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Stepsize AI is an AI-powered reporting tool for software development teams. It analyzes issue tracker activity to generate automated weekly updates on team and project progress. Stepsize AI provides metrics with automatic commentary, project-level AI insights, and intelligent delivery risk surfacing. It offers tailored insights, complete visibility, and unified focus, helping teams stay aligned and make timely decisions.

Babble AI is a platform that allows users to create chatbots without writing any code. The platform provides a variety of features, including the ability to create personalized conversations, custom development, analytics and reporting, and real-time customer support. Babble AI is designed to help businesses improve their customer experience, generate leads, and accelerate sales.

StemRoller is an AI-powered application that allows users to create stems, instrumental, or acapella versions of any song. Users can simply type the name of a song into the search bar, and StemRoller will find the song online and split it into vocals, drums, bass, and other stems. Additionally, an instrumental track is created with all non-vocal stems mixed down into one track. StemRoller is free and open-source, utilizing Facebook's advanced AI and machine learning research project Demucs. Users can also donate to support the app and receive assistance on Discord for any issues or questions.

DigiCord is an AI-powered Discord bot that provides access to a wide range of large language models (LLMs) such as GPT-3.5, GPT-4, Claude, and more. It allows users to converse with AI, generate content, analyze images and data, and perform various tasks, all within the Discord server environment. DigiCord aims to democratize AI tools and technologies, making them more accessible, cost-efficient, and user-friendly for a diverse range of users, from students and digital artists to software engineers and entrepreneurs.

GitGab is a collaborative platform for developers to share code, collaborate on projects, and build software together. It provides a centralized space for version control, issue tracking, and code review, making it easier for teams to work together efficiently. With GitGab, developers can easily manage their codebase, track changes, and collaborate with team members in real-time. The platform supports integration with popular development tools and services, streamlining the development process and enhancing productivity.

The website displays a '404: NOT_FOUND' error message indicating that the deployment cannot be found. The error code is 'DEPLOYMENT_NOT_FOUND' with an ID of 'sin1::llkll-1726766020379-aede70059d09'. Users are directed to refer to the documentation for further information and troubleshooting.

Avatarcraft.ai is a website that appears to be experiencing a connection issue at the moment. The error code 522 indicates a timeout between Cloudflare's network and the origin web server, resulting in the web page not being displayed. Users are advised to wait a few minutes and try again. If the issue persists, the website owner should contact their hosting provider for assistance. The error may be due to server resource constraints. Cloudflare provides performance and security services for websites.

Automi is an AI-powered platform that helps businesses automate their customer service and support operations. It uses natural language processing (NLP) and machine learning (ML) to understand customer queries and provide relevant answers. Automi also offers a range of features to help businesses manage their customer interactions, including a knowledge base, ticketing system, and live chat.

DropChat is a no-code platform that allows users to create chatbots trained on their own data, including PDFs, YouTube videos, and websites. The platform combines key technologies like GPT-4, embedding models, and a vector database to provide users with a user-friendly environment for building and deploying chatbots. DropChat's chatbots can be used for a variety of purposes, including customer support, information access, learning and education, healthcare assistance, e-commerce, feedback collection, and internal business operations.

DropChat is a no-code platform that allows users to create chatbots trained on their own data, including PDFs, YouTube videos, and websites. The platform combines key technologies like GPT-4, embedding models, and a vector database to provide users with a user-friendly environment for building and deploying chatbots. DropChat's chatbots can be used for a wide range of purposes, including customer support, information access, learning and education, healthcare assistance, e-commerce, feedback collection, and internal business operations.

FluidSEO is an AI-infused Webflow SEO application that helps users fix SEO problems efficiently. It offers features such as smart alt text generation, schema creation, bulk updates, and smart descriptions. The application streamlines the process of adding metadata and ensuring alt text for images, saving users time and effort. With FluidSEO, users can implement best practice SEO in Webflow with confidence, improve their site's ranking on Google, and simplify on-page SEO tasks. The application is designed to be user-friendly, making it suitable for Webflow designers, SEO managers, content marketers, and beginners.

meyer.id is a website that currently displays a 502 Bad Gateway error. The error message indicates that the web server reported a bad gateway error, and advises the user to try again in a few minutes. The website seems to be experiencing technical difficulties and is being protected by Cloudflare for performance and security reasons.

