h4cker/ai_research/LangChain/README.md
2024-11-21 07:46:01 -05:00

20 KiB
Raw Blame History

LangChain Resources

This section includes several resources and examples of using LangChain. I also teach a "RAG for Cybersecurity" course in O'Reilly where I have many additional step-by-step examples at: https://github.com/santosomar/RAG-for-cybersecurity

LangChain Smith and Cookbook

LangChain Framework Repositories and Additional References

Highly Abstracted Tools

  • Flowise: Drag & drop UI to build your customized LLM flow using LangChainJS
  • Langflow: LangFlow is a UI for LangChain

Services

  • GPTCache: A Library for Creating Semantic Cache for LLM Queries
  • Gorilla: An API store for LLMs
  • LlamaHub: a library of data loaders for LLMs made by the community
  • EVAL: Elastic Versatile Agent with LangChain. will execute all your requests.
  • Auto-evaluator: a lightweight evaluation tool for question-answering using LangChain
  • LangChain visualizer: visualization and debugging tool for LangChain workflows
  • LLM Strategy: implementing the Strategy Pattern using LLMs
  • datasetGPT: A command-line interface to generate textual and conversational datasets with LLMs.
  • spellbook-forge: Make your LLM prompts executable and version controlled.
  • Auto Evaluator: LangChain auto evaluator
  • Jina: LangChain Apps on Production with Jina
  • Gradio Tools: Gradio 🤝 LLM Agents
  • steamship-LangChain: adapters for Steamship, enabling LangChain developers to rapidly deploy their apps on Steamship 🐍
  • LangForge: A Toolkit for Creating and Deploying LangChain Apps
  • BentoChain: LangChain Deployment on BentoML
  • LangCorn: Serving LangChain apps automagically with FastApi
  • LangChain Service: Opinionated LangChain setup with Qdrant vector store and Kong gateway
  • Lanarky: 🚢 Ship production-ready LLM projects with FastAPI
  • Dify: One API for plugins and datasets, one interface for prompt engineering and visual operation, all for creating powerful AI applications.
  • LangChainJS Worker: LangChainJS worker on cloudflare
  • Chainlit: Build Python LLM apps in minutes
  • Psychic: Universal APIs for unstructured data. Sync documents from SaaS tools to a SQL or vector database, where they can be easily queried by AI applications like ChatGPT.
  • Zep: Zep: A long-term memory store for LLM / Chatbot applications
  • LangChain Decorators: a layer on the top op LangChain that provides syntactic sugar 🍭 for writing custom LangChain prompts and chains
  • FastAPI + Chroma: An Example Plugin for ChatGPT, Utilizing FastAPI, LangChain and Chroma
  • AilingBot: Quickly integrate applications built on LangChain into IM such as Slack, WeChat Work, Feishu, DingTalk.
  • Llama2 Embedding Server: Llama2 Embeddings FastAPI Service using LangChain

Agents

  • Private GPT: Interact privately with your documents using the power of GPT, 100% privately, no data leaks
  • CollosalAI Chat: implement LLM with RLHF, powered by the Colossal-AI project
  • AgentGPT: AI Agents with LangChain & OpenAI (Vercel / Nextjs)
  • Local GPT: Inspired on Private GPT with the GPT4ALL model replaced with the Vicuna-7B model and using the InstructorEmbeddings instead of LlamaEmbeddings
  • GPT Researcher: GPT Researcher is an autonomous agent designed for comprehensive online research on a variety of tasks.
  • ThinkGPT: Agent techniques to augment your LLM and push it beyond its limits
  • Camel-AutoGPT: role-playing approach for LLMs and auto-agents like BabyAGI & AutoGPT
  • RasaGPT: RasaGPT is the first headless LLM chatbot platform built on top of Rasa and LangChain.
  • SkyAGI: Emerging human-behavior simulation capability in LLM agents
  • PyCodeAGI: A small AGI experiment to generate a Python app given what app the user wants to build
  • BabyAGI UI: Make it easier to run and develop with babyagi in a web app, like a ChatGPT
  • SuperAgent: Deploy LLM Agents to production
  • Voyager: An Open-Ended Embodied Agent with Large Language Models
  • ix: Autonomous GPT-4 agent platform
  • DuetGPT: A conversational semi-autonomous developer assistant, AI pair programming without the copypasta.
  • Multi-Modal LangChain agents in Production: Deploy LangChain Agents and connect them to Telegram
  • DemoGPT: DemoGPT enables you to create quick demos by just using prompt. It applies ToT approach on LangChain documentation tree.
  • SuperAGI: SuperAGI - A dev-first open source autonomous AI agent framework
  • Autonomous HR Chatbot: An autonomous agent that can answer HR related queries autonomously using the tools it has on hand
  • BlockAGI: BlockAGI conducts iterative, domain-specific research, and outputs detailed narrative reports to showcase its findings
  • waggledance.ai: An opinionated, concurrent system of AI Agents. It implements Plan-Validate-Solve with data and tools for general goal-solving.

Templates

  • AI: Vercel template to build AI-powered applications with React, Svelte, and Vue, fist class support for LangChain
  • create-t3-turbo-ai: t3 based, LangChain-friendly boilerplate for building type-safe, full-stack, LLM-powered web apps with Nextjs and Prisma
  • LangChain.js LLM Template: LangChain LLM template that allows you to train your own custom AI LLM model.
  • Streamlit Template: template for how to deploy a LangChain on Streamlit
  • Codespaces Template: a Codespaces template for getting up-and-running with LangChain in seconds!
  • Gradio Template: template for how to deploy a LangChain on Gradio
  • AI Getting Started: A Javascript AI getting started stack for weekend projects, including image/text models, vector stores, auth, and deployment configs
  • Embedchain: Framework to easily create LLM powered bots over any dataset.

