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OtterTune was a database tuning service start-up founded by Carnegie Mellon University. Unfortunately, the company is no longer operational. The founder, DJ OT, is currently in prison for a parole violation. Despite its closure, OtterTune was known for its innovative approach to database tuning. The website now serves as a research archive and provides access to its GitHub repository.

The website theleap.co is a security service powered by Cloudflare to protect websites from online attacks. It helps in preventing unauthorized access and malicious activities by implementing security measures. Users may encounter blocks when triggering certain actions that are perceived as potential threats. The service offers protection against various online threats, such as SQL injections and data manipulation. Users can contact the site owner to resolve issues related to being blocked.

GPT Jump Start is a versatile solution designed to incorporate AI features into your projects. It functions in two ways: As an API, it can be integrated with custom projects or existing solutions like Zapier and Pabbly. As a WordPress plugin, it assists in generating high-quality, engaging, and relevant content based on provided prompts.

SingularityNET is a decentralized AI platform that offers funding opportunities for AI projects. It allows individuals and organizations to develop and monetize their AI services while keeping ownership of their models. The platform aims to build a global ecosystem of decentralized and beneficial AI services through community-driven programs and rewards. SingularityNET provides a space for project proposals, expert reviews, and grants to support the growth of AI projects aligned with the goal of building a Beneficial Artificial General Intelligence.

WithSpark.ai is a free AI-powered dating assistant that helps users start engaging conversations and create meaningful connections on dating apps. The tool uses advanced artificial intelligence to analyze user inputs and generate personalized conversation starters tailored to each user's interests and preferences. With Spark, users can easily spark genuine connections, boost their conversations, and engage effortlessly with personalized responses. The application empowers users to unleash their dating potential by providing witty replies, clever pick-up lines, captivating conversation starters, thoughtful messages, and more.

Resume Roaster is an AI-powered platform that offers expert feedback, professional resume writing services, and peer-to-peer reviews to help individuals create standout resumes tailored to match job descriptions and increase their chances of landing their dream job. The platform provides feedback from AI algorithms, seasoned resume professionals, and fellow job seekers, along with resume writing services for those who need a new resume or an overhaul of their current one. Users can customize their resumes for each job application using the AI tool, chat with AI to get tailored feedback, and earn points by providing feedback on other resumes.

Mentionlytics is an AI-powered web and social media monitoring tool that helps businesses track and analyze online conversations about their brand, competitors, and industry. With Mentionlytics, businesses can gain insights into their audience's behavior, identify trends, and make informed decisions to improve their marketing and communication strategies.

PostPulse is an AI-powered application designed to elevate the online presence and SEO performance of SaaS startups. It generates high-quality, SEO-optimized content and publishes it on premium domains to improve search engine rankings and drive organic traffic. With flexible subscription plans and features like auto-scheduling, PostPulse aims to help SaaS founders enhance their digital footprint effortlessly.

BotGPT is a 24/7 custom AI chatbot assistant for websites. It offers a data-driven ChatGPT that allows users to create virtual assistants from their own data. Users can easily upload files or crawl their website to start asking questions and deploy a custom chatbot on their website within minutes. The platform provides a simple and efficient way to enhance customer engagement through AI-powered chatbots.

Orbic AI is a premier AI listing directory that serves as the ultimate hub for developers, offering a wide range of AI tools, GPT stores, and AWS PartyRocks. With over 600,000 registered pages and counting, Orbic AI provides a platform for developers to discover and access cutting-edge AI technologies. The platform is designed to streamline the process of finding and utilizing AI tools, GPT stores, and applications, catering to the needs of developers across various domains. Built with NextGenAIKit, Orbic AI is a comprehensive resource for developers seeking innovative solutions in the AI space.

ChatNRA is an innovative platform dedicated to assisting non-US residents in various aspects of launching and managing a US company. Their comprehensive suite of services is designed to streamline the process of establishing a US business presence and navigating the complexities of the American market. They offer services such as LLC and INC formation, tax filing, annual compliance, bookkeeping, and beneficial ownership information. ChatNRA aims to simplify the process for individuals looking to start and manage a US-based business, providing expert guidance and support throughout the journey.

