Best AI tools for< Iterate On Code >

Prototyper is an AI-powered tool that helps you create prototypes of your ideas quickly and easily. With Prototyper, you can describe your idea in simple text, and the AI will generate the code for you. You can then test your prototype and iterate on it until you're happy with the results.

Bifrost is an AI-powered tool that converts Figma designs into clean React code automatically. It eliminates the need to write frontend code from scratch, enabling users to create component sets, scale with finesse, and effortlessly iterate. The tool aims to revolutionize the design-to-code process, allowing engineers to focus on business-driving features and empowering designers to update screens seamlessly.

The ZAI is an AI application that offers a platform for generating code files and app structures with the help of artificial intelligence. It provides features such as app structure generation, multi-platform support, code optimization, and rapid prototyping. Users can quickly create functional app prototypes for testing and iteration. The application aims to enhance productivity and streamline the app development process by leveraging AI technology.

Wordware is an AI toolkit that empowers cross-functional teams to build reliable high-quality agents through rapid iteration. It combines the best aspects of software with the power of natural language, freeing users from traditional no-code tool constraints. With advanced technical capabilities, multiple LLM providers, one-click API deployment, and multimodal support, Wordware offers a seamless experience for AI app development and deployment.

FinetuneDB is an AI fine-tuning platform that allows users to easily create and manage datasets to fine-tune LLMs, evaluate outputs, and iterate on production data. It integrates with open-source and proprietary foundation models, and provides a collaborative editor for building datasets. FinetuneDB also offers a variety of features for evaluating model performance, including human and AI feedback, automated evaluations, and model metrics tracking.

Uizard is an AI-powered UI design tool that simplifies the process of creating user interfaces, wireframes, mockups, and prototypes. It offers a range of features that enable users to generate designs quickly and easily using AI technology. With Uizard, users can visualize and iterate on their design ideas in minutes, empowering product teams to bring their concepts to life effortlessly.

Visoid is an AI-powered architectural visualization tool that allows architects and industry professionals to create stunning visualizations in minutes. It offers a simple web-based application for fast rendering, enabling users to iterate on images, explore variations, and communicate concepts effectively. With Visoid, users can transform ideas into powerful renderings, elevate early concept phase communication, and visualize projects in different lighting or seasons. The tool is designed to save time, improve communication, and provide different license options to match users' needs.

Flair.ai is an AI-powered design tool that helps businesses create stunning product photoshoots in seconds. With Flair.ai, you can drag and drop to generate product shots, stage scenes digitally, mix and match products with templates, and build reusable templates at scale. Flair.ai also offers a range of features to help you iterate on designs fast, collaborate with team members, and scale your design with API.

Glue is a smarter work chat application that integrates AI to assist in conversations and collaboration. It offers focused, AI-assisted conversations, intelligent assistants in threads, and the ability to bring AI into work discussions. With powerful context understanding, Glue AI can provide feedback, iterate on ideas, and summarize information. The application is designed for teams to work together efficiently, with features like threads without channels, groups organization, and productivity-first integrations. Glue also caters to developers by providing a toolbox for app connections and upcoming features like public API and an app platform.

Modyfi is a design platform built for multidisciplinary designers. It allows users to design, generate, animate, and more without switching between apps. Modyfi combines creativity and productivity, offering world-class image editing, intuitive vector tooling, and AI-driven art direction in one package. It also features collaborative tools, making it easy to share progress and get feedback. With its ultimate flexibility, non-destructive editing, and lightning-fast browser-based platform, Modyfi empowers designers to explore and iterate on designs with unmatched freedom and capability.

Picture it is an AI art editor that gives you tools to create and iterate on AI Art. It's the best studio to let your creativity flow. With Picture it, you can choose from many Stable Diffusion flavors to generate images, inpaint missing or damaged areas of an image, outpaint to extend the boundaries of an image, and more. Picture it is also open-source, so anyone can contribute to make the editor more powerful and accessible to everyone over time.

Keplar is an AI-powered platform that provides unlimited customer access by delivering interactive models of target customers using influencer audiences and 1st-party data. It helps marketing teams iterate on creative assets, discover new markets, compare audiences, and save resources for bigger impact. Keplar offers a new way to unlock creative and audience insights faster, enabling teams to maintain velocity at scale.

Alpaca is a generative art tool that helps artists bring their ideas to life. It offers a variety of features to help artists create and iterate on their work, including controlled image generation, sketch to image rendering, and the ability to generate texture maps and expand scenes. Alpaca also offers a custom model that allows artists to create their own unique generative art.

