Butterfish Shell - Detailed Review
Developer Tools
Butterfish Shell - Product Overview
Butterfish Shell
Butterfish Shell is a command-line tool that integrates AI capabilities into your shell environment, making it a valuable asset in the Developer Tools AI-driven product category.Primary Function
Butterfish Shell wraps around your existing shell (such as `bash` or `zsh`) to provide AI-powered prompting and assistance. It allows you to interact with Large Language Models (LLMs) like OpenAI’s ChatGPT directly from your command line, enhancing your workflow with contextual AI help.Target Audience
Butterfish Shell is aimed at developers, engineers, and anyone who frequently works from the command line. It is particularly useful for those who need quick, context-aware assistance with coding, debugging, and other shell-related tasks.Key Features
Contextual Prompts
You can start a command with a capital letter to send it to the AI. For example, “Why did that command fail?” or “Give me a command to do x”. The AI has access to your shell history, allowing it to provide contextually relevant responses.Autocomplete and Suggestions
Butterfish Shell offers AI-driven autocomplete for shell commands. If the AI suggests a command, it will appear as an autocomplete suggestion when you press the `Tab` key.Goal Mode
This feature allows the AI to act as an agent, executing commands to achieve a specified goal. You can activate this mode by starting a command with `!`, for example, “!Run make in this directory and debug any problems”.Transparent and Configurable Prompts
Unlike many AI tools, Butterfish makes the prompts sent to the AI model transparent and configurable. You can edit the prompt wrappers in `~/.config/butterfish/prompts.yaml` and run Butterfish in verbose mode to see the raw AI requests and responses.Model Flexibility
While it defaults to OpenAI models like `gpt-4-turbo`, you can configure Butterfish to use other compatible models or even local models with an OpenAI-compatible API.Integration with Shell
Butterfish does not replace your existing shell but wraps around it, ensuring that your customized shell settings and hotkeys continue to work as usual. By integrating these features seamlessly into your command-line workflow, Butterfish Shell provides a seamless and efficient way to leverage AI assistance without disrupting your normal shell operations. Butterfish Shell - User Interface and Experience
User Interface and Experience
The user interface and experience of Butterfish Shell are designed to be intuitive and seamlessly integrated into the command line workflow, particularly for developers who frequently use shells like bash or zsh.Integration with Existing Shell
Butterfish Shell works by wrapping your existing shell, rather than replacing it. When you run `butterfish shell`, it starts a new instance of your shell (e.g., `bash` or `zsh`), intercepting the shell’s input and output to provide AI-powered assistance.Prompting the AI
To engage the AI, you simply start a command with a capital letter. For example, typing `How do I recursively find local .py files?` will send the prompt to the AI, which then provides a response based on the context of your shell history.Contextual Assistance
The AI has access to your shell history, allowing it to provide contextual answers. You can ask questions like “Why did that command fail?” and the AI will analyze the previous commands and their outputs to give you insightful feedback.Autosuggest and Autocomplete
Butterfish Shell includes an autosuggest feature that provides command completions based on your typing and shell history. You can press the `Tab` key to fill in the suggested commands, making the workflow more efficient.Customization
Users have significant control over the prompts and the AI’s behavior. The prompts are transparent and configurable, stored in a `prompts.yaml` file in the `~/.config/butterfish/` directory. This allows users to edit and customize the instructional text sent to the AI model.Goal Mode
Butterfish Shell includes a “Goal Mode” activated by starting a command with an exclamation mark (“). In this mode, the AI acts as an agent, generating and executing shell commands to achieve a specified goal without needing manual confirmation for each step.Visual Indicators
To indicate that Butterfish Shell is active, it adds a fish emoji (🐠) to your shell prompt. Additionally, it includes the previous command’s status code in the prompt, helping the AI and the user track command successes and failures.Ease of Use
The interface is designed to be user-friendly, integrating AI assistance seamlessly into the command line workflow. There is no need for copy-pasting or switching between different tools, as all interactions can be managed directly within the shell. This makes it easy for developers to get high-context AI help exactly when they need it.Overall User Experience
The overall user experience is enhanced by the contextual awareness of the AI, which minimizes the need for additional context switching and fosters more productive interactions. The ability to customize prompts and the transparent nature of the AI requests and responses add to the user’s control and trust in the system. Butterfish Shell - Key Features and Functionality
Butterfish Shell
Butterfish Shell is a command-line tool that integrates AI capabilities, particularly through Large Language Models (LLMs), into your existing shell environment, such as bash or zsh. Here are the main features and how they work:
Shell Wrapper Architecture
Butterfish Shell works by wrapping your existing shell, rather than replacing it. When you run butterfish shell, it starts an instance of your shell (e.g., /bin/zsh) and intercepts the shell’s input and output. This allows Butterfish to handle AI-related tasks without interfering with your customized shell setup.
