semantic kernel
semantic-kernel-ERNIE-Bot: Semantic Kernel 集成文心千帆
DashScope.net Semantic Kernel 集成 Aliyun DashScope灵积模型服务 SDK，通义千问SDK
SS.SemanticKernel.Extensions: This extension enables you to generate text embeddings with a semantic-based kernel function.
Semantic-Fleet Semantic-Fleet is a dedicated repository designed to extend the capabilities of Semantic Kernel.
Semantic Kernel - MongoDB Connector Atlas MongoDB connector for Semantic Kernel skills and semantic memory
Faster & Smaller Single-File Search Engine for Vectors & Texts
Microsoft-Semantic-Kernel-Community-dotnet
sk-researcher: Using Semantic Kernel to power a research agent that will work on your behalf to research a topic
worddoc-aiplugin AI Plugin that can be used to create and append to word documents
sk-plugin-sample Sample project to show how plugins can be used with Semantic Kernel
semantic-kernel-gradio Using Gradio API for Semantic Kernel - TextEmbeddingGeneration
ServiceStack.AI Speech-to-Text and ChatGPT providers to enable natural language features in .NET
MerkonVectorDB
bankcopilot-semantickernel-aiplugin This is a Bank ChatGPT AI Plugin POC to observe how ChatGPT will perform with additional banking transaction skills
FreeMindLabs.SemanticKernel.Connectors.Elasticsearch A Semantic Kernel connector to Elasticsearch. Use Elasticsearch as your vector database.
Postgres adapter for Kernel Memory
Kernel Memory with SQLiteThis repository contains the SQLite adapter allowing to use Kernel Memory with SQLite
SemanticKernel.Connectors.Memory.SqlServerSQL Server connector for Semantic Kernel plugin and Kernel Memory
Plugin sample built using Semantic Kernel that summarises a given text from Bing Web Search.
Codeblaze.SemanticKernel
PaddleSharp.KernelMemoryUsing PaddleSharp as an OCR engine in kernel memory.
SemanticKernel.DashScope 连接 DashScope 的 Semantic Kernel Connector

Planners

sequences of actions that Semantic Kernel can execute to achieve a goal, such as booking a flight or writing some content.

Introduction to Semantic Kernel Planners for Seamless Orchestration
Semantic Kernel Planner 101
Using Planners in the SK Java Kernel
UniversalLLMFunctionCaller A planner that integrates into Semantic Kernel to enable function calling on all Chat based LLMs (Mistral, Bard, Claude, LLama etc)

Personas

profiles that define the preferences and personality of Semantic Kernel, such as tone, style, and humor

SKPersona Demonstration of how to give Language Models (LLMs) a unique persona using part of speech tagging and logit bias
Semantic Kernel Personas: An Interview with SK Team Member Brian Krabach