Spiral is an AI-powered tool designed to automate 80% of repeat writing, thinking, and creative tasks. It allows users to create Spirals to accelerate any writing task by training it on examples to generate outputs in their desired voice and style. The tool includes a powerful Prompt Builder to help users work faster and smarter, transforming content into tweets, PRDs, proposals, summaries, and more. Spiral extracts patterns from text to deduce voice and style, enabling users to iterate on outputs until satisfied. Users can share Spirals with their team to maximize quality and streamline processes.

Vizcom is a design tool that allows users to transform sketches into renders and 3D models quickly and easily. With features like sketching, rendering, 3D modeling, visual communication, and customization, Vizcom empowers users to bring their design ideas to life with speed and precision. The tool offers a seamless workflow from sketch to render to 3D model, enabling users to iterate on their designs rapidly. Vizcom also provides cloud-native infrastructure for secure data protection and content ownership, ensuring peace of mind for users.

Layer AI is a powerful AI tool designed to empower game studios in creating professional in-game content, marketing materials, and live ops art at scale without limits. It leverages AI technology to generate production-ready assets, enhance creativity, and streamline the art creation process for game developers. With a focus on style-consistency and creativity at scale, Layer AI enables teams to unleash their imagination and iterate on assets efficiently. The tool is trusted by top game developers and offers features such as style-consistent asset generation, creative testing, powerful editing tools, and LiveOps optimization.

DataGems is an AI copilot for marketers, offering a personalized AI assistant to automate marketing tasks, optimize campaigns with AI, and provide real-time updates. The platform allows users to choose goals for optimization, leverage AI-generated personas, run data-driven ad campaigns, and iterate on marketing copy using a gamification-style interface. DataGems empowers marketers to stay ahead by uncovering valuable, data-driven opportunities consistently.

Adzviser is an AI-powered marketing data connector that seamlessly integrates with ChatGPT, Google Sheets, and Looker Studio. It offers an intuitive and cost-effective solution for analyzing cross-platform data, providing users with valuable insights to optimize their marketing strategies. Adzviser simplifies data extraction and analysis, making it accessible to users of all skill levels, without the need for technical expertise. The application is designed to enhance marketing analytics endeavors for businesses of all scales, from small in-house teams to large agencies managing multiple accounts.

Pezzo is an open-source platform that enables developers to build, test, monitor, and ship AI features quickly and efficiently. It provides a range of powerful features to streamline the workflow, including prompt management, observability, troubleshooting, and collaboration tools. With Pezzo, teams can deliver impactful AI features in sync and optimize for cost and performance.

Ardor is an AI tool that offers an all-in agentic software development lifecycle automation platform. It helps users build, deploy, and scale AI agents on the cloud efficiently and cost-effectively. With Ardor, users can start with a prompt, design AI agents visually, see their product get built, refine and iterate, and launch in minutes. The platform provides real-time collaboration features, simple pricing plans, and various tools like Ardor Copilot, AI Agent-Builder Canvas, Instant Build Messages, AI Debugger, Proactive Monitoring, Role-Based Access Control, and Single Sign-On.

Micro Agent is an AI tool designed to write and fix code for users by generating code that passes specified tests or matches design screenshots. It aims to streamline the code generation process by leveraging AI capabilities to iterate and improve code until desired outcomes are achieved. The tool focuses on test-driven development and provides interactive features for user feedback. Micro Agent is not intended to be a comprehensive development tool but rather a specialized agent for code generation and iteration.

GPTModels.nvim is a window-based AI plugin for Neovim that enhances workflow with AI LLMs. It provides two popup windows for chat and code editing, focusing on stability and user experience. The plugin supports OpenAI and Ollama, includes LSP diagnostics, file inclusion, background processing, request cancellation, selection inclusion, and filetype inclusion. Developed with stability in mind, the plugin offers a seamless user experience with various features to streamline AI integration in Neovim.