Help.center is a customer support knowledge base powered by AI that empowers businesses to reduce support tickets significantly and help more customers faster. It offers AI chatbot and knowledge base features to enable self-service for customers, manage customer conversations efficiently, and improve customer satisfaction rates. The application is designed to provide 24x7 support, multilingual assistance, and automatic learning capabilities. Help.center is trusted by over 500 companies and offers a user-friendly interface for easy integration into product ecosystems.

The website displays a 404 error message indicating that the deployment cannot be found. It provides a code (DEPLOYMENT_NOT_FOUND) and an ID (sin1::tszrz-1723627812794-26f3e29ebbda). Users are directed to refer to the documentation for further information and troubleshooting.

AI Sound Copilot Optimizer is an AI application designed to help users create sound effects for videos and games quickly and easily. By leveraging advanced AI technology, users can upload their videos or game descriptions to generate instant, customized sound effects. The application offers a user-friendly interface for both video creators and game developers to enhance their content with high-quality audio effects. With a focus on convenience and efficiency, AI Sound Copilot Optimizer simplifies the process of sound design, making it accessible to a wide range of users.

NovaQore AI is an AI-powered platform that allows users to chat with unique AI characters. The platform is currently experiencing delays in AI responses due to high user engagement, but the team is actively working to resolve this issue and ensure a seamless experience for users.

Omni Engage is a powerful omnichannel communications software designed to help businesses create meaningful and personalized interactions with their customers. It allows businesses to connect with their audience across multiple channels, including email, social media, and voice, and deliver a consistent and memorable experience for every customer. Omni Engage simplifies customer engagement with its Unified Inbox, which enables agents to handle requests from all channels seamlessly and efficiently. It also offers AI automation with Omni Automate, which streamlines customer interactions by automating routine inquiries and providing rapid response times. With its robust reporting and analytics capabilities, Omni Engage empowers supervisors to measure engagement and performance across all channels, identify areas for improvement, and drive success.

The website offers Full-Stack Cloud Observability services with a focus on Middleware. It provides comprehensive monitoring and analysis tools to ensure optimal performance and reliability of cloud-based applications. Users can gain insights into their middleware components and infrastructure to troubleshoot issues and improve overall system efficiency.

Molin AI is an advanced AI tool designed to revolutionize customer support in e-commerce. It offers a wide range of features such as product recommendations, multilingual support, content creation, customer analytics, and business copilot assistance. Molin uses state-of-the-art AI technology to provide accurate and instant solutions to customer queries, generate product descriptions, and create marketing content in multiple languages. The tool is highly versatile, integrating seamlessly with various e-commerce platforms and websites. Molin aims to streamline support processes, increase sales, and enhance the overall customer experience.

Loudly is an AI-powered music generation tool that allows users to create, customize, and discover music for their creative projects. With Loudly, users can generate music from text, browse a library of pre-made songs, and customize music to fit their specific needs. Loudly's music is 100% royalty-free, making it easy for users to use in their projects without worrying about copyright issues.

anythingllm-docs is a documentation repository for the AnythingLLM project. It contains detailed guides, setup instructions, and information on features and legal aspects of the project. The repository structure is organized into public, pages, components, and configuration files. Users can contribute by creating issues and pull requests following specific guidelines. The project is licensed under the MIT License and has been migrated to NextJS with the help of @ShadowArcanist.

Tegon is an open-source AI-First issue tracking tool designed for engineering teams. It aims to simplify task management by leveraging AI and integrations to automate task creation, prioritize tasks, and enhance bug resolution. Tegon offers features like issues tracking, automatic title generation, AI-generated labels and assignees, custom views, and upcoming features like sprints and task prioritization. It integrates with GitHub, Slack, and Sentry to streamline issue tracking processes. Tegon also plans to introduce AI Agents like PR Agent and Bug Agent to enhance product management and bug resolution. Contributions are welcome, and the product is licensed under the MIT License.

Obsei is an open-source, low-code, AI powered automation tool that consists of an Observer to collect unstructured data from various sources, an Analyzer to analyze the collected data with various AI tasks, and an Informer to send analyzed data to various destinations. The tool is suitable for scheduled jobs or serverless applications as all Observers can store their state in databases. Obsei is still in alpha stage, so caution is advised when using it in production. The tool can be used for social listening, alerting/notification, automatic customer issue creation, extraction of deeper insights from feedbacks, market research, dataset creation for various AI tasks, and more based on creativity.

