Best AI tools for< Increase Coverage >

Tusk is an AI-powered tool designed to generate unit and integration tests with codebase context to catch edge cases that engineers might miss. It helps increase feature coverage, suggests test cases based on codebase and documentation, and integrates seamlessly into GitHub and CI/CD pipelines. Tusk offers a user-centric interface design, personalization features, integration with third-party APIs, and scalable architecture for high performance. It aims to build a testing culture that goes beyond mere test coverage, providing targeted suggestions to prevent bugs before deployment.

QA Wolf is an AI-native service that delivers 80% automated end-to-end test coverage for web and mobile apps in weeks, not years. It automates hundreds of tests using Playwright code for web and Appium for mobile, providing reliable test results on every run. With features like 100% parallel run infrastructure, zero flake guarantee, and unlimited test runs, QA Wolf aims to help software teams ship better software faster by taking QA completely off their plate.

GitStart is an AI-powered platform that offers Elastic Engineering Capacity by assigning tickets and delivering high-quality production code. It leverages AI agents and a global developer community to increase engineering capacity without hiring more staff. GitStart is supported by top tech leaders and provides solutions for bugs, tech debt, frontend and backend development. The platform aims to empower developers, create economic opportunities, and grow the world's future software talent.

Kaizan is an all-in-one AI platform that helps businesses measure client sentiment, increase client coverage, and optimize productivity. It uses AI to analyze client communication and identify the root causes affecting clients from renewing and scaling. Kaizan also provides AI-generated client development plans that help businesses close more deals and increase revenue.

testRigor is an AI-based test automation tool that allows users to create and execute test cases using plain English instructions. It leverages generative AI in software testing to automate test creation and maintenance, offering features such as no code/codeless testing, web, mobile, and desktop testing, Salesforce automation, and accessibility testing. With testRigor, users can achieve test coverage faster and with minimal maintenance, enabling organizations to reallocate QA engineers to build API tests and increase test coverage significantly. The tool is designed to simplify test automation, reduce QA headaches, and improve productivity by streamlining the testing process.

EntBot.ai is an AI-powered chatbot builder designed for websites, catering to enterprise applications by offering product guides and developer documentations. It provides exceptional response quality with over 95% accuracy in practice. The chatbot can reduce client wait times, achieve higher customer satisfaction, and offer 24/7 service coverage with fewer support staff. EntBot.ai empowers users to sell or assist customers, supports multilingual interactions, and integrates seamlessly with messaging apps and websites. It offers no-code integration capabilities with platforms like Discord and Slack, making it a versatile tool for businesses.

Howler is an AI-powered PR tool designed to help users get more press coverage for their projects or businesses. By leveraging artificial intelligence technology, Howler assists in crafting compelling press releases, identifying relevant media outlets, and optimizing outreach strategies. With Howler, users can streamline their PR efforts, increase visibility, and attract media attention more effectively. The tool aims to simplify the PR process and empower users to achieve greater success in gaining press coverage.

Docify AI is an AI-assisted code comment and documentation tool designed to help software developers improve code quality, save time, and increase productivity. It offers features such as automated documentation generation, comment translation, inline comments, and code coverage analysis. The tool supports multiple programming languages and provides a user-friendly interface for efficient code documentation. Docify AI is built on proprietary AI models, ensuring data privacy and high performance for professional developers.

Diffblue Cover is an autonomous AI-powered unit test writing tool for Java development teams. It uses next-generation autonomous AI to automate unit testing, freeing up developers to focus on more creative work. Diffblue Cover can write a complete and correct Java unit test every 2 seconds, and it is directly integrated into CI pipelines, unlike AI-powered code suggestions that require developers to check the code for bugs. Diffblue Cover is trusted by the world's leading organizations, including Goldman Sachs, and has been proven to improve quality, lower developer effort, help with code understanding, reduce risk, and increase deployment frequency.

The Trend Video Idea Generator is an AI-powered tool designed to help users create engaging video ideas for social media platforms. By leveraging daily trends and AI technology, the tool assists users in generating unique and trending video concepts. Users can access the platform to spark creativity, enhance their social media presence, and stay up-to-date with the latest trends in the digital landscape. The tool aims to streamline the video ideation process and provide users with valuable insights to optimize their content strategy.