Open Source Projects

Copilot Chat Sample Application:This is an enriched intelligence app, with multiple dynamic components including command messages, user intent, and memories
TypeChat.NET brings the ideas of TypeChat to .NET TypeChat.NET provides cross platform libraries that help you build natural language interfaces with language models using strong types, type validation and simple type safe programs (plans).
Conversational Speaker: uses a Raspberry Pi (or desktop) to enable spoken conversation with OpenAI large language models. This implementation listens to speech, processes the conversation through the OpenAI service, and responds back.
SolidWorks-Copilot : Your SolidWorks Copoilt based on LLM(ChatGPT) and semantical kernel
Email-Copilot: Email-copilot for Outlook aims to revolutionize email management by leveraging natural language processing to streamline drafting, responding, and organizing emails
A port of the Python example that answers questions about 2022 Winter Olympics
Fantasy Copilot: Fantasy Copilot integrates Open AI and Azure's AI services, dedicated to building a personal assistant tool with a large language model as the core and high scalability
sk-ingest: Small library to make it easier to BYO data for use with Semantic Kernel and LLMs
sk-classifier: This small sample project shows how to perform basic classification on a series on prompts, against a pre-defined series of classifications using Semantic Kernel
Using Semantic Kernel to Summarize Youtube Videos
Elsa.SemanticKernel: SemanticKernel Activity Provider for Elsa Workflows
Write a blog using Semantic Kernel
op-semantic-kernel-demo Impersonating yourself with ChatGPT and Microsoft Semantic Kernel
Chat with your Enterprise Data: powered by Azure OpenAI/ChatGPT, Cognitive Search, and Bot Service
Semantic Kernel Sidecar About A prototype for an abstracted Sidecar Process that runs/abstracts Semantic Kernel via HTTP/gRPC
LangChain: C# implementation of LangChain
semantic-kernel-ecom AI-Powered eShopOnWeb E-commerce using Semantic Kernel
A Teams Bot app integrated with Semantic Kernel and its Microsoft Graph Plugin
azure-openai-dev-skills-orchestrator Build a Virtual AI Dev Team using Semantic Kernel Skills
Semantic Kernel From Config Provides an example of how you could extend Semantic Kernel to support config files for agents and plugins
GPTMeetingAgent A pattern for GPT Agent integration with ServiceStack services
SemanticKernel.PowerFx Add low-code skills to Semantic Kernel using Power Fx
SemanticNativeFunctions Chaining native & semantic functions using MS Semantic Kernel
PowerPlatformCopilot A .Net library which simplifies creation of Copilots/AI Assistants for Microsoft Power Platform with Azure OpenAI
Java Samples using Semantic Kernel These samples are used to test the Semantic Kernel with java
TextToVideo This is an app to convert Text to Video using Azure Open AI and Dall-e in Python using Semantic Kernel.
ai-playground This repository is for learning about AI - OpenAI and related using dotnet
LLM-Powered Wordle-Solver Agent This is a Wordle-solving script powered by LLM (Large Language Model) and built using Semantic Kernel and PyAutoGUI.
MachineIntelligence-TextAnalytics-TPLDataFlows Machine Intelligence Text Analytics Enrichment implemented using Task Parallel Library Data Flow Pipelines
skonsole A Pull Request Skill example built on the Semantic Kernel
skonsole-generate-pr-description A PR tool that uses Microsoft's Semantic Kernel and LLMs to generate PR descriptions
Retrieval Augmented Generation (RAG) using Azure Cognitive Search
dapr-chat-20230822 A Dapr-implemented OpenAI chat service demo
This application is a demo on how to setup an event driven architecture combining Dapr, Azure OpenAI and Azure Container Apps
ParkPro ParkPro aims to revolutionize parking services using Semantic kernel SDK
Java and OpenAI Hero Demos This repository holds end-to-end demo applications that represent the concept of an Intelligent App, built in Java
Semantic Kernel in your application we'll show you how to leverage Semantic Kernel into an existing application.
semantic_kernel_examples This repo will contain the semantic kernel examples
sk-hotelfiltering An example of how to use Semantic Kernel as part of a Hotel booking website for filtering hotels using natural language
SemanticKernelDemo 本项目主要介绍了SK的基本功能使用
EarthChat 基于SignalR实现的Chat聊天，支持横向扩展，以便支撑百万用户同时在线聊天
semantic-kernel-semanticsearch Question & Answer flow with C# & Semantic Kernel
sk-summarizer-pattern A summarizer implementation using Semantic Kernel
Quarkus Semantic Kernel This extension eases the integration of Semantic Kernel for Java with Quarkus
semantic-kernel-bot-in-a-box Extensible Semantic Kernel Bot Solution Accelerator
LablabAutogen A generalist agent that can go online and accomplish complex tasks using semantic-kernel and autogen
This is Local LLM Server for Semantic Kernel Local LLM Server for Semantic Kernel .NET Developer
A reference .NET application implementing an eCommerce web site using a services-based architecture
VectorSearchAiAssistant Vector Search & AI Assistant for Azure Cosmos DB and Azure Cognitive Search
entirely with native functions in C# and am building out a console application with Spectre.Console
enmarcha Empower your applications with AI capabilities built on top of the Semantic Kernel, enabling more nuanced data interpretation.
minecraft-container-apps
AugmentRSample showing how to do Retrieval Augmented Generation using .NET Aspire, Semantic Kernel, and OpenAI.]
sk-v1-droneAssistant Semantic Kernel V1 Assistant to control DJI Tello Drone
TerraMours实战项目，基于TerraMours框架实现的ChatGPT项目后端。实现用户登陆和基于SK的多语言模型聊天、基于chatgpt和SD的多模型图片生成等功能
ENMARCHA — Your package to accelerate .NET projects
知识文档问答，用大模型与文档对话，提供Al分析、阅读、问答工具，助你快速了解文档内容
SemanticKernel.Assistants It runs locally planners and plugins for the assistants
Sample showing how to do Retrieval Augmented Generation using .NET Aspire, Semantic Kernel, and OpenAI.
Adventures in Semantic Kernel Learn about Semantic Kernel, Microsoft's AI orchestration library. Play with memories, models, plugins, and plans from various providers.
semantic-kernel-aiagent 基于.Net8+Blazor+SemanticKernel 打造的AI知识库/智能体
An example of how to use Semantic Kernel as part of a Hotel booking website for filtering hotels using natural language
Kernel-Memory-Azure-Function-Implementation
OpenAIEmbeddingSample An example that shows how to use Semantic Kernel and Kernel Memory to work with embeddings in a .NET application using SQL Server as Vector Database.
AntSK 基于.Net8+AntBlazor+SemanticKernel 打造的AI知识库/智能体
NET Conf 2023 Taiwan — Semantic Kernel
fast-wiki 利用微软Semantic Kernel进行深度学习和自然语言处理，结合.NET 8和MasaBlazor于react并存框架，后台采用MasaFramework，实现了一个高效、易用、可扩展的智能向量搜索平台
dotnet-llm-eval-samples Samples of how to eval and observe dotnet large language model systems

