Best AI tools for< Text Embeddings >

StartKit.AI is a boilerplate code for AI products that helps users build their AI startups 100x faster. It includes pre-built REST API routes for all common AI functionality, a pre-configured Pinecone for text embeddings and Retrieval-Augmented Generation (RAG) for chat endpoints, and five React demo apps to help users get started quickly. StartKit.AI also provides a license key and magic link authentication, user & API limit management, and full documentation for all its code. Additionally, users get access to guides to help them get set up and one year of updates.

Stable Diffusion is an AI art generation tool that allows users to create high-quality images from text descriptions. It offers a user-friendly platform for both beginners and experts to explore AI art creation without deep technical knowledge. The tool excels in producing complex, detailed, and customizable images, making it ideal for artists, designers, and anyone looking to integrate AI into their creative process. Stable Diffusion provides unprecedented creative freedom through features like image generation, inpainting, outpainting, and text-guided image-to-image translation.

Exa is a search engine that uses embeddings-based search to retrieve the best content on the web. It is trusted by companies and developers from all over the world. Exa is like Google, but it is better at understanding the meaning of your queries and returning results that are more relevant to your needs. Exa can be used for a variety of tasks, including finding information on the web, conducting research, and building AI applications.

Twelve Labs is a cutting-edge AI tool that specializes in multimodal video understanding, allowing users to bring human-like video comprehension to any application. The tool enables users to search, generate, and embed video content with state-of-the-art accuracy and scalability. With the ability to handle vast video libraries and provide rich video embeddings, Twelve Labs is a game-changer in the field of video analysis and content creation.

BOMML offers a Smart AI Assistant that can be used for a variety of tasks, including searching the web, writing articles, answering questions, and more. The assistant is easy to use and can be integrated into applications via a simple API or web interface. BOMML also offers AI APIs that can be used to add AI capabilities to applications. These APIs are fast, secure, and easy to use. BOMML's AI models are trained on a variety of data and can be used for a variety of tasks, including text generation, conversational chats, embeddings, controlling, analyzing, optical character recognition, and more.

HappyAccidents is an AI-powered art generation tool that makes it easy to create stunning images from text prompts. With HappyAccidents, you can generate images from any open-source model, train your own embeddings, and use powerful features like inpainting and upscaling. HappyAccidents is perfect for artists, designers, and anyone who wants to create beautiful images without the hassle of learning complex AI models.

Text Generator is an AI-powered text generation tool that provides users with accurate, fast, and flexible text generation capabilities. With its advanced large neural networks, Text Generator offers a cost-effective solution for various text-related tasks. The tool's intuitive 'prompt engineering' feature allows users to guide text creation by providing keywords and natural questions, making it adaptable for tasks such as classification and sentiment analysis. Text Generator ensures industry-leading security by never storing personal information on its servers. The tool's continuous training ensures that its AI remains up-to-date with the latest events. Additionally, Text Generator offers a range of features including speech-to-text API, text-to-speech API, and code generation, supporting multiple spoken languages and programming languages. With its one-line migration from OpenAI's text generation hub and a shared embedding for multiple spoken languages, images, and code, Text Generator empowers users with powerful search, fingerprinting, tracking, and classification capabilities.

Voice Embed is an AI tool that allows users to convert any text into audio using AI technology. Users can easily embed the generated audio into their websites, making the content more engaging and interactive. Voice Embed provides a one-click solution to create and share audio from articles, with free cloud storage for all generated audio files. The tool simplifies the process of adding audio to blogs and websites, offering a user-friendly experience for content creators.

ImageBind by Meta AI is a groundbreaking AI tool that revolutionizes the way data from different modalities is processed. It introduces a new approach to 'link' AI across various senses by recognizing relationships between images, video, audio, text, depth, thermal, and IMUs. ImageBind's multimodal AI capabilities enable machines to analyze diverse forms of information simultaneously, without explicit supervision. It offers a single embedding space to bind multiple sensory inputs together, enhancing recognition performance and supporting zero-shot and few-shot recognition tasks. The tool upgrades existing AI models to accommodate input from any of the six modalities, facilitating audio-based search, cross-modal search, multimodal arithmetic, and cross-modal generation.

