Best AI tools for< Customize Rag System >

Langflow is a low-code app builder for RAG and multi-agent AI applications. It is Python-based and agnostic to any model, API, or database. Langflow offers a visual IDE for building and testing workflows, multi-agent orchestration, free cloud service, observability features, and ecosystem integrations. Users can customize workflows using Python and publish them as APIs or export as Python applications.

FlexClip is a powerful yet easy-to-use online video editing tool. With its extensive templates and resources, you can easily create high-quality videos for personal or business purposes without any learning curve.

SnapSite is an AI-powered website service that allows users to customize their website effortlessly. With its flat-rate all-in-one solution, there's no need for design, development, or marketing expertise. Users can simply send their request in natural language and SnapSite will deliver a stunning, highly functional website tailored to their specific needs.

My Hacker News is an AI-powered platform that offers a personalized daily dose of Hacker News through a customized newsletter. The platform utilizes AI algorithms, including Claude3.5 Sonnet and GPT-4o, to semantically index HN stories and comments daily, finding new stories matching users' interests and reranking them. Users receive a tailored newsletter directly in their inbox, saving time and keeping them informed. The platform allows users to shape their digest and offers a free digest email service without the need for sign up.

ChartAI is an AI tool that allows users to customize bar charts from screenshots. Users can upload their chart images, and ChartAI's visual recognition technology extracts the data to recreate the chart. Users can adjust the style, add or remove data, and change the chart type effortlessly. The tool simplifies the process of creating charts and provides quick updates based on user requests.

OffRobe is a powerful NSFW AI image generator and editor that allows users to create and edit realistic and high-quality NSFW images with ease. The platform is designed with strong privacy and security measures to ensure that users' activities and data remain confidential. OffRobe's AI models offer a high level of customization, enabling users to bring their unique fantasies to life. With its user-friendly interface and advanced features, OffRobe is the perfect tool for anyone looking to explore the world of NSFW AI art.

Oda Moodboard is an AI-powered tool that allows users to create mood boards for their home decor. With Oda Moodboard, users can choose their style and color preferences, and the AI will generate a mood board with matching images. Users can also upload their own photos to create a mood board. Oda Moodboard is a great way to get inspiration for your home decor, and it can help you to create a cohesive look for your home.

VERSA is a text-based adventure game that allows users to choose their own adventure and customize their companion. Users can choose from a variety of settings, including sci-fi, wild-west, horror, drama, war, university, or fantasy. They can also choose a male, female, or non-binary companion to be their friend, romance, or enemy. VERSA is designed to push the limits of what's possible with a 1-gem model, while keeping it as entertaining as possible.

Quick QR Art is a free QR Code AI Art Generator that allows users to create, customize, and track stunning QR Codes Art. With Quick QR Art, users can easily generate QR Codes Art that are fully customizable, dynamic, and trackable. Quick QR Art also offers a comprehensive suite of link management tools, making it easy to manage and track all of your links in one place. Whether you're looking to create QR Codes Art for marketing, branding, or personal use, Quick QR Art has you covered.

Greetsapp is an online platform that allows users to create and send personalized ecards for various occasions. It uses AI-powered writing tools to suggest the perfect words and phrases for each message, making it easy for users to create heartfelt and meaningful greetings. With Greetsapp, users can select from dozens of styles and generate a completely original work of art in seconds. They can also customize their greetings with their own images and messages. Greetsapp's ecards can be delivered via text or email within moments, making it a convenient way to stay connected with loved ones no matter the distance.

AI Song Generator is an AI-powered platform that simplifies the process of creating, customizing, and sharing unique songs. Users can define song parameters, generate music using AI capabilities, personalize tracks, and download/share their creations. The tool offers features like text-to-song conversion, lyrics generation, cover creation, voice cloning, and more. With a wide range of genres and moods available, users can easily create royalty-free music for various projects. AI Song Generator is designed to be user-friendly, accessible to all, and provides a seamless music creation experience.

Snowpixel is a powerful AI-powered tool that allows users to create stunning images, videos, music, and more from just text. With Snowpixel, you can bring your imagination to life with ease. Whether you're a creative professional, a marketer, or simply someone who loves to express themselves, Snowpixel has something to offer you. With its user-friendly interface and wide range of features, Snowpixel makes it easy to create high-quality content that will captivate your audience.

AIPage.dev is an AI-powered landing page generator that simplifies web development by utilizing cutting-edge AI technology. It allows users to create stunning landing pages with just a single prompt, eliminating the need for hours of coding and designing. The platform offers features like AI-driven design, intuitive editing interface, seamless cloud deployment, rapid development, effortless blog post creation, unlimited hosting for blog posts, lead collection, and seamless integration with leading providers. AIPage.dev aims to transform ideas into reality and empower users to showcase their projects and products effectively.

