- Data Scientists & Analysts: Automate repetitive coding tasks, streamline exploratory data analysis, and build prototypes more quickly.
- Machine Learning Engineers: Get AI assistance in preparing datasets, training models, and evaluating results with fewer manual steps.
- Researchers & Academics: Use Runcell to generate experimental code, visualize results, and receive explanations of methods and outputs.
- Students & Learners: Learn coding and data analysis step by step with guided explanations, debugging support, and auto-completion.
- Developers & Engineers: Save time on boilerplate code, debugging, and documentation within notebook workflows.
- Teams & Collaborators: Share enhanced notebooks where the AI can provide context, explanations, and maintain reproducibility for group projects.
How to Use Runcell?
- Install the Extension: Add Runcell as an extension to your Jupyter notebook environment.
- Enable & Configure: Set up your credentials or preferences to activate the AI assistant in your workspace.
- Write and Run Code with Help: Ask Runcell to generate code snippets, run specific cells, or complete unfinished functions.
- Debug Errors Automatically: When code fails, Runcell can analyze the issue, provide suggested fixes, and re-run corrected cells.
- Request Explanations: Use its explanation mode to understand algorithms, code structure, and results in simple terms.
- Automate Workflows: In autonomous mode, allow Runcell to run sequences of tasks, process data, or train models on its own.
- Iterate & Refine: Review outputs, request modifications, and use smart edit mode to refactor or optimize existing code.
- Context-Aware Intelligence: Runcell understands notebook history, variables, and dependencies, allowing it to provide accurate, context-sensitive assistance.
- Live Execution & Debugging: It doesn’t just generate code — it can also run it, troubleshoot errors, and offer fixes immediately.
- Interactive Learning Mode: Provides clear explanations of algorithms, visualizations, and coding practices, making it an excellent companion for students.
- Autonomous Mode: Capable of handling multi-step processes like data cleaning, visualization, and model training without manual intervention.
- Smart Edit Mode: Allows users to request improvements, optimizations, or expansions to already-written code blocks.
- Seamless Integration: Works entirely inside Jupyter notebooks, meaning users don’t need to learn new tools or environments.
- Time-Saving Productivity: Reduces repetitive coding tasks and accelerates workflows in both educational and professional settings.
- Contextual Understanding: The AI tailors its suggestions based on notebook state and prior code.
- End-to-End Workflow Support: Bridges the gap between writing, executing, and debugging.
- Educational Explanations: Makes coding more approachable for learners.
- Automation Capabilities: Handles repetitive tasks and long workflows autonomously.
- Smooth Jupyter Integration: Fits naturally into existing notebook environments.
- Free Plan Limitations: Advanced features and automation may be available only in paid versions.
- Requires Careful Review: AI-generated code may need human oversight before use in critical workflows.
- Limited Granular Control: Expert users may find some manual fine-tuning restricted compared to hand-coded solutions.
- Prompt Sensitivity: The quality of assistance depends on how well the user describes tasks or issues.
Hobby
Free
Limited AI execution credits
Community support
Limited access to LLM models
Pro
$ 20.00
Unlimited code completions
Priority support
Access to most advanced models, including GPT-5 and Claude 4
Privacy mode
Team
$ 50.00
Team management dashboard
Priority support
1,500 credits per month
Access to all models
Priority access to new features
Privacy mode
Proud of the love you're getting? Show off your AI Toolbook reviews—then invite more fans to share the love and build your credibility.
Add an AI Toolbook badge to your site—an easy way to drive followers, showcase updates, and collect reviews. It's like a mini 24/7 billboard for your AI.
Reviews
Rating Distribution
Average score
Popular Mention
FAQs
Similar AI Tools
Aider
Aider.ai is an open-source AI-powered coding assistant that allows developers to collaborate with large language models like GPT-4 directly from the command line. It integrates seamlessly with Git, enabling conversational programming, code editing, and refactoring within your existing development workflow. With Aider, you can modify multiple files at once, get code explanations, and maintain clean version history—all from your terminal.
Aider
Aider.ai is an open-source AI-powered coding assistant that allows developers to collaborate with large language models like GPT-4 directly from the command line. It integrates seamlessly with Git, enabling conversational programming, code editing, and refactoring within your existing development workflow. With Aider, you can modify multiple files at once, get code explanations, and maintain clean version history—all from your terminal.
Aider
Aider.ai is an open-source AI-powered coding assistant that allows developers to collaborate with large language models like GPT-4 directly from the command line. It integrates seamlessly with Git, enabling conversational programming, code editing, and refactoring within your existing development workflow. With Aider, you can modify multiple files at once, get code explanations, and maintain clean version history—all from your terminal.