This website provides a free text-to-speech converter tool that utilizes Microsoft's AI speech library to synthesize realistic-sounding speech from text. It offers customizable voice options, fine-tuned speech controls, and multilingual support with over 330 neural network voices across 129 languages. The tool is accessible on various browsers, including Chrome, Firefox, and Edge, and can be used for a range of applications, such as text readers and voice-enabled assistants.

Text-To-Speech OpenAI is a professional AI voice generator that allows users to convert text into natural-sounding speech. With advanced AI technology, it offers a wide range of voices, languages, and customization options to create realistic and engaging audio content. Whether you need to create voiceovers for videos, podcasts, e-learning courses, or any other project, Text-To-Speech OpenAI provides a powerful and user-friendly solution.

This is a free online tool that converts Text into an image or pdf that appears handwritten. This is the best Text to Handwriting converter available, and the best part is you can also upload your handwriting font file as well. Creating handwritten assignments is super easy with this utility, and you can download your handwritten assignment in pdf or image.

AI Text Prompt Generator is an online tool that utilizes artificial intelligence to generate text prompts for various purposes. Users can input specific parameters and receive creative and engaging text suggestions. The tool is designed to assist writers, content creators, and anyone looking for inspiration in their writing projects. With its user-friendly interface and advanced AI algorithms, the AI Text Prompt Generator aims to streamline the brainstorming process and enhance creativity.

Text to Speech Online is a free AI tool that offers unlimited text-to-speech conversion with over 409 realistic voices and 129 languages & dialects. Users can convert text to speech in seconds without the need to log in or sign up. The tool supports multiple languages and accents, including standard voices and AI voices, and offers flexible pricing models. Users can enjoy a full set of SSML features, create natural-sounding speech, download audio in MP3 or WAV formats, and share results on various platforms. Text to Speech Online is a versatile tool that can be used for various purposes, including providing audio cues for visually impaired users, assisting in education, creating audio versions of books, and developing virtual assistants.

The website offers a free online text summarizer powered by AI, designed to condense lengthy texts efficiently. It caters to professionals, students, and researchers who need to extract key details from documents. The tool utilizes advanced AI algorithms to provide users with essential information quickly, enhancing learning and productivity. Users can easily summarize text by pasting it into the tool, generating clear and concise summaries for research or quick information retrieval. The AI-enhanced tool aims to improve efficiency in processing large volumes of text.

Sound of Text is a free online text-to-speech converter that uses AI technology to convert written text into spoken words. It supports over 840 different voices in more than 135 languages, and allows users to download the resulting audio files in a variety of formats. Sound of Text is easy to use and can be used for a variety of purposes, such as creating audiobooks, podcasts, and presentations.

The website offers a captivating suite of AI-powered chatbot apps designed to enrich knowledge and spark curiosity. Users can chat with a wide range of Biblical figures, historical figures, famous authors, poets, playwrights, and philosophers from around the world. The apps are available for Apple, Android, Mac, and PC devices. The AI technology allows users to have conversations with these figures, providing a unique and engaging experience for users interested in history, literature, and spirituality.

Text Enhancer is a free online AI-powered tool that helps users enhance and improve their writing. It offers a range of features, including text enhancement, rewriting, and advanced paraphrasing capabilities. The tool is designed to be user-friendly and provides quick and efficient assistance to refine and elevate the quality of writing. Text Enhancer is ideal for students, professionals, and everyday writers who want to improve the clarity, eliminate redundancy, and ensure their writing is impactful and engaging.

Text-GPT-p5 is a text to p5.js generative editor powered by GPT-4o-mini. It allows users to input text prompts and generate p5.js code for various visual effects and animations. Users can create animations such as Conway's Game of Life, 2D flocking animation, 3D forms, radial lines, gravity balls, bouncing balls, color noise, static effects, and zen ripples. The tool provides a quick and easy way to experiment with creative coding and visual art using natural language prompts.