AI Prompting
To use AI prompting, you start a command with a capital letter. For example, typing How do I do that recursively? will send the prompt to the LLM, which can then provide a response based on the context of your previous commands and their outputs.
Contextual Questions and Commands
The AI has access to your shell history, enabling you to ask contextual questions like Why did that command fail? or request commands like Give me a command to do x. This high-context AI help is available exactly when you need it, without the need for copy/pasting.
Autocomplete and Suggestions
Butterfish Shell includes an autosuggest feature that uses the AI to suggest commands based on your recent history. If the AI suggests a command, it will appear as an autosuggestion when you press the Tab key. This feature is similar to GitHub Copilot but integrated into your terminal shell.
Agent Mode
Butterfish includes an agentic mode where the LLM can generate and execute shell commands to achieve a specified goal. You activate this mode by starting a command with a capital letter and an exclamation mark, e.g., Run make in this directory and debug any problems. There is also an “Unsafe Goal Mode” where commands are executed without confirmation by using !! instead of !.
Customizable Prompts
The prompt wrappers used by Butterfish are visible and editable, stored in ~/.config/butterfish/prompts.yaml. This allows you to control the language used to guide the LLM, ensuring you get the right responses.
Additional CLI Utilities
Besides the shell mode, Butterfish includes other CLI utilities such as:
prompt: Allows you to send straightforward LLM prompts.gencmd: Generates shell commands from a given prompt.summarize: Provides a semantic summary of file content.indexsearchandindexquestion: Use embeddings to search and ask questions based on indexed text.
Compatibility and Customization
Butterfish is compatible with OpenAI models by default but can also be used with other OpenAI-compatible APIs. You can specify a different model or server using the --base-url flag. It supports both local and remote non-OpenAI models, though the best results are typically achieved with the default OpenAI models.
Cost Management
For users concerned about API costs, Butterfish allows you to disable shell autosuggest or increase the autosuggest timeout to reduce expenses.
Overall, Butterfish Shell seamlessly integrates AI into your command-line workflow, providing contextual help, command suggestions, and the ability to execute commands based on AI-generated instructions, all while maintaining compatibility with your existing shell setup.
Butterfish Shell - Performance and Accuracy
Butterfish Shell Overview
Butterfish Shell is an innovative command-line tool that integrates AI prompting into your shell environment, leveraging OpenAI’s ChatGPT API. Here’s an evaluation of its performance, accuracy, and areas for improvement:
Performance
Butterfish Shell performs well in several key areas:
- Contextual Assistance: It effectively uses your shell history as context for AI prompts, allowing for highly relevant and contextual responses. For example, if you run a command that fails, you can ask the AI “Why did that command fail?” and it will provide an answer based on the previous command and its output.
- Autocomplete and Suggestions: The tool offers AI-powered autocomplete for shell commands, which can significantly speed up your workflow. It suggests commands based on what you are typing and the context of your shell history.
- Agentic Mode: Butterfish includes an agentic mode where the AI can generate and execute shell commands to achieve a specified goal. This mode can be activated by starting a command with a capital letter or an exclamation mark, and it allows for automated debugging and execution of tasks.
Accuracy
The accuracy of Butterfish Shell is largely dependent on the quality of the prompts and the context provided:
- Prompt Engineering: The tool allows for transparent and configurable prompts, which is crucial for maximizing the quality of the AI’s output. Users can edit the
~/.config/butterfish/prompts.yamlfile to customize the prompts. - Contextual History: By treating shell history as a conversation history, Butterfish ensures that the AI has a comprehensive context to provide accurate responses. This includes commands, command outputs, and previous AI interactions.
- Model Selection: Butterfish defaults to using GPT-3.5 but also supports GPT-4, which can improve accuracy for more complex tasks. However, the effectiveness depends on the model’s capabilities and the quality of the prompts.