Lexy is an AI chatbot application designed to enhance customer service on websites. It integrates with Notion pages to provide instant, human-like answers to customer queries. Lexy can be set up in just 5 minutes, prioritizes data security, and can be trained on specific Notion pages. The application is free to create the first bot and send 30 messages per month, with options to upgrade for more power.

ROAST is an AI-powered dating profile review service that helps users optimize their profiles to get more matches. The service uses data-driven insights and expert advice to provide personalized feedback on users' photos, bios, and overall profile strategy. ROAST also offers a quiz that helps users identify their dating goals and provides tailored advice based on their answers.

The AI Therapy Call is an AI-driven mental health solution that offers accessible and affordable therapy services merged with life coaching. It provides immediate support through AI-driven empathy, personalized responses, and tailored guidance to improve mental well-being. The service is available 24/7, rooted in cutting-edge technology, and ensures privacy and confidentiality for users. Users can expect transformative experiences and continuous growth in their mental wellness journey.

Roic AI is an AI tool designed to provide users with essential financial data for analyzing companies. It offers comprehensive company summaries, 30+ years of financial statements, and earnings call transcripts in a single location. Users can access crucial information about popular companies like Apple Inc. and Microsoft Corporation through this platform.

TrendHub.ai is an AI-powered platform that offers tailored SEO solutions to boost inbound leads for top real estate agents. The platform combines advanced AI tools with industry-specific expertise to provide innovative strategies that drive tangible growth for real estate businesses. TrendHub.ai focuses on lead generation, website optimization, AI analytics, content marketing, local SEO, and conversion optimization to help real estate agents attract more clients and enhance their online presence.

TurboScribe.ai is an AI transcription tool that converts audio and video files into text with high accuracy and efficiency. It utilizes advanced AI algorithms to transcribe content quickly, making it ideal for professionals, students, and anyone needing transcription services. The tool ensures security by verifying user identity and connection before processing the transcription. TurboScribe.ai is powered by Cloudflare for enhanced performance and security.

BuildShip.com is a powerful AI Assistant Builder that allows users to create AI Assistant ChatBots in just 5 minutes. The platform enables users to connect to tools and databases without the need for any code, offering full flexibility with low-code options. Users can build AI Assistants using popular models like OpenAI, Claude 3, and Azure, and can easily ship their creations as APIs, chat widgets, workflow, or schedule jobs. The platform also provides secure integration with databases, the ability to generate custom action nodes, and seamless plugin chat widgets for websites. BuildShip.com simplifies the process of building AI Assistants and empowers users to bring their ideas to life effortlessly.

LiveChat is a complete customer service platform that delights your customers and fuels your sales. It offers a range of features to help businesses provide excellent customer support, including live chat, chatbots, and a knowledge base. LiveChat is trusted by over 37,000 companies worldwide and has a proven track record of helping businesses improve customer satisfaction, increase sales, and reduce support costs.

GlamGirls.ai is a website that allows users to generate AI-powered virtual girlfriends. Users can choose from a variety of different girlfriends, each with her own unique personality and appearance. GlamGirls.ai also offers a variety of features that allow users to interact with their girlfriends, such as chatting, sending gifts, and going on dates.

ChatGPT-Adapter is an interface service that integrates various free services together. It provides a unified interface specification and integrates services like Bing, Claude-2, Gemini. Users can start the service by running the linux-server script and set proxies if needed. The tool offers model lists for different adapters, completion dialogues, authorization methods for different services like Claude, Bing, Gemini, Coze, and Lmsys. Additionally, it provides a free drawing interface with options like coze.dall-e-3, sd.dall-e-3, xl.dall-e-3, pg.dall-e-3 based on user-provided Authorization keys. The tool also supports special flags for enhanced functionality.

The ovos-installer is a simple and multilingual tool designed to install Open Voice OS and HiveMind using Bash, Whiptail, and Ansible. It supports various Linux distributions and provides an automated installation process. Users can easily start and stop services, update their Open Voice OS instance, and uninstall the tool if needed. The installer also allows for non-interactive installation through scenario files. It offers a user-friendly way to set up Open Voice OS on different systems.

AgentCloud is an open-source platform that enables companies to build and deploy private LLM chat apps, empowering teams to securely interact with their data. It comprises three main components: Agent Backend, Webapp, and Vector Proxy. To run this project locally, clone the repository, install Docker, and start the services. The project is licensed under the GNU Affero General Public License, version 3 only. Contributions and feedback are welcome from the community.