Platforms

  • Modal: End-to-end stack for cloud/ML compute
  • Metal: Metal is a managed service that allows you to build AI products without the hassle of managing infrastructure
  • Graphsignal: Observability for AI agents and LLM-powered applications. Trace, monitor and debug LangChain in production.
  • Mona: Live monitoring for your OpenAI usage
  • Openllmetry: Open-source observability for your LLM application, based on OpenTelemetry

Open Source Projects

Knowledge Management

  • Quiver: Dump your brain into your GenerativeAI Vault
  • DocsGPT: GPT-powered chat for documentation search & assistance.
  • Chaindesk: The no-code platform for semantic search and documents retrieval
  • Knowledge GPT: Accurate answers and instant citations for your documents.
  • Knowledge: Knowledge is a tool for saving, searching, accessing, and exploring all of your favorite websites, documents and files.
  • Anything LLM: A full-stack application that turns any documents into an intelligent chatbot with a sleek UI and easier way to manage your workspaces.
  • DocNavigator: AI-powered chatbot builder that is designed to improve the user experience on product documentation/support websites
  • ChatFiles: Upload your document and then chat with it. Powered by GPT / Embedding / TS / NextJS.
  • DataChad: A streamlit app that let's you chat with any data source. Supporting both OpenAI and local mode with GPT4All.
  • Second Brain AI Agent: A streamlit app automaticall dialog with your second brain notes using OpenAI and ChromaDB locally.
  • examor: A website application that allows you to take exams based on your knowledge notes. Let you really remember what you have learned and written.

Other / Chatbots

  • DB GPT: Interact your data and environment using the local GPT, no data leaks, 100% privately, 100% security
  • AudioGPT: Understanding and Generating Speech, Music, Sound, and Talking Head
  • Paper QA: LLM Chain for answering questions from documents with citations
  • Chat LangChain: locally hosted chatbot specifically focused on question answering over the LangChain documentation
  • LangChain Chat: another Next.js frontend for LangChain Chat.
  • Book GPT: drop a book, start asking question.
  • Chat LangChainJS: NextJS version of Chat LangChain
  • Doc Search: converse with book - Built with GPT-3
  • Fact Checker: fact-checking LLM outputs with LangChain
  • MM ReAct: Multi Modal ReAct Design
  • QABot: Query local or remote files or databases with natural language queries powered by LangChain and openai
  • GPT Automator: Your voice-controlled Mac assistant.
  • Teams LangChainJS: Demonstration of LangChainJS with Teams / Bot Framework bots
  • ChatGPT: ChatGPT & LangChain example for node.js & Docker
  • FlowGPT: Generate diagram with AI
  • LangChain-text-summarizer: A sample streamlit application summarizing text using LangChain
  • LangChain Chat Websocket: About LangChain LLM chat with streaming response over websockets
  • LangChain_yt_tools: LangChain tools to search/extract/transcribe text transcripts of Youtube videos
  • SmartPilot: A Python program leveraging OpenAI's language models to generate, analyze, and select the best answer to a given question
  • Howdol: a helpful chatbot that can answer questions
  • MrsStax: QA Slack Bot
  • ThoughtSource: A framework for the science of machine thinking
  • ChatGPT LangChain: ChatGPT clone using LangChain on Huggingface
  • Chat Math Techniques: LangChain chat with math techniques on Huggingface
  • Notion QA: Notion Question-Answering Bot
  • QNimGPT: Play Nim against an IBM Quantum Computer simulator or OpenAI GPT-3.5
  • ChatPDF: ChatGPT + Enterprise data with Azure OpenAI
  • Chat with Scanned Documents: A demo chatting with documents scanned with Dynamic Web TWAIN.
  • snowChat ❄️: Chat with you're snowflake database
  • Airtable-QnA: 🌟 a question-answering tool for your Airtable content
  • WingmanAI: tool for interacting with real-time transcription of both system and microphone audio
  • TutorGPT: Dynamic few-shot metaprompting for the task of tutoring.
  • Cheshire Cat: Custom AGI boT with ready-to-use chat integration and plugins development platform.
  • Got Chaat Bot: Repo for creating GoT Chatbots (ex: talk with Tyrion Lannister)
  • Dialoqbase: web application that allows you to create custom chatbots with your own knowledge base
  • CSV-AI 🧠: CSV-AI is the ultimate app powered by LangChain that allows you to unlock hidden insights in your CSV files.
  • MindGeniusAI: Auto generate MindMap with ChatGPT
  • Robby-Chatbot: AI chatbot 🤖 for chat with CSV, PDF, TXT files 📄 and YTB videos 🎥 | using LangChain🦜 | OpenAI | Streamlit .
  • AI Chatbot: A full-featured, hackable Next.js AI chatbot built by Vercel Labs
  • Instrukt: A fully-fledged AI environment in the terminal. Build, test and instruct agents.
  • OpenChat: LLMs custom-chatbots console .
  • Twitter Agent: Scrape tweets, summarize them and chat with them in an interactive terminal.
  • GPT Migrate: Easily migrate your codebase from one framework or language to another.
  • Code Interpreter API: About Open source implementation of the ChatGPT Code Interpreter
  • Recommender: Create captivating email marketing campaigns tailored to your business needs
  • Autonomous HR Chatbot An autonomous HR agent that can answer user queries using tools
  • Lobe Chat An open-source, extensible (Function Calling), high-performance chatbot framework
  • Funcchain: write prompts, pythonic
  • PersonalityChatbot: LangChain chatbot for chat with personality using LangChain🦜 | LangSmith | MongoDB.

Learn

Notebooks

Videos Playlists