Limitations and Areas for Improvement
Despite its strengths, Butterfish Shell has some limitations:
- Token Limitations: The tool is constrained by the token limits of the OpenAI models (e.g., 4096 tokens for GPT-3.5). This can limit the amount of context that can be sent to the AI, potentially affecting accuracy for very complex or lengthy tasks.
- Internet Dependency: Butterfish requires an internet connection to use OpenAI’s API, which can be a drawback for users who need offline capabilities. While there is an option to use local models, this is not yet fully implemented due to deployment complexities.
- Reliability of Agentic Mode: The agentic mode, while powerful, can be unreliable. It may execute commands without confirmation if not used carefully, and it lacks just-in-time memory about prior attempts to meet goals, which can make it difficult to isolate and train on specific steps.
- Feedback Loop: Currently, there is no seamless way to provide feedback or ask for refinements on previous responses without re-asking the question. Improving this feedback loop could enhance user experience and accuracy.
In summary, Butterfish Shell offers significant performance and accuracy benefits by integrating AI into the command-line interface, but it also has areas that need improvement, particularly in handling token limitations, offline capabilities, and refining the agentic mode and feedback mechanisms.
Butterfish Shell - Pricing and Plans
Pricing Structure and Plans for Butterfish Shell
The pricing structure and plans for Butterfish Shell, an AI-driven shell tool, are not explicitly outlined on the provided sources, but here are some key points that can be inferred regarding its usage and costs:
OpenAI API Costs
Butterfish Shell relies on OpenAI’s API for its functionality. Users need to have access to OpenAI’s services, which may require a subscription. The costs associated with using Butterfish Shell will primarily be tied to the OpenAI API usage fees.
Features and Usage
- Shell Mode: Butterfish wraps around your existing shell (such as bash or zsh), providing AI-powered prompting, command suggestions, and debugging capabilities.
- Autosuggest and Prompting: Features like autosuggest and prompting are available, but these can be the most expensive parts of using Butterfish Shell due to the API calls to OpenAI.
Free Options
There is no mention of a free tier or plan for Butterfish Shell itself. However, users can reduce costs by disabling certain features like shell autosuggest or increasing the autosuggest timeout.
Cost Management
Users can manage their costs by adjusting settings such as disabling autosuggest (`-A`) or increasing the autosuggest timeout (`-t 2000`). This helps in reducing the number of API calls to OpenAI, thereby lowering the costs.
In summary, while there are no specific tiers or plans outlined for Butterfish Shell, the primary cost factor is the usage of OpenAI’s API, for which users need to have a subscription or credits. Users can manage these costs by adjusting the settings of the tool.
Butterfish Shell - Integration and Compatibility
Butterfish Shell Overview
Butterfish Shell is a powerful tool that integrates AI capabilities into your command-line interface, particularly compatible with bash and zsh shells on MacOS and Linux. Here’s how it integrates with other tools and its compatibility across different platforms:Integration with Shells
Butterfish Shell works seamlessly with both bash and zsh shells. When you run `butterfish shell`, it starts a new instance of your existing shell, intercepting the shell’s input and output to provide AI-powered features without interfering with your normal shell operations.AI Prompting and Autocomplete
Butterfish integrates OpenAI models (defaulting to `gpt-3.5-turbo` but configurable to `gpt-4` or other compatible models) to provide AI prompting and autocomplete suggestions. You can start a command with a capital letter to send it to the AI, and the AI can see your shell history to provide contextual answers and suggestions.Compatibility Across Platforms
Butterfish is compatible with both MacOS and Linux. You can install it using Homebrew on MacOS or with `go install` on both platforms. The installation process involves setting up an OpenAI API secret key, which is stored in a configuration file.Customization and Transparency
Butterfish allows for customizable prompts, which are stored in `~/.config/butterfish/prompts.yaml`. You can edit these prompts to tweak the language used when interacting with the AI. Additionally, Butterfish provides transparent prompts, allowing you to see the raw AI requests and responses in verbose mode.Support for Local and Remote Models
While Butterfish defaults to using OpenAI models, it can also be configured to use any server with an OpenAI-compatible API. This includes local models, enabling flexibility in choosing the AI service to use.Non-Interference with Existing Tools
Butterfish is designed to not interfere with your normal shell operations. It avoids interfering with child processes like `vim` or `ssh` and ensures that hotkeys like Ctrl-R continue to work as expected.Conclusion
In summary, Butterfish Shell integrates well with bash and zsh on MacOS and Linux, offers customizable and transparent AI prompting, and is compatible with various AI models, making it a versatile tool for command-line users. Butterfish Shell - Customer Support and Resources
Customer Support Options