PyCharm AI
PyCharm is a powerful integrated development environment (IDE) specifically designed for Python development by JetBrains. It offers intelligent code assistance, smart debugging, code refactoring, and a seamless development experience for professionals working on Python, Django, data science, and web development projects. With built-in support for AI-powered coding tools and extensions, PyCharm streamlines coding, testing, and deployment for developers of all levels.
PyCharm AI
PyCharm is a powerful integrated development environment (IDE) specifically designed for Python development by JetBrains. It offers intelligent code assistance, smart debugging, code refactoring, and a seamless development experience for professionals working on Python, Django, data science, and web development projects. With built-in support for AI-powered coding tools and extensions, PyCharm streamlines coding, testing, and deployment for developers of all levels.
PyCharm AI
PyCharm is a powerful integrated development environment (IDE) specifically designed for Python development by JetBrains. It offers intelligent code assistance, smart debugging, code refactoring, and a seamless development experience for professionals working on Python, Django, data science, and web development projects. With built-in support for AI-powered coding tools and extensions, PyCharm streamlines coding, testing, and deployment for developers of all levels.
AppIsUp
AppIsUp is a modern “vibe coding” platform that connects AI (Claude by Anthropic) with cloud hosting so developers can code from anywhere and share their work instantly. It aims to simplify the process of getting projects online by giving you instant public URLs for whatever you build. The platform supports live editing and collaboration, so you can iterate quickly and test changes in real time.
AppIsUp
AppIsUp is a modern “vibe coding” platform that connects AI (Claude by Anthropic) with cloud hosting so developers can code from anywhere and share their work instantly. It aims to simplify the process of getting projects online by giving you instant public URLs for whatever you build. The platform supports live editing and collaboration, so you can iterate quickly and test changes in real time.
AppIsUp
AppIsUp is a modern “vibe coding” platform that connects AI (Claude by Anthropic) with cloud hosting so developers can code from anywhere and share their work instantly. It aims to simplify the process of getting projects online by giving you instant public URLs for whatever you build. The platform supports live editing and collaboration, so you can iterate quickly and test changes in real time.
Kiro AI
Kiro.dev is a powerful AI-powered code generation tool designed to accelerate the software development process. It leverages advanced machine learning models to help developers write code faster, more efficiently, and with fewer errors. Kiro.dev offers various features, including code completion, code generation from natural language prompts, and code explanation, making it a valuable asset for developers of all skill levels.
Kiro AI
Kiro.dev is a powerful AI-powered code generation tool designed to accelerate the software development process. It leverages advanced machine learning models to help developers write code faster, more efficiently, and with fewer errors. Kiro.dev offers various features, including code completion, code generation from natural language prompts, and code explanation, making it a valuable asset for developers of all skill levels.
Kiro AI
Kiro.dev is a powerful AI-powered code generation tool designed to accelerate the software development process. It leverages advanced machine learning models to help developers write code faster, more efficiently, and with fewer errors. Kiro.dev offers various features, including code completion, code generation from natural language prompts, and code explanation, making it a valuable asset for developers of all skill levels.
Kilo Code
Kilo Code is an AI-powered coding assistant designed to enhance software development within IDEs like Visual Studio Code and JetBrains. It integrates features from existing AI coding tools while providing unique functionalities such as the Model Context Protocol (MCP) Server Marketplace and intelligent system notifications. Kilo Code streamlines development by automating repetitive tasks, generating code from natural language prompts, and providing intelligent suggestions to developers.
Kilo Code
Kilo Code is an AI-powered coding assistant designed to enhance software development within IDEs like Visual Studio Code and JetBrains. It integrates features from existing AI coding tools while providing unique functionalities such as the Model Context Protocol (MCP) Server Marketplace and intelligent system notifications. Kilo Code streamlines development by automating repetitive tasks, generating code from natural language prompts, and providing intelligent suggestions to developers.
Kilo Code
Kilo Code is an AI-powered coding assistant designed to enhance software development within IDEs like Visual Studio Code and JetBrains. It integrates features from existing AI coding tools while providing unique functionalities such as the Model Context Protocol (MCP) Server Marketplace and intelligent system notifications. Kilo Code streamlines development by automating repetitive tasks, generating code from natural language prompts, and providing intelligent suggestions to developers.
Cline Bot
Cline is an open-source AI coding agent that integrates directly into your IDE. It is designed to amplify human capability by bringing frontier AI models directly to the developer's workspace. Unlike simple autocomplete tools, Cline is a true coding agent that can understand entire codebases, plan complex changes, and execute multi-step tasks with full transparency.
Cline Bot
Cline is an open-source AI coding agent that integrates directly into your IDE. It is designed to amplify human capability by bringing frontier AI models directly to the developer's workspace. Unlike simple autocomplete tools, Cline is a true coding agent that can understand entire codebases, plan complex changes, and execute multi-step tasks with full transparency.