HeadshotBooth.ai is a professional AI tool that offers AI-generated headshots in just a few hours, eliminating the need for in-person photoshoots. It provides a cost-effective and time-saving solution for social media, resumes, and professional portfolios. The application uses advanced AI technology to create high-quality headshots with various clothing, backgrounds, and poses to choose from, catering to professionals worldwide.

Poly.AI Chatbot is an AI-powered chatbot application that enables users to engage in deeper and discreet conversations with a next-generation AI. The platform is free to use and accessible online, offering a seamless and interactive chat experience for users seeking intelligent virtual assistance.

TuneFlow is an intelligent music-making platform powered by AI. It provides users with a wide range of tools and features to create, edit, and share their music. TuneFlow is designed to be easy to use, even for beginners, and it offers a variety of features that make it a powerful tool for professional musicians as well.

Teletyped is an AI tool designed to enhance the user experience of ChatGPT and other chat applications. It offers a better user interface, full-text search functionality across all chats, the ability to save chats, and automatic deletion of temporary chats. Users can customize the color themes, switch between different models mid-chat, and edit model responses. Teletyped also provides features like model regeneration, editing mode for models, and subscription-based model credits.

Lunabot is an AI assistant that simplifies your work on any webpage as a chatbot sider, anywhere. No API key or ChatGPT account is required. Lunabot offers a web app, browser extensions, mobile app, desktop app, and Telegram bot. It supports GPT-4, allows you to create custom shortcuts, and offers multiple themes. Lunabot is budget-friendly and offers better features than ChatGPT at a lower cost.

The website is a marketplace for editable animated 3D assets, offering high-quality animated mockups, 3D icons, characters, and illustrations that can be edited directly in the web browser. Users can create their own realistic device and branding mockups, customize animated 3D elements, and enhance their projects with 3D elements. The platform provides a variety of tools and resources for designers and creators to improve their visual content and presentations.

Chat Data is an AI application that allows users to create custom chatbots using their own data sources. Users can easily build and integrate chatbots with their websites or other platforms, personalize the chatbot's interface, and access advanced features like human support escalation and product updates synchronization. The platform offers HIPAA-compliant medical chat models and ensures data privacy by retaining conversation data exclusively within the user's browser. With Chat Data, users can enhance customer interactions, gather insights, and streamline communication processes.

The UltraRAG framework is a researcher and developer-friendly RAG system solution that simplifies the process from data construction to model fine-tuning in domain adaptation. It introduces an automated knowledge adaptation technology system, supporting no-code programming, one-click synthesis and fine-tuning, multidimensional evaluation, and research-friendly exploration work integration. The architecture consists of Frontend, Service, and Backend components, offering flexibility in customization and optimization. Performance evaluation in the legal field shows improved results compared to VanillaRAG, with specific metrics provided. The repository is licensed under Apache-2.0 and encourages citation for support.

Renumics RAG is a retrieval-augmented generation assistant demo that utilizes LangChain and Streamlit. It provides a tool for indexing documents and answering questions based on the indexed data. Users can explore and visualize RAG data, configure OpenAI and Hugging Face models, and interactively explore questions and document snippets. The tool supports GPU and CPU setups, offers a command-line interface for retrieving and answering questions, and includes a web application for easy access. It also allows users to customize retrieval settings, embeddings models, and database creation. Renumics RAG is designed to enhance the question-answering process by leveraging indexed documents and providing detailed answers with sources.

Cognita is an open-source framework to organize your RAG codebase along with a frontend to play around with different RAG customizations. It provides a simple way to organize your codebase so that it becomes easy to test it locally while also being able to deploy it in a production ready environment. The key issues that arise while productionizing RAG system from a Jupyter Notebook are: 1. **Chunking and Embedding Job** : The chunking and embedding code usually needs to be abstracted out and deployed as a job. Sometimes the job will need to run on a schedule or be trigerred via an event to keep the data updated. 2. **Query Service** : The code that generates the answer from the query needs to be wrapped up in a api server like FastAPI and should be deployed as a service. This service should be able to handle multiple queries at the same time and also autoscale with higher traffic. 3. **LLM / Embedding Model Deployment** : Often times, if we are using open-source models, we load the model in the Jupyter notebook. This will need to be hosted as a separate service in production and model will need to be called as an API. 4. **Vector DB deployment** : Most testing happens on vector DBs in memory or on disk. However, in production, the DBs need to be deployed in a more scalable and reliable way. Cognita makes it really easy to customize and experiment everything about a RAG system and still be able to deploy it in a good way. It also ships with a UI that makes it easier to try out different RAG configurations and see the results in real time. You can use it locally or with/without using any Truefoundry components. However, using Truefoundry components makes it easier to test different models and deploy the system in a scalable way. Cognita allows you to host multiple RAG systems using one app. ### Advantages of using Cognita are: 1. A central reusable repository of parsers, loaders, embedders and retrievers. 2. Ability for non-technical users to play with UI - Upload documents and perform QnA using modules built by the development team. 3. Fully API driven - which allows integration with other systems. > If you use Cognita with Truefoundry AI Gateway, you can get logging, metrics and feedback mechanism for your user queries. ### Features: 1. Support for multiple document retrievers that use `Similarity Search`, `Query Decompostion`, `Document Reranking`, etc 2. Support for SOTA OpenSource embeddings and reranking from `mixedbread-ai` 3. Support for using LLMs using `Ollama` 4. Support for incremental indexing that ingests entire documents in batches (reduces compute burden), keeps track of already indexed documents and prevents re-indexing of those docs.