Learn

Notebooks

A collection of C# notebooks to get you started with Semantic Kernel quickly
A collection of Python notebooks to get you started with Semantic Kernel quickly
Intelligent app workshop: This is an envisioning workshop, based on Microsoft's Copilot stack, to rethink user experience, architecture, and app development by leveraging the intelligence of foundation models
Project Miyagi - Financial coach: showcasing AI-first application architectures and generative AI capabilities with nascent design patterns to embed intelligence. A Hyper-personalized agent powered by SoTA foundation models and event-driven architecture
Tutorial: ChatGPT + Enterprise data with Semantic Kernel, OpenAI and Azure Cognitive Search
Learn Azure OpenAI Service with .NET: This is a Azure OpenAI book for .NET Developer
MSFabricCopilotWorkshop : Building Microsoft Fabric Copilot App Workshop
VSCodeEnterpriseCopilotWorkshop Create Your Visual Studio Code Copilot Extension for Enterprise
Semantic Kernel OpenAPI Skill Sample Project This is a sample project to demonstrate the Semantic Kernel OpenAPI skill. It consists of a clothing API, which is a Swagger API, and a Copilot chat app.
openai-sk-demos Semantic Kernel Demos
SemanticKernelLearningLab This is a lab to learn Semantic Kernel and Azure Open AI Services
Semantic-Kernel-Workshop
semantic-kernel-quickstart
semantic-kernel-rag-chat Tutorial for ChatGPT + Enterprise Data with Semantic Kernel, OpenAI, and Azure Cognitive Search
CookingKitchenSemanticKernelCourse
Hands-on Introduction to Semantic Kernel
SKPlayground
AdventuresInSemanticKernel Learn about Semantic Kernel, Microsoft's AI orchestration library. Play with memories, models, plugins, and plans from various providers
understanding-semantic-kernel-with-heroes Welcome to my own way to understand Semantic Kernel
OpenAI-Workshop
Integrate OpenAI into Your Code with Semantic Kernel
Generative AI for Developers (Semantic Kernel with C#)
How to use Semantic Kernel Bot in-a-box to interact with data using natural language & AI

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