Pezzo is a fully cloud-native and open-source LLMOps platform that allows users to observe and monitor AI operations, troubleshoot issues, save costs and latency, collaborate, manage prompts, and deliver AI changes instantly. It supports various clients for prompt management, observability, and caching. Users can run the full Pezzo stack locally using Docker Compose, with prerequisites including Node.js 18+, Docker, and a GraphQL Language Feature Support VSCode Extension. Contributions are welcome, and the source code is available under the Apache 2.0 License.

Cube is a semantic layer for building data applications, helping data engineers and application developers access data from modern data stores, organize it into consistent definitions, and deliver it to every application. It works with SQL-enabled data sources, providing sub-second latency and high concurrency for API requests. Cube addresses SQL code organization, performance, and access control issues in data applications, enabling efficient data modeling, access control, and performance optimizations for various tools like embedded analytics, dashboarding, reporting, and data notebooks.

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.

Run your own AI cluster at home with everyday devices. Exo is experimental software that unifies existing devices into a powerful GPU, supporting wide model compatibility, dynamic model partitioning, automatic device discovery, ChatGPT-compatible API, and device equality. It does not use a master-worker architecture, allowing devices to connect peer-to-peer. Exo supports different partitioning strategies like ring memory weighted partitioning. Installation is recommended from source. Documentation includes example usage on multiple MacOS devices and information on inference engines and networking modules. Known issues include the iOS implementation lagging behind Python.

LiveKit Agents for Node.js is a framework designed for building realtime, programmable voice agents that can see, hear, and understand. It includes support for OpenAI Realtime API, allowing for ultra-low latency WebRTC transport between GPT-4o and users' devices. The framework provides concepts like Agents, Workers, and Plugins to create complex tasks. It offers a CLI interface for running agents and a versatile web frontend called 'playground' for building and testing agents. The framework is suitable for developers looking to create conversational voice agents with advanced capabilities.

DocsGPT is an open-source documentation assistant powered by GPT models. It simplifies the process of searching for information in project documentation by allowing developers to ask questions and receive accurate answers. With DocsGPT, users can say goodbye to manual searches and quickly find the information they need. The tool aims to revolutionize project documentation experiences and offers features like live previews, Discord community, guides, and contribution opportunities. It consists of a Flask app, Chrome extension, similarity search index creation script, and a frontend built with Vite and React. Users can quickly get started with DocsGPT by following the provided setup instructions and can contribute to its development by following the guidelines in the CONTRIBUTING.md file. The project follows a Code of Conduct to ensure a harassment-free community environment for all participants. DocsGPT is licensed under MIT and is built with LangChain.

This repository provides a Docker image that acts as an AirPrint bridge for local printers, allowing them to be exposed to iOS/macOS devices. It runs a container with CUPS and Avahi to facilitate this functionality. Users must have CUPS drivers available for their printers. The tool requires a Linux host and a dedicated IP for the container to avoid interference with other services. It supports setting up printers through environment variables and offers options for automated configuration via command line, web interface, or files. The repository includes detailed instructions on setting up and testing the AirPrint bridge.

The 'Generative AI' repository provides a C# library for interacting with Google's Generative AI models, specifically the Gemini models. It allows users to access and integrate the Gemini API into .NET applications, supporting functionalities such as listing available models, generating content, creating tuned models, working with large files, starting chat sessions, and more. The repository also includes helper classes and enums for Gemini API aspects. Authentication methods include API key, OAuth, and various authentication modes for Google AI and Vertex AI. The package offers features for both Google AI Studio and Google Cloud Vertex AI, with detailed instructions on installation, usage, and troubleshooting.

The Artificial Intelligence Incident Database (AIID) is a collection of incidents involving the development and use of artificial intelligence (AI). The database is designed to help researchers, policymakers, and the public understand the potential risks and benefits of AI, and to inform the development of policies and practices to mitigate the risks and promote the benefits of AI. The AIID is a collaborative project involving researchers from the University of California, Berkeley, the University of Washington, and the University of Toronto.