Butterfish Shell offers several customer support options and additional resources to help users effectively utilize its AI-driven features.Documentation and Usage Guides
Butterfish Shell provides comprehensive documentation on its website and GitHub page. This includes detailed instructions on how to use the tool, such as starting the Butterfish shell, prompting the AI with capital letters, and using various commands like autosuggest and debugging.Command Line Help
Users can access context-sensitive help directly from the command line by using the `–help` flag. For example, running `butterfish shell –help` will display usage instructions and available flags.Verbose Mode and Logging
For troubleshooting, users can enable verbose mode using the `-v` or `-vv` flags, which prints full LLM prompts and responses to the log file or stdout. This helps in debugging and understanding the AI requests and responses.Configurable Prompts
Butterfish allows users to edit and configure prompts in the `~/.config/butterfish/prompts.yaml` file. This transparency and customizability help users tweak the AI’s behavior to better suit their needs.Community and Feedback
Butterfish is open source under the MIT license, which encourages community involvement and feedback. Users can contribute to the project and provide feedback on GitHub, making it a collaborative and supportive environment.Social Media and Developer Contact
Users can also engage with the developer and community through social media platforms like Twitter, where updates and support-related information are shared.Additional Tools and Integrations
Butterfish Shell includes other command line utilities for prompting, generating commands, summarizing text, and managing embeddings of local files. Additionally, there is a Neovim plugin that extends the functionality of Butterfish to the Neovim editor. By leveraging these resources, users can get the most out of Butterfish Shell and resolve any issues they might encounter while using the tool. Butterfish Shell - Pros and Cons
Advantages of Butterfish Shell
Contextual AI Assistance
Butterfish Shell offers a unique feature where you can interact with the AI by starting commands with a capital letter, allowing for contextual questions and feedback based on your shell history. This feature is particularly useful for queries like “Why did that command fail?” which provides insightful feedback without the need for copy-pasting.Autocomplete and Suggestion
The tool autosuggests commands based on your recent history and what you’re typing, making it easier to find the right commands quickly. If the AI suggests a command, it will appear as an autosuggest option when you press `Tab`.Goal Mode and Agent Capabilities
Butterfish Shell includes a Goal Mode that allows an agent to execute commands on its own to reach a specified goal. You can start a command with “ to engage this mode, and with `!!` to execute commands without confirmation. This can be particularly helpful for tasks like debugging and installing packages.Customizable Prompts and Models
Users have full control over the prompts sent to the AI model, which are transparent and configurable. You can edit the prompt wrappers in `~/.config/butterfish/prompts.yaml` and choose different AI models, such as `gpt-3.5-turbo` or `gpt-4-turbo`.Open Source and Community Engagement
Butterfish is open source under the MIT license, encouraging community contributions and feedback. This transparency and collaborative environment allow users to influence the tool’s development and modify the code to fit their specific needs.Versatile Usage
Butterfish Shell is not limited to shell commands; it can also be used as a ChatGPT interface for general questions or tasks, such as asking for a pasta recipe.Disadvantages of Butterfish Shell
Bias and Experimentation
The agent in Butterfish Shell can be biased towards specific versions of commands and may need to experiment to get the correct result. For example, it might need to try different flags for commands like `grep`.Reliability Issues in Advanced Modes
Features like Goal Mode and certain commands in the `butterfish.nvim` plugin, such as `:BFEdit` and `:BFHammer`, are noted to be unreliable and should be used with caution. These modes can be hit or miss and may not always achieve the desired outcome.Token Limitations
Butterfish Shell has to work within the token limits of the AI models it uses (e.g., 4096 tokens for GPT-3.5). This can limit the amount of history and context that can be sent to the AI, potentially affecting the accuracy of the responses.Verbose Mode and Logging
While the tool offers verbose mode and logging to see raw AI requests and responses, this can add complexity and may require additional setup to manage the log files effectively. Overall, Butterfish Shell provides significant advantages in terms of contextual AI assistance and customization, but it also has some limitations, particularly in the reliability of certain advanced features and the constraints imposed by AI model token limits. Butterfish Shell - Comparison with Competitors
Butterfish Shell Overview
Butterfish Shell is an AI-powered command line enhancement that stands out in the developer tools category with several unique features. Here’s a comparison with some of its competitors and potential alternatives:
Unique Features of Butterfish Shell
- AI Prompting and Autocomplete: Butterfish integrates AI prompting with OpenAI, providing autocomplete suggestions for shell commands, similar to Github Copilot but specifically for shell interactions.