Persado is a leading provider of Generative AI (GenAI) solutions for marketing and customer engagement. Its Motivation AI platform leverages advanced AI, deep learning models, and a vast knowledge base of marketing communications to generate personalized language that motivates customers to engage and act. Persado's AI-powered solutions have been proven to drive significant revenue growth and conversion rate improvements for its customers across various industries, including retail, financial services, travel, and telecommunications.

Growth Suite is an AI-powered buying intention targeting and smart discounts app for Shopify stores. It helps businesses understand each visitor's buying intention in real-time and offer them irresistible deals when their interest peaks. The app seamlessly integrates with Shopify stores, offering a native-like experience that enhances brand image while boosting conversions.

Whatmore is an AI-powered video commerce platform that helps e-commerce stores create engaging and shoppable videos to increase conversion rates. With Whatmore, you can easily create short videos in seconds, transform product images into videos, and add music and trending effects to your videos. You can also use Whatmore to import videos from Instagram and TikTok, and add shoppable tags to your videos to make them interactive. Whatmore offers a variety of features to help you create and share your videos, including a drag-and-drop video editor, a library of pre-made video templates, and a built-in video player. Whatmore also provides detailed analytics to help you track the performance of your videos and see how they are impacting your sales.

Sale Whale is an AI-powered sales rep chatbot that helps businesses increase their sales and deliver success. Our chatbots are designed to handle customer inquiries, provide personalized recommendations, and close sales – all in real-time. We also offer a customer support bot that can help ensure clients understand how to use your product or service, so they can get the most out of it and stay around longer.

Brain.fm is a website that offers scientifically proven music to increase focus and productivity. The music is designed to blend into the background and stimulate the brain with gentle rhythmic pulses that support sustained attention. Brain.fm's music is not binaural beats, but rather an updated understanding of neuroscience and auditory processing to create a more effective and powerful solution.

GrowASO is an AI-driven App Store Optimization (ASO) platform that helps app developers and marketers increase their app downloads, revenue, and rankings. It offers a range of features including AI-powered app listing optimization, app icon experiments, keyword traffic and difficulty estimates, keyword rank tracking, and competitor analysis. GrowASO supports both iOS and Android apps and provides cross-platform optimization.

Plugger is an AI-powered graphic design assistant that automates various design tasks to help businesses create high-quality marketing materials, social media graphics, e-commerce photography, and more. With diverse capabilities and expertise in hundreds of styles, Plugger simplifies the design process and offers data-driven designs in seconds. It saves time, improves design quality, and enhances consistency, making it a valuable tool for marketing teams, startups, and e-commerce businesses.

Fountain is an AI-powered frontline workforce management platform that offers effortless hiring, efficient onboarding, easy HR compliance, simplified sourcing, and intelligent targeting solutions. It helps businesses streamline their hiring processes, increase retention rates, and optimize workforce experiences. Fountain's AI products enhance recruitment efficiency and deliver high volume hiring results through automated workflows and advanced AI-enabled tools. The platform also provides tailored features, early access to new products, and discounted pricing for users. With a focus on frontline hiring, Fountain collaborates with customers to develop new features and products regularly, ensuring a user-friendly experience for all.

Userpilot is a product growth platform that offers a comprehensive set of solutions to help product teams activate more users, increase feature adoption, and drive expansion revenue. The platform includes features such as product analytics, user engagement tools, user feedback mechanisms, user onboarding solutions, churn prevention strategies, in-app support, and product launch capabilities. Userpilot aims to help companies improve their product growth by providing personalized user experiences and actionable insights based on user behavior.

Wizart is a comprehensive platform that provides AI-powered visualization solutions for businesses. It offers a range of tools and services to help companies create engaging and immersive product visualizations, including a visualizer, material cloud, and vision API. With Wizart, businesses can eliminate the imagination gap and increase customer engagement by providing high-quality product content, such as renders, videos, and interactive models.

FeedGen is an open-source tool that uses Google Cloud's state-of-the-art Large Language Models (LLMs) to improve product titles, generate more comprehensive descriptions, and fill missing attributes in product feeds. It helps merchants and advertisers surface and fix quality issues in their feeds using Generative AI in a simple and configurable way. The tool relies on GCP's Vertex AI API to provide both zero-shot and few-shot inference capabilities on GCP's foundational LLMs. With few-shot prompting, users can customize the model's responses towards their own data, achieving higher quality and more consistent output. FeedGen is an Apps Script based application that runs as an HTML sidebar in Google Sheets, allowing users to optimize their feeds with ease.