WebLLM Chat is a private AI chat interface that combines WebLLM with a user-friendly design, leveraging WebGPU to run large language models natively in your browser. It offers browser-native AI experience with WebGPU acceleration, guaranteed privacy as all data processing happens locally, offline accessibility, user-friendly interface with markdown support, and open-source customization. The project aims to democratize AI technology by making powerful tools accessible directly to end-users, enhancing the chatting experience and broadening the scope for deployment of self-hosted and customizable language models.

AI2Apps is a visual IDE for building LLM-based AI agent applications, enabling developers to efficiently create AI agents through drag-and-drop, with features like design-to-development for rapid prototyping, direct packaging of agents into apps, powerful debugging capabilities, enhanced user interaction, efficient team collaboration, flexible deployment, multilingual support, simplified product maintenance, and extensibility through plugins.

DB-GPT is a personal database administrator that can solve database problems by reading documents, using various tools, and writing analysis reports. It is currently undergoing an upgrade. **Features:** * **Online Demo:** * Import documents into the knowledge base * Utilize the knowledge base for well-founded Q&A and diagnosis analysis of abnormal alarms * Send feedbacks to refine the intermediate diagnosis results * Edit the diagnosis result * Browse all historical diagnosis results, used metrics, and detailed diagnosis processes * **Language Support:** * English (default) * Chinese (add "language: zh" in config.yaml) * **New Frontend:** * Knowledgebase + Chat Q&A + Diagnosis + Report Replay * **Extreme Speed Version for localized llms:** * 4-bit quantized LLM (reducing inference time by 1/3) * vllm for fast inference (qwen) * Tiny LLM * **Multi-path extraction of document knowledge:** * Vector database (ChromaDB) * RESTful Search Engine (Elasticsearch) * **Expert prompt generation using document knowledge** * **Upgrade the LLM-based diagnosis mechanism:** * Task Dispatching -> Concurrent Diagnosis -> Cross Review -> Report Generation * Synchronous Concurrency Mechanism during LLM inference * **Support monitoring and optimization tools in multiple levels:** * Monitoring metrics (Prometheus) * Flame graph in code level * Diagnosis knowledge retrieval (dbmind) * Logical query transformations (Calcite) * Index optimization algorithms (for PostgreSQL) * Physical operator hints (for PostgreSQL) * Backup and Point-in-time Recovery (Pigsty) * **Continuously updated papers and experimental reports** This project is constantly evolving with new features. Don't forget to star ⭐ and watch 👀 to stay up to date.

Trieve is an advanced relevance API for hybrid search, recommendations, and RAG. It offers a range of features including self-hosting, semantic dense vector search, typo tolerant full-text/neural search, sub-sentence highlighting, recommendations, convenient RAG API routes, the ability to bring your own models, hybrid search with cross-encoder re-ranking, recency biasing, tunable popularity-based ranking, filtering, duplicate detection, and grouping. Trieve is designed to be flexible and customizable, allowing users to tailor it to their specific needs. It is also easy to use, with a simple API and well-documented features.

RAG-GPT is a tool that allows users to quickly launch an intelligent customer service system with Flask, LLM, and RAG. It includes frontend, backend, and admin console components. The tool supports cloud-based and local LLMs, enables deployment of conversational service robots in minutes, integrates diverse knowledge bases, offers flexible configuration options, and features an attractive user interface.

RAG-GPT is a tool that allows users to quickly launch an intelligent customer service system with Flask, LLM, and RAG. It includes frontend, backend, and admin console components. The tool supports cloud-based and local LLMs, offers quick setup for conversational service robots, integrates diverse knowledge bases, provides flexible configuration options, and features an attractive user interface.

XLearning is a scheduling platform for big data and artificial intelligence, supporting various machine learning and deep learning frameworks. It runs on Hadoop Yarn and integrates frameworks like TensorFlow, MXNet, Caffe, Theano, PyTorch, Keras, XGBoost. XLearning offers scalability, compatibility, multiple deep learning framework support, unified data management based on HDFS, visualization display, and compatibility with code at native frameworks. It provides functions for data input/output strategies, container management, TensorBoard service, and resource usage metrics display. XLearning requires JDK >= 1.7 and Maven >= 3.3 for compilation, and deployment on CentOS 7.2 with Java >= 1.7 and Hadoop 2.6, 2.7, 2.8.