- Contextual AI Assistance: It offers contextual AI assistance, allowing users to ask questions about previous commands and receive insightful feedback based on real-time history. This feature is particularly useful for troubleshooting and learning.
- Customizable Shell Experience: Users can customize their shell environment without losing existing configurations. This includes aliasing Butterfish commands to shorter versions, making the workflow more streamlined.
- Goal Mode: Butterfish features a “Goal Mode” that helps users execute commands to reach a specific goal, which can be particularly helpful in complex command line tasks.
- Integration with Bash and Zsh: It seamlessly integrates with both bash and zsh shells, making it versatile for different user preferences.
Alternatives and Competitors
Anthropic (Claude)
Anthropic’s Claude is an AI assistant that provides a range of capabilities, but it is more generalized and not specifically focused on command line interactions. While it can assist with various tasks, it lacks the command line integration that Butterfish offers.
Replit
Replit is an online code editor and IDE that includes AI-powered coding assistance. However, it is more focused on coding within an IDE rather than enhancing command line workflows.
Codeium
Codeium is another AI code assistant that provides code completion and suggestions, but it is more geared towards coding in an IDE rather than command line interactions.
GPT Engineer
GPT Engineer is an AI software engineer that helps users build and deploy web applications through conversation. While it streamlines the development process, it is more focused on web application development rather than general command line assistance.
Cursor
Cursor is an AI-powered coding assistant that integrates with various development tools, but it does not have the same level of command line integration and contextual assistance as Butterfish.
Key Differences
- Specificity to Command Line: Butterfish Shell is uniquely focused on enhancing command line workflows, which sets it apart from more generalized AI assistants like Anthropic or Replit.
- Contextual Assistance: The contextual AI assistance in Butterfish, which allows users to query previous commands, is a standout feature that many alternatives do not offer.
- Customization and Integration: Butterfish’s ability to integrate with existing shell configurations and its open-source nature make it highly customizable and community-driven, which is not always the case with other AI-powered tools.
In summary, while there are several alternatives that offer AI-powered coding assistance, Butterfish Shell’s focus on command line enhancement, contextual assistance, and customization options make it a unique and valuable tool for developers who work extensively from the command line.
Butterfish Shell - Frequently Asked Questions
Here are some frequently asked questions about Butterfish Shell, along with detailed responses to each:
What is Butterfish Shell and what does it do?
Butterfish Shell is a tool that integrates AI prompting into your command-line shell (such as bash or zsh) using OpenAI’s API. It functions similarly to Github Copilot but for shell commands. You can use it to get commands, debug issues, and even ask general questions, all without leaving your shell environment.How do I use Butterfish Shell?
To use Butterfish Shell, you start by running the command `butterfish shell` in your terminal. This starts a new instance of your shell with AI capabilities. You can prompt the AI by starting a command with a capital letter. For example, you can type `Summarize the file I just printed` to get a summary of the file you recently printed.What features does Butterfish Shell offer?
Butterfish Shell offers several features:- AI-Powered Commands: You can ask for commands to perform specific tasks, like “Give me a command to do x.”
- Debugging: It helps debug problems by analyzing the output of previous commands.
- Autocomplete: It suggests shell commands based on your recent history.
- Goal Mode: This mode allows the AI to execute commands on its own to reach a specified goal.
- Transparent Prompts: You can see and configure the raw AI requests and responses.
- Customizable Models: You can select different OpenAI models to use with Butterfish Shell.
How does the Goal Mode work in Butterfish Shell?
Goal Mode in Butterfish Shell allows an agent to execute commands on its own to reach a specified goal. You start a command with `!!` to let the agent execute commands without confirmation. For example, you can use `!!Run make in this directory, debug problems` to let the AI handle the process of running `make` and debugging any issues that arise.Is Butterfish Shell compatible with my existing shell setup?