Awesome-LLM-RAG-Application is a repository that provides resources and information about applications based on Large Language Models (LLM) with Retrieval-Augmented Generation (RAG) pattern. It includes a survey paper, GitHub repo, and guides on advanced RAG techniques. The repository covers various aspects of RAG, including academic papers, evaluation benchmarks, downstream tasks, tools, and technologies. It also explores different frameworks, preprocessing tools, routing mechanisms, evaluation frameworks, embeddings, security guardrails, prompting tools, SQL enhancements, LLM deployment, observability tools, and more. The repository aims to offer comprehensive knowledge on RAG for readers interested in exploring and implementing LLM-based systems and products.

pyLLMSearch is an advanced RAG system that offers a convenient question-answering system with a simple YAML-based configuration. It enables interaction with multiple collections of local documents, with improvements in document parsing, hybrid search, chat history, deep linking, re-ranking, customizable embeddings, and more. The package is designed to work with custom Large Language Models (LLMs) from OpenAI or installed locally. It supports various document formats, incremental embedding updates, dense and sparse embeddings, multiple embedding models, 'Retrieve and Re-rank' strategy, HyDE (Hypothetical Document Embeddings), multi-querying, chat history, and interaction with embedded documents using different models. It also offers simple CLI and web interfaces, deep linking, offline response saving, and an experimental API.

R2R (RAG to Riches) is a fast and efficient framework for serving high-quality Retrieval-Augmented Generation (RAG) to end users. The framework is designed with customizable pipelines and a feature-rich FastAPI implementation, enabling developers to quickly deploy and scale RAG-based applications. R2R was conceived to bridge the gap between local LLM experimentation and scalable production solutions. **R2R is to LangChain/LlamaIndex what NextJS is to React**. A JavaScript client for R2R deployments can be found here. ### Key Features * **🚀 Deploy** : Instantly launch production-ready RAG pipelines with streaming capabilities. * **🧩 Customize** : Tailor your pipeline with intuitive configuration files. * **🔌 Extend** : Enhance your pipeline with custom code integrations. * **⚖️ Autoscale** : Scale your pipeline effortlessly in the cloud using SciPhi. * **🤖 OSS** : Benefit from a framework developed by the open-source community, designed to simplify RAG deployment.

Kernel Memory (KM) is a multi-modal AI Service specialized in the efficient indexing of datasets through custom continuous data hybrid pipelines, with support for Retrieval Augmented Generation (RAG), synthetic memory, prompt engineering, and custom semantic memory processing. KM is available as a Web Service, as a Docker container, a Plugin for ChatGPT/Copilot/Semantic Kernel, and as a .NET library for embedded applications. Utilizing advanced embeddings and LLMs, the system enables Natural Language querying for obtaining answers from the indexed data, complete with citations and links to the original sources. Designed for seamless integration as a Plugin with Semantic Kernel, Microsoft Copilot and ChatGPT, Kernel Memory enhances data-driven features in applications built for most popular AI platforms.

Reader is a tool that converts any URL to an LLM-friendly input with a simple prefix `https://r.jina.ai/`. It improves the output for your agent and RAG systems at no cost. Reader supports image reading, captioning all images at the specified URL and adding `Image [idx]: [caption]` as an alt tag. This enables downstream LLMs to interact with the images in reasoning, summarizing, etc. Reader offers a streaming mode, useful when the standard mode provides an incomplete result. In streaming mode, Reader waits a bit longer until the page is fully rendered, providing more complete information. Reader also supports a JSON mode, which contains three fields: `url`, `title`, and `content`. Reader is backed by Jina AI and licensed under Apache-2.0.