Text.Theater is an AI-powered Discord bot that simulates scenes from TV shows based on custom prompts. Users can request completely new scenes from their favorite TV shows, and the bot uses advanced language generation technology to create dialogue between the main characters, providing a unique and innovative experience for Discord users.

Text Embeddings Inference (TEI) is a toolkit for deploying and serving open source text embeddings and sequence classification models. TEI enables high-performance extraction for popular models like FlagEmbedding, Ember, GTE, and E5. It implements features such as no model graph compilation step, Metal support for local execution on Macs, small docker images with fast boot times, token-based dynamic batching, optimized transformers code for inference using Flash Attention, Candle, and cuBLASLt, Safetensors weight loading, and production-ready features like distributed tracing with Open Telemetry and Prometheus metrics.

Infinity is a high-throughput, low-latency REST API for serving vector embeddings, supporting all sentence-transformer models and frameworks. It is developed under the MIT License and powers inference behind Gradient.ai. The API allows users to deploy models from SentenceTransformers, offers fast inference backends utilizing various accelerators, dynamic batching for efficient processing, correct and tested implementation, and easy-to-use API built on FastAPI with Swagger documentation. Users can embed text, rerank documents, and perform text classification tasks using the tool. Infinity supports various models from Huggingface and provides flexibility in deployment via CLI, Docker, Python API, and cloud services like dstack. The tool is suitable for tasks like embedding, reranking, and text classification.

Azure Functions OpenAI Extension is a project that adds support for OpenAI LLM (GPT-3.5-turbo, GPT-4) bindings in Azure Functions. It provides NuGet packages for various functionalities like text completions, chat completions, assistants, embeddings generators, and semantic search. The project requires .NET 6 SDK or greater, Azure Functions Core Tools v4.x, and specific settings in Azure Function or local settings for development. It offers features like text completions, chat completion, assistants with custom skills, embeddings generators for text relatedness, and semantic search using vector databases. The project also includes examples in C# and Python for different functionalities.

AI is an open-source Swift framework for interfacing with generative AI. It provides functionalities for text completions, image-to-text vision, function calling, DALLE-3 image generation, audio transcription and generation, and text embeddings. The framework supports multiple AI models from providers like OpenAI, Anthropic, Mistral, Groq, and ElevenLabs. Users can easily integrate AI capabilities into their Swift projects using AI framework.

pg_vectorize is a Postgres extension that automates text to embeddings transformation, enabling vector search and LLM applications with minimal function calls. It integrates with popular LLMs, provides workflows for vector search and RAG, and automates Postgres triggers for updating embeddings. The tool is part of the VectorDB Stack on Tembo Cloud, offering high-level APIs for easy initialization and search.

WARC-GPT is an experimental retrieval augmented generation pipeline for web archive collections. It allows users to interact with WARC files, extract text, generate text embeddings, visualize embeddings, and interact with a web UI and API. The tool is highly customizable, supporting various LLMs, providers, and embedding models. Users can configure the application using environment variables, ingest WARC files, start the server, and interact with the web UI and API to search for content and generate text completions. WARC-GPT is designed for exploration and experimentation in exploring web archives using AI.

CLIPPyX is a powerful system-wide image search and management tool that offers versatile search options to find images based on their content, text, and visual similarity. With advanced features, users can effortlessly locate desired images across their entire computer's disk(s), regardless of their location or file names. The tool utilizes OpenAI's CLIP for image embeddings and text-based search, along with OCR for extracting text from images. It also employs Voidtools Everything SDK to list paths of all images on the system. CLIPPyX server receives search queries and queries collections of image embeddings and text embeddings to return relevant images.

Chaindesk is a no-code platform that allows users to easily set up a semantic search system for personal data without technical knowledge. It supports loading data from various sources such as raw text, web pages, files (Word, Excel, PowerPoint, PDF, Markdown, Plain Text), and upcoming support for web sites, Notion, and Airtable. The platform offers a user-friendly interface for managing datastores, querying data via a secure API endpoint, and auto-generating ChatGPT Plugins for each datastore. Chaindesk utilizes a Vector Database (Qdrant), Openai's text-embedding-ada-002 for embeddings, and has a chunk size of 1024 tokens. The technology stack includes Next.js, Joy UI, LangchainJS, PostgreSQL, Prisma, and Qdrant, inspired by the ChatGPT Retrieval Plugin.