CodiumAI Cover Agent is a tool designed to help increase code coverage by automatically generating qualified tests to enhance existing test suites. It utilizes Generative AI to streamline development workflows and is part of a suite of utilities aimed at automating the creation of unit tests for software projects. The system includes components like Test Runner, Coverage Parser, Prompt Builder, and AI Caller to simplify and expedite the testing process, ensuring high-quality software development. Cover Agent can be run via a terminal and is planned to be integrated into popular CI platforms. The tool outputs debug files locally, such as generated_prompt.md, run.log, and test_results.html, providing detailed information on generated tests and their status. It supports multiple LLMs and allows users to specify the model to use for test generation.

Pythagora is an automated testing tool designed to generate unit tests using GPT-4. By running a single command, users can create tests for specific functions in their codebase. The tool leverages AST parsing to identify related functions and sends them to the Pythagora server for test generation. Pythagora primarily focuses on JavaScript code and supports Jest testing framework. Users can expand existing tests, increase code coverage, and find bugs efficiently. It is recommended to review the generated tests before committing them to the repository. Pythagora does not store user code on its servers but sends it to GPT and OpenAI for test generation.

This framework generates fuzz targets for real-world `C`/`C++` projects with various Large Language Models (LLM) and benchmarks them via the `OSS-Fuzz` platform. It manages to successfully leverage LLMs to generate valid fuzz targets (which generate non-zero coverage increase) for 160 C/C++ projects. The maximum line coverage increase is 29% from the existing human-written targets.

Proactive Agent is a project aimed at constructing a fully active agent that can anticipate user's requirements and offer assistance without explicit requests. It includes a data collection and generation pipeline, automatic evaluator, and training agent. The project provides datasets, evaluation scripts, and prompts to finetune LLM for proactive agent. Features include environment sensing, assistance annotation, dynamic data generation, and construction pipeline with a high F1 score on the test set. The project is intended for coding, writing, and daily life scenarios, distributed under Apache License 2.0.

Lightpanda Browser is an open-source headless browser designed for fast web automation, AI agents, LLM training, scraping, and testing. It features ultra-low memory footprint, exceptionally fast execution, and compatibility with Playwright and Puppeteer through CDP. Built for performance, Lightpanda offers Javascript execution, support for Web APIs, and is optimized for minimal memory usage. It is a modern solution for web scraping and automation tasks, providing a lightweight alternative to traditional browsers like Chrome.

ChatAFL is a protocol fuzzer guided by large language models (LLMs) that extracts machine-readable grammar for protocol mutation, increases message diversity, and breaks coverage plateaus. It integrates with ProfuzzBench for stateful fuzzing of network protocols, providing smooth integration. The artifact includes modified versions of AFLNet and ProfuzzBench, source code for ChatAFL with proposed strategies, and scripts for setup, execution, analysis, and cleanup. Users can analyze data, construct plots, examine LLM-generated grammars, enriched seeds, and state-stall responses, and reproduce results with downsized experiments. Customization options include modifying fuzzers, tuning parameters, adding new subjects, troubleshooting, and working on GPT-4. Limitations include interaction with OpenAI's Large Language Models and a hard limit of 150,000 tokens per minute.

Mutahunter is an open-source language-agnostic mutation testing tool maintained by CodeIntegrity. It leverages LLM models to inject context-aware faults into codebase, ensuring comprehensive testing. The tool aims to empower companies and developers to enhance test suites and improve software quality by verifying the effectiveness of test cases through creating mutants in the code and checking if the test cases can catch these changes. Mutahunter provides detailed reports on mutation coverage, killed mutants, and survived mutants, enabling users to identify potential weaknesses in their test suites.

Aio-pika is a wrapper around aiormq for asyncio and humans. It provides a completely asynchronous API, object-oriented API, transparent auto-reconnects with complete state recovery, Python 3.7+ compatibility, transparent publisher confirms support, transactions support, and complete type-hints coverage.