PocketGroq is a tool that provides advanced functionalities for text generation, web scraping, web search, and AI response evaluation. It includes features like an Autonomous Agent for answering questions, web crawling and scraping capabilities, enhanced web search functionality, and flexible integration with Ollama server. Users can customize the agent's behavior, evaluate responses using AI, and utilize various methods for text generation, conversation management, and Chain of Thought reasoning. The tool offers comprehensive methods for different tasks, such as initializing RAG, error handling, and tool management. PocketGroq is designed to enhance development processes and enable the creation of AI-powered applications with ease.

ERAG is an advanced system that combines lexical, semantic, text, and knowledge graph searches with conversation context to provide accurate and contextually relevant responses. This tool processes various document types, creates embeddings, builds knowledge graphs, and uses this information to answer user queries intelligently. It includes modules for interacting with web content, GitHub repositories, and performing exploratory data analysis using various language models.

Dir-assistant is a tool that allows users to interact with their current directory's files using local or API Language Models (LLMs). It supports various platforms and provides API support for major LLM APIs. Users can configure and customize their local LLMs and API LLMs using the tool. Dir-assistant also supports model downloads and configurations for efficient usage. It is designed to enhance file interaction and retrieval using advanced language models.

LLM for Unity enables seamless integration of Large Language Models (LLMs) within the Unity engine, allowing users to create intelligent characters for immersive player interactions. The tool supports major LLM models, runs locally without internet access, offers fast inference on CPU and GPU, and is easy to set up with a single line of code. It is free for both personal and commercial use, tested on Unity 2021 LTS, 2022 LTS, and 2023. Users can build multiple AI characters efficiently, use remote servers for processing, and customize model settings for text generation.

MindsDB is a platform for customizing AI from enterprise data. You can create, serve, and fine-tune models in real-time from your database, vector store, and application data. MindsDB "enhances" SQL syntax with AI capabilities to make it accessible for developers worldwide. With MindsDB’s nearly 200 integrations, any developer can create AI customized for their purpose, faster and more securely. Their AI systems will constantly improve themselves — using companies’ own data, in real-time.

TaskingAI brings Firebase's simplicity to **AI-native app development**. The platform enables the creation of GPTs-like multi-tenant applications using a wide range of LLMs from various providers. It features distinct, modular functions such as Inference, Retrieval, Assistant, and Tool, seamlessly integrated to enhance the development process. TaskingAI’s cohesive design ensures an efficient, intelligent, and user-friendly experience in AI application development.

The AI Enablement Stack is a curated collection of venture-backed companies, tools, and technologies that enable developers to build, deploy, and manage AI applications. It provides a structured view of the AI development ecosystem across five key layers: Agent Consumer Layer, Observability and Governance Layer, Engineering Layer, Intelligence Layer, and Infrastructure Layer. Each layer focuses on specific aspects of AI development, from end-user interaction to model training and deployment. The stack aims to help developers find the right tools for building AI applications faster and more efficiently, assist engineering leaders in making informed decisions about AI infrastructure and tooling, and help organizations understand the AI development landscape to plan technology adoption.

CAMEL is an open-source library designed for the study of autonomous and communicative agents. We believe that studying these agents on a large scale offers valuable insights into their behaviors, capabilities, and potential risks. To facilitate research in this field, we implement and support various types of agents, tasks, prompts, models, and simulated environments.

This repository contains sample code demonstrating various use cases leveraging Amazon Bedrock and Generative AI. Each sample is a separate project with its own directory, and includes a basic Streamlit frontend to help users quickly set up a proof of concept.

Helps design and customize tattoos, recommends artists, and provides aftercare advice.

Create, Customize, and Track Stunning QR Codes Art with Our Free QR Code AI Art Generator. Seamlessly integrate these artistic codes into your marketing materials, packaging, and digital platforms.

I will help you develop, customize and launch your custom GPTs!

Executes tasks via short commands instantly, using a single seesion to customize commands.

Welcome to GAPP Store: Chat, create, customize—your all-in-one AI app universe

I generate themed video call backgrounds with a central focus.

Avatar customizer GPT

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Expert in sneaker customization, buying, collecting, and offering detailed advice on painting techniques and design inspiration

A virtual chef expert in customizing recipes, drink pairings, and cooking advice.

Adaptable Dead by Daylight expert, tailoring responses to player styles.

Adapts news tone for demographics

I create 3D doll head models from photos or descriptions.

Generates detailed orthopedic surgery cards using uploaded formats.

I create artistic EDM visuals and assist with video customization.

Customizes website project plans for various industries.

Guides in creating, customizing Airtable scripts with user-friendly explanations.

Create a QR code in 30 seconds + add a cool design effect or overlay it on top of any image. Free, no watermarks, no email required, and we don't store your messages/images.

Develops training programs, customizing content to fit corporate culture and objectives.

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