mirror of
https://github.com/The-Art-of-Hacking/h4cker.git
synced 2024-10-01 01:25:43 -04:00
.. | ||
rag_basic_example_with_chromadb.py | ||
rag_basic_example.py | ||
README.md |
LangChain Resources
This section includes several resources and examples of using LangChain.
Langchain Smith and Cookbook
- Langchain Smith: a unified developer platform for building, testing, and monitoring LLM applications.
- Chat Langchain: Ask me anything about LangChain's Python documentation!
- Langchain Cookbook
LangChain Framework
- LangChain: the original 🐍
- LangChain.js: the js brother ✨
- Concepts: Langchain concepts doc
- Twitter account: follow to get fresh updates
- Youtube Channel
- Discord: discussion
- Langchain Blog: The Official Langchain blog
- LangChainHub: collection of all artifacts useful for working with LangChain primitives such as prompts, chains and agents
- LangServe: LangServe helps developers deploy LangChain runnables and chains as a REST API.
Ports to other languages
List of non-official ports of LangChain to other languages.
- Langchain Go: Golang Langchain
- LangchainRb: Ruby Langchain
- BoxCars: Ruby gem, Building applications with composability using Boxcars with LLM's. Inspired by LangChain.
- LangTorch: Building composable LLM applications with Java / JVM. Inspired by LangChain.
- LangChain4j: LangChain for Java
- LangChainJSDotNet: Use the official LangChain.js library in .NET
- LangChainDart: Build powerful LLM-based Dart/Flutter applications.
Tools
Low-code
- 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
- Langchain Tutorials: overview and tutorial of the LangChain Library
- LangChain Chinese Getting Started Guide: Chinese LangChain Tutorial for Beginners
- Flan5 LLM: PDF QA using LangChain for chain of thought and multi-task instructions, Flan5 on HuggingFace
- LangChain Handbook: Pinecone / James Briggs' LangChain handbook
- Query the YouTube video transcripts: Query the YouTube video transcripts, returning timestamps as sources to legitimize the answers
- llm-lobbyist: Large Language Models as Corporate Lobbyists
- Langchain Semantic Search: Search and indexing your own Google Drive Files using GPT3, LangChain, and Python
- GPT Political Compass
- llm-grovers-search-party: Leveraging Qiskit, OpenAI and LangChain to demonstrate Grover's algorithm
- TextWorld ReAct Agent
- LangChain <> Wolfram Alpha
- BYO Knowledge Graph
- Large Language Models Course
Videos Playlists
- LangChain Series by Sam Witteveen
- LangChain Tutorials Playlist
- LangChain James Briggs' Playlist
- Greg Kamradt Playlist
Other LLM Frameworks
- Transformers Agents: Provides a natural language API on top of transformers
- LlamaIndex: provides a central interface to connect your LLM's with external data.
- Botpress: The building blocks for building chatbots
- Haystack: NLP framework to interact with your data using Transformer models and LLMs
- Semantic Kernel: Microsoft C# SDK to integrate cutting-edge LLM technology quickly and easily into your apps
- Promptify: Prompt Engineering | Use GPT or other prompt based models to get structured output.
- PromptSource: About Toolkit for creating, sharing and using natural language prompts.
- Agent-LLM: An Artificial Intelligence Automation Platform.
- LLM Agents: Build agents which are controlled by LLMs
- MiniChain: A tiny library for coding with large language models.
- Griptape: Python framework for AI workflows and pipelines with chain of thought reasoning, external tools, and memory.
- llm-chain: is a powerful rust crate for building chains in LLMs allowing you to summarise text and complete complex tasks.
- PromptFlow: Create executable flowcharts that link LLMs (Large Language Models), Prompts, Python functions, and conditional logic together.
- OpenLM: a drop-in OpenAI-compatible library that can call LLMs from any other hosted inference API. Also Typescript
- Dust: Design and Deploy Large Language Model Apps
- e2b: Open-source platform for building & deploying virtual developers’ agents
- SuperAGI: A dev-first open source autonomous AI agent framework.
- SmartGPT: A program that provides LLMs with the ability to complete complex tasks using plugins.
- TermGPT: Giving LLMs like GPT-4 the ability to plan and execute terminal commands
- ReLLM: Regular Expressions for Language Model Completions.
- OpenDAN: open source Personal AI OS , which consolidates various AI modules in one place for your personal use.
- OpenLLM: An open platform for operating large language models (LLMs) in production. Fine-tune, serve, deploy, and monitor any LLMs with ease using OpenLLM.
- FlagAI: FlagAI (Fast LArge-scale General AI models) is a fast, easy-to-use and extensible toolkit for large-scale model.
- AI.JSX: The AI Application Framework for Javascript
- Outlines: Generative Model Programming (Python)
- AI Utils: TypeScript-first library for building AI apps, chatbots, and agents.
- MetaGPT: The Multi-Agent Meta Programming Framework: Given one line Requirement, return PRD, Design, Tasks, Repo and CI
- Hyv: Probably the easiest way to use any AI Model in Node.js and create complex interactions with ease.
- Autochain: Build lightweight, extensible, and testable LLM Agents with AutoChain.
- TypeChat: TypeChat is a library that makes it easy to build natural language interfaces using types.
- Marvin: ✨ Build AI interfaces that spark joy
- LMQL: A programming language for large language models.
- LLMFlow: Simple, Explicit and Transparent LLM Apps
- Ax: A comprehensive AI framework for TypeScript
- TextAI: 💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows.
- AgentFlow: About Complex LLM Workflows from Simple JSON.
- Outlines: Fast and reliable neural text generation.
- SimpleAIChat: Python package for easily interfacing with chat apps, with robust features and minimal code complexity.
- LLFn: A light-weight framework for creating applications using LLMs
- LLMStack: No code platform for building LLM-powered applications with custom data.
- Lagent: A lightweight framework for building LLM-based agents
- Embedbase: The native Software 3.0 stack for building AI-powered applications.
- Rivet: An IDE for creating complex AI agents and prompt chaining, and embedding it in your application.
- Promptfoo: Test your prompts. Evaluate and compare LLM outputs, catch regressions, and improve prompt quality.
- RestGPT: An LLM-based autonomous agent controlling real-world applications via RESTful APIs
- LangStream: Framework for building and running event-driven LLM applications using no-code and Python (including LangChain-based) agents.
- Magentic: Seamlessly integrate LLMs as Python functions
- Autogen: Enable Next-Gen Large Language Model Applications.
- AgentVerse Provides a flexible framework that simplifies the process of building custom multi-agent environments for LLMs
- Flappy: Production-Ready LLM Agent SDK for Every Developer ![Github Repo stars]
- MemGPT: Teaching LLMs memory management for unbounded context