Skyvern automates browser-based workflows using LLMs and computer vision. It provides a simple API endpoint to fully automate manual workflows, replacing brittle or unreliable automation solutions. Traditional approaches to browser automations required writing custom scripts for websites, often relying on DOM parsing and XPath-based interactions which would break whenever the website layouts changed. Instead of only relying on code-defined XPath interactions, Skyvern adds computer vision and LLMs to the mix to parse items in the viewport in real-time, create a plan for interaction and interact with them. This approach gives us a few advantages: 1. Skyvern can operate on websites it’s never seen before, as it’s able to map visual elements to actions necessary to complete a workflow, without any customized code 2. Skyvern is resistant to website layout changes, as there are no pre-determined XPaths or other selectors our system is looking for while trying to navigate 3. Skyvern leverages LLMs to reason through interactions to ensure we can cover complex situations. Examples include: 1. If you wanted to get an auto insurance quote from Geico, the answer to a common question “Were you eligible to drive at 18?” could be inferred from the driver receiving their license at age 16 2. If you were doing competitor analysis, it’s understanding that an Arnold Palmer 22 oz can at 7/11 is almost definitely the same product as a 23 oz can at Gopuff (even though the sizes are slightly different, which could be a rounding error!) Want to see examples of Skyvern in action? Jump to #real-world-examples-of- skyvern

OpenAdapt is an open-source software adapter between Large Multimodal Models (LMMs) and traditional desktop and web Graphical User Interfaces (GUIs). It aims to automate repetitive GUI workflows by leveraging the power of LMMs. OpenAdapt records user input and screenshots, converts them into tokenized format, and generates synthetic input via transformer model completions. It also analyzes recordings to generate task trees and replay synthetic input to complete tasks. OpenAdapt is model agnostic and generates prompts automatically by learning from human demonstration, ensuring that agents are grounded in existing processes and mitigating hallucinations. It works with all types of desktop GUIs, including virtualized and web, and is open source under the MIT license.

wcgw is a shell and coding agent designed for Claude and Chatgpt. It provides full shell access with no restrictions, desktop control on Claude for screen capture and control, interactive command handling, large file editing, and REPL support. Users can use wcgw to create, execute, and iterate on tasks, such as solving problems with Python, finding code instances, setting up projects, creating web apps, editing large files, and running server commands. Additionally, wcgw supports computer use on Docker containers for desktop control. The tool can be extended with a VS Code extension for pasting context on Claude app and integrates with Chatgpt for custom GPT interactions.

AIConfig is a framework that makes it easy to build generative AI applications for production. It manages generative AI prompts, models and model parameters as JSON-serializable configs that can be version controlled, evaluated, monitored and opened in a local editor for rapid prototyping. It allows you to store and iterate on generative AI behavior separately from your application code, offering a streamlined AI development workflow.

Pixeltable is a Python library designed for ML Engineers and Data Scientists to focus on exploration, modeling, and app development without the need to handle data plumbing. It provides a declarative interface for working with text, images, embeddings, and video, enabling users to store, transform, index, and iterate on data within a single table interface. Pixeltable is persistent, acting as a database unlike in-memory Python libraries such as Pandas. It offers features like data storage and versioning, combined data and model lineage, indexing, orchestration of multimodal workloads, incremental updates, and automatic production-ready code generation. The tool emphasizes transparency, reproducibility, cost-saving through incremental data changes, and seamless integration with existing Python code and libraries.

LangGraph Studio is a specialized agent IDE that enables visualization, interaction, and debugging of complex agentic applications. It offers visual graphs and state editing to better understand agent workflows and iterate faster. Users can collaborate with teammates using LangSmith to debug failure modes. The tool integrates with LangSmith and requires Docker installed. Users can create and edit threads, configure graph runs, add interrupts, and support human-in-the-loop workflows. LangGraph Studio allows interactive modification of project config and graph code, with live sync to the interactive graph for easier iteration on long-running agents.

VimLM is an AI-powered coding assistant for Vim that integrates AI for code generation, refactoring, and documentation directly into your Vim workflow. It offers native Vim integration with split-window responses and intuitive keybindings, offline first execution with MLX-compatible models, contextual awareness with seamless integration with codebase and external resources, conversational workflow for iterating on responses, project scaffolding for generating and deploying code blocks, and extensibility for creating custom LLM workflows with command chains.

MultiPL-E is a system for translating unit test-driven neural code generation benchmarks to new languages. It is part of the BigCode Code Generation LM Harness and allows for evaluating Code LLMs using various benchmarks. The tool supports multiple versions with improvements and new language additions, providing a scalable and polyglot approach to benchmarking neural code generation. Users can access a tutorial for direct usage and explore the dataset of translated prompts on the Hugging Face Hub.