Rill Flow is a high-performance, scalable distributed workflow orchestration service that supports the execution of tens of millions of tasks per day with task execution latency less than 100ms. It is distributed and supports the orchestration and scheduling of heterogeneous distributed systems. Rill Flow is easy to use, supporting visual process orchestration and plug-in access. It is cloud native, allowing for cloud native container deployment and cloud native function orchestration. Additionally, Rill Flow supports rapid integration of LLM model services.

Apache Airavata is a software framework for executing and managing computational jobs on distributed computing resources. It supports local clusters, supercomputers, national grids, academic and commercial clouds. Airavata utilizes service-oriented computing, distributed messaging, and workflow composition. It includes a server package with an API, client SDKs, and a general-purpose UI implementation called Apache Airavata Django Portal.

BentoDiffusion is a BentoML example project that demonstrates how to serve and deploy diffusion models in the Stable Diffusion (SD) family. These models are specialized in generating and manipulating images based on text prompts. The project provides a guide on using SDXL Turbo as an example, along with instructions on prerequisites, installing dependencies, running the BentoML service, and deploying to BentoCloud. Users can interact with the deployed service using Swagger UI or other methods. Additionally, the project offers the option to choose from various diffusion models available in the repository for deployment.

**rtp-llm** is a Large Language Model (LLM) inference acceleration engine developed by Alibaba's Foundation Model Inference Team. It is widely used within Alibaba Group, supporting LLM service across multiple business units including Taobao, Tmall, Idlefish, Cainiao, Amap, Ele.me, AE, and Lazada. The rtp-llm project is a sub-project of the havenask.

BentoVLLM is an example project demonstrating how to serve and deploy open-source Large Language Models using vLLM, a high-throughput and memory-efficient inference engine. It provides a basis for advanced code customization, such as custom models, inference logic, or vLLM options. The project allows for simple LLM hosting with OpenAI compatible endpoints without the need to write any code. Users can interact with the server using Swagger UI or other methods, and the service can be deployed to BentoCloud for better management and scalability. Additionally, the repository includes integration examples for different LLM models and tools.

TigerGraph CoPilot is an AI assistant that combines graph databases and generative AI to enhance productivity across various business functions. It includes three core component services: InquiryAI for natural language assistance, SupportAI for knowledge Q&A, and QueryAI for GSQL code generation. Users can interact with CoPilot through a chat interface on TigerGraph Cloud and APIs. CoPilot requires LLM services for beta but will support TigerGraph's LLM in future releases. It aims to improve contextual relevance and accuracy of answers to natural-language questions by building knowledge graphs and using RAG. CoPilot is extensible and can be configured with different LLM providers, graph schemas, and LangChain tools.

Helicone is an open-source observability platform designed for Language Learning Models (LLMs). It logs requests to OpenAI in a user-friendly UI, offers caching, rate limits, and retries, tracks costs and latencies, provides a playground for iterating on prompts and chat conversations, supports collaboration, and will soon have APIs for feedback and evaluation. The platform is deployed on Cloudflare and consists of services like Web (NextJs), Worker (Cloudflare Workers), Jawn (Express), Supabase, and ClickHouse. Users can interact with Helicone locally by setting up the required services and environment variables. The platform encourages contributions and provides resources for learning, documentation, and integrations.

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.

SalesGPT is an open-source AI agent designed for sales, utilizing context-awareness and LLMs to work across various communication channels like voice, email, and texting. It aims to enhance sales conversations by understanding the stage of the conversation and providing tools like product knowledge base to reduce errors. The agent can autonomously generate payment links, handle objections, and close sales. It also offers features like automated email communication, meeting scheduling, and integration with various LLMs for customization. SalesGPT is optimized for low latency in voice channels and ensures human supervision where necessary. The tool provides enterprise-grade security and supports LangSmith tracing for monitoring and evaluation of intelligent agents built on LLM frameworks.

Dataherald is a natural language-to-SQL engine built for enterprise-level question answering over structured data. It allows you to set up an API from your database that can answer questions in plain English. You can use Dataherald to: * Allow business users to get insights from the data warehouse without going through a data analyst * Enable Q+A from your production DBs inside your SaaS application * Create a ChatGPT plug-in from your proprietary data

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