Cline Bot
Cline is an open-source AI coding agent that integrates directly into your IDE. It is designed to amplify human capability by bringing frontier AI models directly to the developer's workspace. Unlike simple autocomplete tools, Cline is a true coding agent that can understand entire codebases, plan complex changes, and execute multi-step tasks with full transparency.
Sim Studio
Sim.AI is a cloud-native platform designed to streamline the development and deployment of AI agents. It offers a user-friendly, open-source environment that allows developers to create, connect, and automate workflows effortlessly. With seamless integrations and no-code setup, Sim.AI empowers teams to enhance productivity and innovation.
Sim Studio
Sim.AI is a cloud-native platform designed to streamline the development and deployment of AI agents. It offers a user-friendly, open-source environment that allows developers to create, connect, and automate workflows effortlessly. With seamless integrations and no-code setup, Sim.AI empowers teams to enhance productivity and innovation.
Sim Studio
Sim.AI is a cloud-native platform designed to streamline the development and deployment of AI agents. It offers a user-friendly, open-source environment that allows developers to create, connect, and automate workflows effortlessly. With seamless integrations and no-code setup, Sim.AI empowers teams to enhance productivity and innovation.
Traycer
Traycer AI is an advanced coding assistant focused on planning, executing, and reviewing code changes in large projects. Rather than immediately generating code, it begins each task by creating detailed, structured plans that break down high-level intent into manageable actions. From there, it allows users to iterate on these plans, then hand them off to AI agents like Claude Code, Cursor, or others to implement the changes. Traycer also includes functionality to verify AI-generated changes against the existing codebase to catch errors early. It integrates with development environments (VSCode, Cursor, Windsurf) and supports features like “Ticket Assist,” which turns GitHub issues into executable plans directly in your IDE.
Traycer
Traycer AI is an advanced coding assistant focused on planning, executing, and reviewing code changes in large projects. Rather than immediately generating code, it begins each task by creating detailed, structured plans that break down high-level intent into manageable actions. From there, it allows users to iterate on these plans, then hand them off to AI agents like Claude Code, Cursor, or others to implement the changes. Traycer also includes functionality to verify AI-generated changes against the existing codebase to catch errors early. It integrates with development environments (VSCode, Cursor, Windsurf) and supports features like “Ticket Assist,” which turns GitHub issues into executable plans directly in your IDE.
Traycer
Traycer AI is an advanced coding assistant focused on planning, executing, and reviewing code changes in large projects. Rather than immediately generating code, it begins each task by creating detailed, structured plans that break down high-level intent into manageable actions. From there, it allows users to iterate on these plans, then hand them off to AI agents like Claude Code, Cursor, or others to implement the changes. Traycer also includes functionality to verify AI-generated changes against the existing codebase to catch errors early. It integrates with development environments (VSCode, Cursor, Windsurf) and supports features like “Ticket Assist,” which turns GitHub issues into executable plans directly in your IDE.
Emergent
Emergent is an AI-powered development platform that enables anyone to build and ship full-stack, production-ready applications from plain English prompts. Known as the world’s first “agentic vibe coding” platform, Emergent uses specialized AI agents for coding, design, testing, and deployment. Users can create complex apps—from e-commerce stores to SaaS platforms—without writing a single line of code. It autonomously handles frontend, backend, authentication, and hosting, offering seamless integration with GitHub and VS Code. Whether you’re a developer or a non-coder, Emergent turns your ideas into live, deployable software within minutes.
Emergent
Emergent is an AI-powered development platform that enables anyone to build and ship full-stack, production-ready applications from plain English prompts. Known as the world’s first “agentic vibe coding” platform, Emergent uses specialized AI agents for coding, design, testing, and deployment. Users can create complex apps—from e-commerce stores to SaaS platforms—without writing a single line of code. It autonomously handles frontend, backend, authentication, and hosting, offering seamless integration with GitHub and VS Code. Whether you’re a developer or a non-coder, Emergent turns your ideas into live, deployable software within minutes.
Emergent
Emergent is an AI-powered development platform that enables anyone to build and ship full-stack, production-ready applications from plain English prompts. Known as the world’s first “agentic vibe coding” platform, Emergent uses specialized AI agents for coding, design, testing, and deployment. Users can create complex apps—from e-commerce stores to SaaS platforms—without writing a single line of code. It autonomously handles frontend, backend, authentication, and hosting, offering seamless integration with GitHub and VS Code. Whether you’re a developer or a non-coder, Emergent turns your ideas into live, deployable software within minutes.
Developer Toolkit
DeveloperToolkit.ai is an advanced AI-assisted development platform designed to help developers build production-grade, scalable, and maintainable software. It leverages powerful models like Claude Code and Cursor to generate production-ready code that’s secure, tested, and optimized for real-world deployment. Unlike tools that stop at quick prototypes, DeveloperToolkit.ai focuses on long-term code quality, maintainability, and best practices. Whether writing API endpoints, components, or full-fledged systems, it accelerates the entire development process while ensuring cleaner architectures and stable results fit for teams that ship with confidence.