SwiftSage is a tool designed for conducting experiments in the field of machine learning and artificial intelligence. It provides a platform for researchers and developers to implement and test various algorithms and models. The tool is particularly useful for exploring new ideas and conducting experiments in a controlled environment. SwiftSage aims to streamline the process of developing and testing machine learning models, making it easier for users to iterate on their ideas and achieve better results. With its user-friendly interface and powerful features, SwiftSage is a valuable tool for anyone working in the field of AI and ML.

Motia is an AI agent framework designed for software engineers to create, test, and deploy production-ready AI agents quickly. It provides a code-first approach, allowing developers to write agent logic in familiar languages and visualize execution in real-time. With Motia, developers can focus on business logic rather than infrastructure, offering zero infrastructure headaches, multi-language support, composable steps, built-in observability, instant APIs, and full control over AI logic. Ideal for building sophisticated agents and intelligent automations, Motia's event-driven architecture and modular steps enable the creation of GenAI-powered workflows, decision-making systems, and data processing pipelines.

EdgeChains is an open-source chain-of-thought engineering framework tailored for Large Language Models (LLMs)- like OpenAI GPT, LLama2, Falcon, etc. - With a focus on enterprise-grade deployability and scalability. EdgeChains is specifically designed to **orchestrate** such applications. At EdgeChains, we take a unique approach to Generative AI - we think Generative AI is a deployment and configuration management challenge rather than a UI and library design pattern challenge. We build on top of a tech that has solved this problem in a different domain - Kubernetes Config Management - and bring that to Generative AI. Edgechains is built on top of jsonnet, originally built by Google based on their experience managing a vast amount of configuration code in the Borg infrastructure.

LazyLLM is a low-code development tool for building complex AI applications with multiple agents. It assists developers in building AI applications at a low cost and continuously optimizing their performance. The tool provides a convenient workflow for application development and offers standard processes and tools for various stages of application development. Users can quickly prototype applications with LazyLLM, analyze bad cases with scenario task data, and iteratively optimize key components to enhance the overall application performance. LazyLLM aims to simplify the AI application development process and provide flexibility for both beginners and experts to create high-quality applications.

Awesome AI-Powered Developer Tools is a curated list of AI-powered developer tools that leverage AI to assist developers in tasks such as code completion, refactoring, debugging, documentation, and more. The repository includes a wide range of tools, from IDEs and Git clients to assistants, agents, app generators, UI generators, snippet generators, documentation tools, code generation tools, agent platforms, OpenAI plugins, search tools, and testing tools. These tools are designed to enhance developer productivity and streamline various development tasks by integrating AI capabilities.

ViGenAiR is a tool that harnesses the power of Generative AI models on Google Cloud Platform to automatically transform long-form Video Ads into shorter variants, targeting different audiences. It generates video, image, and text assets for Demand Gen and YouTube video campaigns. Users can steer the model towards generating desired videos, conduct A/B testing, and benefit from various creative features. The tool offers benefits like diverse inventory, compelling video ads, creative excellence, user control, and performance insights. ViGenAiR works by analyzing video content, splitting it into coherent segments, and generating variants following Google's best practices for effective ads.

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.

Langflow is an open-source Python-powered visual framework designed for building multi-agent and RAG applications. It is fully customizable, language model agnostic, and vector store agnostic. Users can easily create flows by dragging components onto the canvas, connect them, and export the flow as a JSON file. Langflow also provides a command-line interface (CLI) for easy management and configuration, allowing users to customize the behavior of Langflow for development or specialized deployment scenarios. The tool can be deployed on various platforms such as Google Cloud Platform, Railway, and Render. Contributors are welcome to enhance the project on GitHub by following the contributing guidelines.

Agenta is an open-source LLM developer platform for prompt engineering, evaluation, human feedback, and deployment of complex LLM applications. It provides tools for prompt engineering and management, evaluation, human annotation, and deployment, all without imposing any restrictions on your choice of framework, library, or model. Agenta allows developers and product teams to collaborate in building production-grade LLM-powered applications in less time.

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FactCheck Navigator GPT is designed for in-depth fact checking and analysis of written content and evaluation of its source. The approach is to iterate through predefined and well-prompted steps. If desired, the user can refine the process by providing input between these steps.

API Finder: Analyze, Clarify, Suggest, build code, Iterate, test ... International version

I provide a structured way of using AI to support teaching and learning. I use the the CHOICE method (i.e., Clarify, Harness, Originate, Iterate, Communicate, Evaluate) to ensure that your use of AI can help you meet your educational goals.

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Expert in crafting and refining prompts for ChatGPT, ensuring clarity and precision through interactive iterations.