The AI Workshop repository provides a comprehensive guide to utilizing OpenAI's APIs, including Chat Completion, Embedding, and Assistant APIs. It offers hands-on demonstrations and code examples to help users understand the capabilities of these APIs. The workshop covers topics such as creating interactive chatbots, performing semantic search using text embeddings, and building custom assistants with specific data and context. Users can enhance their understanding of AI applications in education, research, and other domains through practical examples and usage notes.

This repository, Awesome-LLM-RAG, aims to record advanced papers on Retrieval Augmented Generation (RAG) in Large Language Models (LLMs). It serves as a resource hub for researchers interested in promoting their work related to LLM RAG by updating paper information through pull requests. The repository covers various topics such as workshops, tutorials, papers, surveys, benchmarks, retrieval-enhanced LLMs, RAG instruction tuning, RAG in-context learning, RAG embeddings, RAG simulators, RAG search, RAG long-text and memory, RAG evaluation, RAG optimization, and RAG applications.

LeapfrogAI is a self-hosted AI platform designed to be deployed in air-gapped resource-constrained environments. It brings sophisticated AI solutions to these environments by hosting all the necessary components of an AI stack, including vector databases, model backends, API, and UI. LeapfrogAI's API closely matches that of OpenAI, allowing tools built for OpenAI/ChatGPT to function seamlessly with a LeapfrogAI backend. It provides several backends for various use cases, including llama-cpp-python, whisper, text-embeddings, and vllm. LeapfrogAI leverages Chainguard's apko to harden base python images, ensuring the latest supported Python versions are used by the other components of the stack. The LeapfrogAI SDK provides a standard set of protobuffs and python utilities for implementing backends and gRPC. LeapfrogAI offers UI options for common use-cases like chat, summarization, and transcription. It can be deployed and run locally via UDS and Kubernetes, built out using Zarf packages. LeapfrogAI is supported by a community of users and contributors, including Defense Unicorns, Beast Code, Chainguard, Exovera, Hypergiant, Pulze, SOSi, United States Navy, United States Air Force, and United States Space Force.

Contoso Chat is a Python sample demonstrating how to build, evaluate, and deploy a retail copilot application with Azure AI Studio using Promptflow with Prompty assets. The sample implements a Retrieval Augmented Generation approach to answer customer queries based on the company's product catalog and customer purchase history. It utilizes Azure AI Search, Azure Cosmos DB, Azure OpenAI, text-embeddings-ada-002, and GPT models for vectorizing user queries, AI-assisted evaluation, and generating chat responses. By exploring this sample, users can learn to build a retail copilot application, define prompts using Prompty, design, run & evaluate a copilot using Promptflow, provision and deploy the solution to Azure using the Azure Developer CLI, and understand Responsible AI practices for evaluation and content safety.

Practical LangChain tutorials for developing LLM applications, including prompt templates, output parsing, chatbots memory, chains, evaluating applications, building agents using LangChain & OpenAI API, retrieval augmented generation with LangChain, documents loading, splitting, vector database & text embeddings, information retrieval, answering questions from documents, chat with files, and introduction to Open AI function calling.

Model2Vec is a technique to turn any sentence transformer into a really small static model, reducing model size by 15x and making the models up to 500x faster, with a small drop in performance. It outperforms other static embedding models like GLoVe and BPEmb, is lightweight with only `numpy` as a major dependency, offers fast inference, dataset-free distillation, and is integrated into Sentence Transformers, txtai, and Chonkie. Model2Vec creates powerful models by passing a vocabulary through a sentence transformer model, reducing dimensionality using PCA, and weighting embeddings using zipf weighting. Users can distill their own models or use pre-trained models from the HuggingFace hub. Evaluation can be done using the provided evaluation package. Model2Vec is licensed under MIT.