Witsy is a generative AI desktop application that supports various models like OpenAI, Ollama, Anthropic, MistralAI, Google, Groq, and Cerebras. It offers features such as chat completion, image generation, scratchpad for content creation, prompt anywhere functionality, AI commands for productivity, expert prompts for specialization, LLM plugins for additional functionalities, read aloud capabilities, chat with local files, transcription/dictation, Anthropic Computer Use support, local history of conversations, code formatting, image copy/download, and more. Users can interact with the application to generate content, boost productivity, and perform various AI-related tasks.

XMage is an open-source, cross-platform application that allows users to play the collectible card game Magic: The Gathering online against other players or computer opponents. It supports over 25,000 unique cards and more than 65,000 reprints from different editions, including custom sets like Star Wars. XMage supports single matches and tournaments with dozens of game modes, including duel, multiplayer, standard, modern, commander, pauper, oathbreaker, historic, freeform, and richman. It also features a deck editor, a player rating system, and support for special formats like Commander, Oathbreaker, Cube, Tiny Leaders, Super Standard, and Historic Standard.

Züs is a high-performance cloud on a fast blockchain offering privacy and configurable uptime. It uses erasure code to distribute data between data and parity servers, allowing flexibility for IT managers to design for security and uptime. Users can easily share encrypted data with business partners through a proxy key sharing protocol. The ecosystem includes apps like Blimp for cloud migration, Vult for personal cloud storage, and Chalk for NFT artists. Other apps include Bolt for secure wallet and staking, Atlus for blockchain explorer, and Chimney for network participation. The QoS protocol challenges providers based on response time, while the privacy protocol enables secure data sharing. Züs supports hybrid and multi-cloud architectures, allowing users to improve regulatory compliance and security requirements.

Cursor Lens is an open-source tool that acts as a proxy between Cursor and various AI providers, logging interactions and providing detailed analytics to help developers optimize their use of AI in their coding workflow. It supports multiple AI providers, captures and logs all requests, provides visual analytics on AI usage, allows users to set up and switch between different AI configurations, offers real-time monitoring of AI interactions, tracks token usage, estimates costs based on token usage and model pricing. Built with Next.js, React, PostgreSQL, Prisma ORM, Vercel AI SDK, Tailwind CSS, and shadcn/ui components.

The 'awesome-mobile-robotics' repository is a curated list of important content related to Mobile Robotics and AI. It includes resources such as courses, books, datasets, software and libraries, podcasts, conferences, journals, companies and jobs, laboratories and research groups, and miscellaneous resources. The repository covers a wide range of topics in the field of Mobile Robotics and AI, providing valuable information for enthusiasts, researchers, and professionals in the domain.

A curated list of Generative AI projects, tools, artworks, and models

Reinforcement Learning from AI Feedback (RLAIF) is a concept that describes a type of machine learning approach where **an AI agent learns by receiving feedback or guidance from another AI system**. This concept is closely related to the field of Reinforcement Learning (RL), which is a type of machine learning where an agent learns to make a sequence of decisions in an environment to maximize a cumulative reward. In traditional RL, an agent interacts with an environment and receives feedback in the form of rewards or penalties based on the actions it takes. It learns to improve its decision-making over time to achieve its goals. In the context of Reinforcement Learning from AI Feedback, the AI agent still aims to learn optimal behavior through interactions, but **the feedback comes from another AI system rather than from the environment or human evaluators**. This can be **particularly useful in situations where it may be challenging to define clear reward functions or when it is more efficient to use another AI system to provide guidance**. The feedback from the AI system can take various forms, such as: - **Demonstrations** : The AI system provides demonstrations of desired behavior, and the learning agent tries to imitate these demonstrations. - **Comparison Data** : The AI system ranks or compares different actions taken by the learning agent, helping it to understand which actions are better or worse. - **Reward Shaping** : The AI system provides additional reward signals to guide the learning agent's behavior, supplementing the rewards from the environment. This approach is often used in scenarios where the RL agent needs to learn from **limited human or expert feedback or when the reward signal from the environment is sparse or unclear**. It can also be used to **accelerate the learning process and make RL more sample-efficient**. Reinforcement Learning from AI Feedback is an area of ongoing research and has applications in various domains, including robotics, autonomous vehicles, and game playing, among others.

Redis Vector Library (RedisVL) is a Python client library for building AI applications on top of Redis. It provides a high-level interface for managing vector indexes, performing vector search, and integrating with popular embedding models and providers. RedisVL is designed to make it easy for developers to build and deploy AI applications that leverage the speed, flexibility, and reliability of Redis.

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