Developer Toolkit
DeveloperToolkit.ai is an advanced AI-assisted development platform designed to help developers build production-grade, scalable, and maintainable software. It leverages powerful models like Claude Code and Cursor to generate production-ready code that’s secure, tested, and optimized for real-world deployment. Unlike tools that stop at quick prototypes, DeveloperToolkit.ai focuses on long-term code quality, maintainability, and best practices. Whether writing API endpoints, components, or full-fledged systems, it accelerates the entire development process while ensuring cleaner architectures and stable results fit for teams that ship with confidence.
Developer Toolkit
DeveloperToolkit.ai is an advanced AI-assisted development platform designed to help developers build production-grade, scalable, and maintainable software. It leverages powerful models like Claude Code and Cursor to generate production-ready code that’s secure, tested, and optimized for real-world deployment. Unlike tools that stop at quick prototypes, DeveloperToolkit.ai focuses on long-term code quality, maintainability, and best practices. Whether writing API endpoints, components, or full-fledged systems, it accelerates the entire development process while ensuring cleaner architectures and stable results fit for teams that ship with confidence.
Powerdrill
Powerdrill AI is an advanced, no-code data analysis platform that enables users—across business, academic, or technical domains—to upload datasets, ask natural-language questions, generate reports and visualizations, and extract actionable insights quickly. Built for speed and accessibility, the platform supports multiple file types (CSV, Excel, PDF, TSV), database connections and conversational interfaces, making it possible to move from raw data to insight without requiring data-science skills. According to its documentation, users can upload spreadsheets, merge datasets, remove duplicates, generate professional-grade reports, select visualisations, conduct exploratory data analysis and share insights with teams.
Powerdrill
Powerdrill AI is an advanced, no-code data analysis platform that enables users—across business, academic, or technical domains—to upload datasets, ask natural-language questions, generate reports and visualizations, and extract actionable insights quickly. Built for speed and accessibility, the platform supports multiple file types (CSV, Excel, PDF, TSV), database connections and conversational interfaces, making it possible to move from raw data to insight without requiring data-science skills. According to its documentation, users can upload spreadsheets, merge datasets, remove duplicates, generate professional-grade reports, select visualisations, conduct exploratory data analysis and share insights with teams.
Powerdrill
Powerdrill AI is an advanced, no-code data analysis platform that enables users—across business, academic, or technical domains—to upload datasets, ask natural-language questions, generate reports and visualizations, and extract actionable insights quickly. Built for speed and accessibility, the platform supports multiple file types (CSV, Excel, PDF, TSV), database connections and conversational interfaces, making it possible to move from raw data to insight without requiring data-science skills. According to its documentation, users can upload spreadsheets, merge datasets, remove duplicates, generate professional-grade reports, select visualisations, conduct exploratory data analysis and share insights with teams.
Chef
Chef by Convex is an AI-powered development assistant built to help developers create, test, and deploy web applications faster using natural language prompts. Integrated with Convex’s backend-as-a-service platform, Chef automates code generation, database setup, and API creation, enabling developers to move from concept to functional prototype within minutes. The tool understands developer intent, allowing users to describe what they want and instantly receive production-ready code snippets. With collaborative features and integrated testing environments, Chef by Convex simplifies modern app development for both individuals and teams, combining AI intelligence with backend scalability.
Chef
Chef by Convex is an AI-powered development assistant built to help developers create, test, and deploy web applications faster using natural language prompts. Integrated with Convex’s backend-as-a-service platform, Chef automates code generation, database setup, and API creation, enabling developers to move from concept to functional prototype within minutes. The tool understands developer intent, allowing users to describe what they want and instantly receive production-ready code snippets. With collaborative features and integrated testing environments, Chef by Convex simplifies modern app development for both individuals and teams, combining AI intelligence with backend scalability.
Chef
Chef by Convex is an AI-powered development assistant built to help developers create, test, and deploy web applications faster using natural language prompts. Integrated with Convex’s backend-as-a-service platform, Chef automates code generation, database setup, and API creation, enabling developers to move from concept to functional prototype within minutes. The tool understands developer intent, allowing users to describe what they want and instantly receive production-ready code snippets. With collaborative features and integrated testing environments, Chef by Convex simplifies modern app development for both individuals and teams, combining AI intelligence with backend scalability.
Editorial Note
This page was researched and written by the ATB Editorial Team. Our team researches each AI tool by reviewing its official website, testing features, exploring real use cases, and considering user feedback. Every page is fact-checked and regularly updated to ensure the information stays accurate, neutral, and useful for our readers.
If you have any suggestions or questions, email us at hello@aitoolbook.ai