AnglE is a library for training state-of-the-art BERT/LLM-based sentence embeddings with just a few lines of code. It also serves as a general sentence embedding inference framework, allowing for inferring a variety of transformer-based sentence embeddings. The library supports various loss functions such as AnglE loss, Contrastive loss, CoSENT loss, and Espresso loss. It provides backbones like BERT-based models, LLM-based models, and Bi-directional LLM-based models for training on single or multi-GPU setups. AnglE has achieved significant performance on various benchmarks and offers official pretrained models for both BERT-based and LLM-based models.

The 'llm' package for Emacs provides an interface for interacting with Large Language Models (LLMs). It abstracts functionality to a higher level, concealing API variations and ensuring compatibility with various LLMs. Users can set up providers like OpenAI, Gemini, Vertex, Claude, Ollama, GPT4All, and a fake client for testing. The package allows for chat interactions, embeddings, token counting, and function calling. It also offers advanced prompt creation and logging capabilities. Users can handle conversations, create prompts with placeholders, and contribute by creating providers.

LLM2Vec is a simple recipe to convert decoder-only LLMs into text encoders. It consists of 3 simple steps: 1) enabling bidirectional attention, 2) training with masked next token prediction, and 3) unsupervised contrastive learning. The model can be further fine-tuned to achieve state-of-the-art performance.

Stable Diffusion is a text-to-image AI model that can generate realistic images from a given text prompt. It is a powerful tool that can be used for a variety of creative and practical applications, such as generating concept art, creating illustrations, and designing products. Stable Diffusion is also a great tool for learning about AI and machine learning. This repository contains a collection of tutorials and resources on how to use Stable Diffusion.

ChatGPT is a large language model that can generate human-like text, translate languages, write different kinds of creative content, and answer your questions in a conversational way. It is trained on a massive amount of text data, and it is able to understand and respond to a wide range of natural language prompts. Here are 5 jobs suitable for this tool, in lowercase letters: 1. content writer 2. chatbot assistant 3. language translator 4. creative writer 5. researcher

JamAI Base is an open-source platform integrating SQLite and LanceDB databases with managed memory and RAG capabilities. It offers built-in LLM, vector embeddings, and reranker orchestration accessible through a spreadsheet-like UI and REST API. Users can transform static tables into dynamic entities, facilitate real-time interactions, manage structured data, and simplify chatbot development. The tool focuses on ease of use, scalability, flexibility, declarative paradigm, and innovative RAG techniques, making complex data operations accessible to users with varying technical expertise.

I guide on optimizing Korean sentences for embeddings.

I edit articles, improving clarity and respectfulness, maintaining your style.

Convert application descriptions to consumable DB schemas or create-table SQL statements

An editor that refines and enhances your writing.

I will take you for a ride in a custom text-based zombie game with survival, character development, and challenges.

Text your favorite pet, after answering 10 questions about their everyday lives!

Optional: Insert your character sheet and physical description. Or, use the suggested sheet below. // Note: You may have to remind this simulator to generate visuals by inserting "Please include a visual representation" at the end of your command/prompt."

Compares and reports differences in text files

Corrector in text's language with localized headings

A text-based hero vs. dragon adventure game.

A text and content creation AI.

AI powered sleuths solve crimes with synthetic precision. Let me entertain you with this interactive true crime mystery game, lovingly illustrated in the style of synthetic, AI-powered humanoid robots.

input text and outputs scrambled readable text

Justice hangs in the balance between good and evil. Let me entertain you with this interactive true crime mystery game, lovingly illustrated in the style of the angelic and demonic hosts of Renaissance paintings.

Protect your cute little timeline. Let me entertain you with this interactive repair-the-timeline game, lovingly illustrated in the style of ultra-cute little 3D kawaii dioramas.

📖 Political speeches for patterns and biases.

Solve a murder mystery in gothic leather. Let me entertain you with this interactive murder mystery game, lovingly illustrated in the style of evocative leather fashion photo shoots.

Transforms complex texts into simple, understandable language.

Text to Image .Expert in crafting Text prompts for Stability AI Image generation.

Expert in creating Midjourney-focused text-to-image prompts