Giter VIP home page Giter VIP logo

botsharp's Introduction

The Open Source AI Agent Application Framework

Connect LLMs to your existing application focused on your business

Discord QQįž¤čŠ Apache 2.0 NuGet Build status Documentation Status

"Conversation as a platform (CaaP) is the future, so it's perfect that we're already offering the whole toolkits to our .NET developers using the BotSharp AI BOT Platform Builder to build a CaaP. It opens up as much learning power as possible for your own robots and precisely control every step of the AI processing pipeline."

BotSharp is an open source machine learning framework for AI Bot platform builder. This project involves natural language understanding, computer vision and audio processing technologies, and aims to promote the development and application of intelligent robot assistants in information systems. Out-of-the-box machine learning algorithms allow ordinary programmers to develop artificial intelligence applications faster and easier.

It's written in C# running on .Net Core that is full cross-platform framework, the plug-in and pipeline flow execution design is adopted to completely decouple the plug-ins. C# is a enterprise grade programming language which is widely used to code business logic in information management related system. More friendly to corporate developers. BotSharp adopts machine learning algrithm in C# directly. That will facilitate the feature of the typed language C#, and be more easier when refactoring code in system scope.

BotSharp is in accordance with components principle strictly, decouples every part that is needed in the platform builder. So you can choose different UI/UX, or pick up a different LLM providers. They are all modulized based on unified interfaces. BotSharp provides an advanced Agent abstraction layer to efficiently manage complex application scenarios in enterprises, allowing enterprise developers to efficiently integrate AI into business systems.

Some Features

  • Built-in multi-agents and conversation with state management.
  • Support multiple LLM Planning approaches to handle different tasks.
  • Built-in RAG related interfaces, Memeory based vector searching.
  • Support multiple AI platforms (ChatGPT 3.5 / 4.0, PaLM 2, LLaMA 2, HuggingFace).
  • Allow multiple agents with different responsibilities cooperate to complete complex tasks.
  • Build, test, evaluate and audit your LLM agent in one place.
  • Build-in BotSharp UI written in SvelteKit.
  • Abstract standard Rich Content data structure. Integrate with popular message channels like Facebook Messenger, Slack and Telegram.
  • Provide RESTful Open API and WebSocket real-time communication.

Quick Started

  1. Run backend service
 PS D:\> git clone https://github.com/dotnetcore/BotSharp
 PS D:\> cd BotSharp
 # For Windows
 PS D:\BotSharp\> dotnet run --project .\src\WebStarter\WebStarter.csproj -p SolutionName=BotSharp
 # For Linux
 $ dotnet run --project ./src/WebStarter/WebStarter.csproj -p SolutionName=BotSharp
  1. Run Admin UI project, reference to BotSharp UI.
PS D:\> git clone https://github.com/SciSharp/BotSharp-UI
PS D:\> cd BotSharp-UI
PS D:\> npm install
PS D:\> npm run dev

Access http://localhost:5015/

Online Demo with UI

Core Modules

The core module is mainly composed of abstraction and framework function implementation, combined with some common tools.

  • Plugin Loader
  • Hooking
  • Authentication
  • Agent Profile
  • Conversation & State
  • Routing & Planning
  • Templating
  • File Repository
  • Caching
  • Rich Content
  • LLM Provider

Plugins

BotSharp uses component design, the kernel is kept to a minimum, and business functions are implemented by external components. The modular design also allows contributors to better participate. Below are the bulit-in plugins:

Data Storages

  • BotSharp.Core.Repository
  • BotSharp.Plugin.MongoStorage

LLMs

  • BotSharp.Plugin.AzureOpenAI
  • BotSharp.Plugin.GoogleAI
  • BotSharp.Plugin.MetaAI
  • BotSharp.Plugin.HuggingFace
  • BotSharp.Plugin.LLamaSharp
  • BotSharp.Plugin.SemanticKernel
  • BotSharp.Plugin.SparkDesk

Messaging / Channel

  • BotSharp.OpenAPI
  • BotSharp.Plugin.ChatHub
  • BotSharp.Plugin.MetaMessenger
  • BotSharp.Plugin.Twilio
  • BotSharp.Plugin.TelegramBots
  • BotSharp.Plugin.WeChat

RAGs

  • BotSharp.Plugin.KnowledgeBase
  • BotSharp.Plugin.Qdrant

Visions

  • BotSharp.Plugin.PaddleSharp

Tools

  • BotSharp.Plugin.Dashboard
  • BotSharp.Plugin.RoutingSpeeder
  • BotSharp.Plugin.WebDriver
  • BotSharp.Plugin.PizzaBot

UIs

  • BotSharp.Plugin.ChatbotUI

Documents

Read the docs: https://botsharp.readthedocs.io?wt.mc_id=AI-MVP-5005183

If you feel that this project is helpful to you, please Star the project, we would be very grateful.

Member project of SciSharp STACK which is the .NET based ecosystem of open-source software for mathematics, science, and engineering.

botsharp's People

Contributors

oceania2018 avatar hchen2020 avatar geffzhang avatar iceljc avatar spongebob5 avatar pppbr avatar xbotter avatar obrain2016 avatar deep-blue-2013 avatar qcjxberin avatar sylviachency avatar zhangyanbo2020 avatar esther2013 avatar wenwei-lin avatar john0king avatar seplz avatar amolwankhede avatar anacosmina avatar wrathagom avatar haiping-chen avatar exportio avatar cprobbie avatar dependabot[bot] avatar jli238 avatar visagang avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤ī¸ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.