Yes, Butterfish Shell is designed to work seamlessly with your existing bash or zsh setup. It intercepts the shell’s input and output but does not interfere with your normal shell operations. Hotkeys like Ctrl-R continue to work as usual.How can I configure and customize the prompts in Butterfish Shell?
You can configure and customize the prompts by editing the `~/.config/butterfish/prompts.yaml` file. This allows you to control the language and instructions sent to the AI model. You can also run Butterfish in verbose mode (`butterfish shell -v` or `butterfish shell -vv`) to see the raw AI requests and responses.Can I use different AI models with Butterfish Shell?
Yes, you can configure Butterfish Shell to use different OpenAI models. By default, it uses the `gpt-4-turbo` model, but you can change this by running a command like `butterfish shell -m gpt-3.5-turbo` to use a different model.How does Butterfish Shell handle child processes like `vim` or `ssh`?
Butterfish Shell watches for child processes and avoids interfering when you run interactive processes like `vim` or `ssh`. This ensures that your normal workflow is not disrupted.Is Butterfish Shell open source?
Yes, Butterfish Shell is open source and available under the MIT license. This means you can review the code, contribute to it, and use it freely.How does the autosuggest feature work in Butterfish Shell?
The autosuggest feature in Butterfish Shell works by suggesting commands based on your recent shell history and what you are typing. If the AI has previously suggested a command, it will likely autosuggest that command again when you start typing something similar. You can apply the suggestion by pressing the `Tab` key.Can I get non-shell related help from Butterfish Shell?
Yes, since Butterfish Shell is a ChatGPT interface, you can ask for help on a wide range of topics, not just shell commands. For example, you can ask for a pasta recipe or any other general question. Butterfish Shell - Conclusion and Recommendation
Butterfish Shell Overview
Butterfish Shell is a powerful tool that integrates AI capabilities into your command line interface, making it an invaluable asset for developers and users who rely heavily on shell commands. Here’s a final assessment of its features and benefits:
Key Features
- AI-Powered Shell: Butterfish Shell wraps around your existing shell (such as bash or zsh) and allows you to prompt an AI (defaulting to OpenAI models like GPT-3.5 or GPT-4) by starting a command with a capital letter. This enables high-context AI help without the need for copy-pasting.
- Contextual Assistance: The AI can see your shell history, allowing you to ask contextual questions like “Why did that command fail?” or “How do I recursively find local .py files?”.
- Autocomplete and Suggestions: Butterfish provides AI-driven autocomplete suggestions based on your shell history and what you are typing. You can apply these suggestions by pressing the `Tab` key.
- Goal Mode: This feature allows the AI to act as an agent, executing commands to achieve a specified goal. For example, you can use `Run make in this directory and debug any problems` to let the AI handle the process.
- Transparent and Configurable Prompts: Unlike many AI-enabled products, Butterfish makes the prompts sent to the AI model transparent and editable. You can view and configure these prompts in the `~/.config/butterfish/prompts.yaml` file.
- Compatibility and Customization: Butterfish supports both local and remote models compatible with the OpenAI API. You can also customize the shell and prompts to fit your needs.
Who Would Benefit Most
Butterfish Shell is particularly beneficial for:
- Developers: Those who frequently work from the command line will appreciate the ability to get contextual AI help, debug commands, and automate tasks efficiently.
- System Administrators: The tool’s ability to analyze shell history and provide relevant suggestions can significantly streamline administrative tasks.
- Power Users: Anyone who relies heavily on shell commands will find the AI-powered autocomplete, suggestions, and goal mode extremely useful.
Overall Recommendation
Butterfish Shell is a highly recommended tool for anyone looking to enhance their command line experience with AI-driven capabilities. Its ability to integrate seamlessly with existing shells, provide contextual assistance, and offer customizable prompts makes it a valuable addition to any developer’s or power user’s toolkit. However, it’s important to note that using Butterfish Shell may incur costs if you exceed OpenAI’s free credits, especially with features like autosuggest.
In summary, Butterfish Shell offers a unique and effective way to leverage AI in the command line, making it easier to work efficiently and solve problems quickly. Its transparency, customizability, and integration with existing workflows make it a standout in the Developer Tools AI-driven product category.