EvalKit is an open-source TypeScript library for evaluating and improving the performance of large language models (LLMs). It helps developers ensure the reliability, accuracy, and trustworthiness of their AI models. The library provides various metrics such as Bias Detection, Coherence, Faithfulness, Hallucination, Intent Detection, and Semantic Similarity. EvalKit is designed to be user-friendly with detailed documentation, tutorials, and recipes for different use cases and LLM providers. It requires Node.js 18+ and an OpenAI API Key for installation and usage. Contributions from the community are welcome under the Apache 2.0 License.

Devon is an open-source pair programmer tool designed to facilitate collaborative coding sessions. It provides features such as multi-file editing, codebase exploration, test writing, bug fixing, and architecture exploration. The tool supports Anthropic, OpenAI, and Groq APIs, with plans to add more models in the future. Devon is community-driven, with ongoing development goals including multi-model support, plugin system for tool builders, self-hostable Electron app, and setting SOTA on SWE-bench Lite. Users can contribute to the project by developing core functionality, conducting research on agent performance, providing feedback, and testing the tool.

AnythingLLM is a full-stack application that enables you to turn any document, resource, or piece of content into context that any LLM can use as references during chatting. This application allows you to pick and choose which LLM or Vector Database you want to use as well as supporting multi-user management and permissions.

Qlib is an open-source, AI-oriented quantitative investment platform that supports diverse machine learning modeling paradigms, including supervised learning, market dynamics modeling, and reinforcement learning. It covers the entire chain of quantitative investment, from alpha seeking to order execution. The platform empowers researchers to explore ideas and implement productions using AI technologies in quantitative investment. Qlib collaboratively solves key challenges in quantitative investment by releasing state-of-the-art research works in various paradigms. It provides a full ML pipeline for data processing, model training, and back-testing, enabling users to perform tasks such as forecasting market patterns, adapting to market dynamics, and modeling continuous investment decisions.

Spark NLP is a state-of-the-art Natural Language Processing library built on top of Apache Spark. It provides simple, performant, and accurate NLP annotations for machine learning pipelines that scale easily in a distributed environment. Spark NLP comes with 36000+ pretrained pipelines and models in more than 200+ languages. It offers tasks such as Tokenization, Word Segmentation, Part-of-Speech Tagging, Named Entity Recognition, Dependency Parsing, Spell Checking, Text Classification, Sentiment Analysis, Token Classification, Machine Translation, Summarization, Question Answering, Table Question Answering, Text Generation, Image Classification, Image to Text (captioning), Automatic Speech Recognition, Zero-Shot Learning, and many more NLP tasks. Spark NLP is the only open-source NLP library in production that offers state-of-the-art transformers such as BERT, CamemBERT, ALBERT, ELECTRA, XLNet, DistilBERT, RoBERTa, DeBERTa, XLM-RoBERTa, Longformer, ELMO, Universal Sentence Encoder, Llama-2, M2M100, BART, Instructor, E5, Google T5, MarianMT, OpenAI GPT2, Vision Transformers (ViT), OpenAI Whisper, and many more not only to Python and R, but also to JVM ecosystem (Java, Scala, and Kotlin) at scale by extending Apache Spark natively.

Dream Textures is a tool integrated into Blender that allows users to create textures, concept art, background assets, and more using simple text prompts. It offers features like seamless texture creation, texture projection for entire scenes, restyling animations, and running models on the user's machine for faster iteration. The tool supports CUDA and Apple Silicon GPUs, with over 4GB of VRAM recommended. Users can troubleshoot issues by checking Blender's system console or seeking help from the community on Discord.

LangChain is an amazing framework to get LLM projects done in a matter of no time, and the ecosystem is growing fast. Here is an attempt to keep track of the initiatives around LangChain. Subscribe to the newsletter to stay informed about the Awesome LangChain. We send a couple of emails per month about the articles, videos, projects, and tools that grabbed our attention Contributions welcome. Add links through pull requests or create an issue to start a discussion. Please read the contribution guidelines before contributing.

AgentStack is a command-line tool that helps users create AI agent projects quickly and efficiently. It offers CLI utilities for code generation and simplifies the process of building agents and tasks. The tool is designed to work on macOS, Windows, and Linux, providing a seamless experience for developers. AgentStack aims to streamline the development process by offering pre-built templates, easy access to tools, and a curated experience on top of popular agent frameworks and LLM providers. It is not a low-code solution but rather a head-start for starting agent projects from scratch.

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