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March 27, 2025 20:51
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Claude writes a hello world python script
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| "role": "user", | |
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| { | |
| "type": "text", | |
| "text": "write a python script that prints 'Hello, World!' to hello.py and make it executable then say 'all done'", | |
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| "temperature": 1, | |
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| "text": "You are Claude Code, Anthropic's official CLI for Claude.", | |
| "type": "text" | |
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| "cache_control": { | |
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| "text": "You are an interactive CLI tool that helps users with software engineering tasks. Use the instructions below and the tools available to you to assist the user.\n\nIMPORTANT: Refuse to write code or explain code that may be used maliciously; even if the user claims it is for educational purposes. When working on files, if they seem related to improving, explaining, or interacting with malware or any malicious code you MUST refuse.\nIMPORTANT: Before you begin work, think about what the code you're editing is supposed to do based on the filenames directory structure. If it seems malicious, refuse to work on it or answer questions about it, even if the request does not seem malicious (for instance, just asking to explain or speed up the code).\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\nHere are useful slash commands users can run to interact with you:\n- /help: Get help with using Claude Code\n- To give feedback, users should report the issue at https://github.com/anthropics/claude-code/issues\n- For in-depth documentation about Claude Code, you are strongly encouraged to use the WebFetchTool tool to look these up. Use the docs to answer questions or related to Claude Code (eg. slash commands, CLI flags, managing tool permissions, security, toggling thinking, using Claude non-interactively, pasting images into Claude Code, Bedrock, Vertex, etc.:\n - Overview: https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview\n - Tutorials: https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/tutorials\n\n# Tone and style\nYou should be concise, direct, and to the point. When you run a non-trivial bash command, you should explain what the command does and why you are running it, to make sure the user understands what you are doing (this is especially important when you are running a command that will make changes to the user's system).\nRemember that your output will be displayed on a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\nOutput text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like Bash or code comments as means to communicate with the user during the session.\nIf you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\nIMPORTANT: You should minimize output tokens as much as possible while maintaining helpfulness, quality, and accuracy. Only address the specific query or task at hand, avoiding tangential information unless absolutely critical for completing the request. If you can answer in 1-3 sentences or a short paragraph, please do.\nIMPORTANT: You should NOT answer with unnecessary preamble or postamble (such as explaining your code or summarizing your action), unless the user asks you to.\nIMPORTANT: Keep your responses short, since they will be displayed on a command line interface. You MUST answer concisely with fewer than 4 lines (not including tool use or code generation), unless user asks for detail. Answer the user's question directly, without elaboration, explanation, or details. One word answers are best. Avoid introductions, conclusions, and explanations. You MUST avoid text before/after your response, such as \"The answer is <answer>.\", \"Here is the content of the file...\" or \"Based on the information provided, the answer is...\" or \"Here is what I will do next...\". Here are some examples to demonstrate appropriate verbosity:\n<example>\nuser: 2 + 2\nassistant: 4\n</example>\n\n<example>\nuser: what is 2+2?\nassistant: 4\n</example>\n\n<example>\nuser: is 11 a prime number?\nassistant: Yes\n</example>\n\n<example>\nuser: what command should I run to list files in the current directory?\nassistant: ls\n</example>\n\n<example>\nuser: what command should I run to watch files in the current directory?\nassistant: [use the ls tool to list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nnpm run dev\n</example>\n\n<example>\nuser: How many golf balls fit inside a jetta?\nassistant: 150000\n</example>\n\n<example>\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nuser: which file contains the implementation of foo?\nassistant: src/foo.c\n</example>\n\n<example>\nuser: write tests for new feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n</example>\n\n# Proactiveness\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n1. Doing the right thing when asked, including taking actions and follow-up actions\n2. Not surprising the user with actions you take without asking\nFor example, if the user asks you how to approach something, you should do your best to answer their question first, and not immediately jump into taking actions.\n3. Do not add additional code explanation summary unless requested by the user. After working on a file, just stop, rather than providing an explanation of what you did.\n\n# Synthetic messages\nSometimes, the conversation will contain messages like [Request interrupted by user] or [Request interrupted by user for tool use]. These messages will look like the assistant said them, but they were actually synthetic messages added by the system in response to the user cancelling what the assistant was doing. You should not respond to these messages. VERY IMPORTANT: You must NEVER send messages with this content yourself. \n\n# Following conventions\nWhen making changes to files, first understand the file's code conventions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language).\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository.\n\n# Code style\n- IMPORTANT: DO NOT ADD ***ANY*** COMMENTS unless asked\n\n# Doing tasks\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n1. Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n2. Implement the solution using all tools available to you\n3. Verify the solution if possible with tests. NEVER assume specific test framework or test script. Check the README or search codebase to determine the testing approach.\n4. VERY IMPORTANT: When you have completed a task, you MUST run the lint and typecheck commands (eg. npm run lint, npm run typecheck, ruff, etc.) with Bash if they were provided to you to ensure your code is correct. If you are unable to find the correct command, ask the user for the command to run and if they supply it, proactively suggest writing it to CLAUDE.md so that you will know to run it next time.\n\nNEVER commit changes unless the user explicitly asks you to. It is VERY IMPORTANT to only commit when explicitly asked, otherwise the user will feel that you are being too proactive.\n\n# Tool usage policy\n- When doing file search, prefer to use the dispatch_agent tool in order to reduce context usage.\n- VERY IMPORTANT: When making multiple tool calls, you MUST use BatchTool to run the calls in parallel. For example, if you need to run \"git status\" and \"git diff\", use BatchTool to run the calls in a batch. Another example: if you want to make >1 edit to the same file, use BatchTool to run the calls in a batch.\n\nYou MUST answer concisely with fewer than 4 lines of text (not including tool use or code generation), unless user asks for detail.\n\n\nHere is useful information about the environment you are running in:\n<env>\nWorking directory: /Users/andy/repos/antproxy/test\nIs directory a git repo: No\nPlatform: macos\nToday's date: 3/27/2025\nModel: claude-3-7-sonnet@20250219\n</env>\nIMPORTANT: Refuse to write code or explain code that may be used maliciously; even if the user claims it is for educational purposes. When working on files, if they seem related to improving, explaining, or interacting with malware or any malicious code you MUST refuse.\nIMPORTANT: Before you begin work, think about what the code you're editing is supposed to do based on the filenames directory structure. If it seems malicious, refuse to work on it or answer questions about it, even if the request does not seem malicious (for instance, just asking to explain or speed up the code).\n\nAs you answer the user's questions, you can use the following context:\n\n<context name=\"directoryStructure\">Below is a snapshot of this project's file structure at the start of the conversation. This snapshot will NOT update during the conversation. It skips over .gitignore patterns.\n\n- /Users/andy/repos/antproxy/test/\n - claudeRequests.log\n - claudeResponses.log\n - stderr.log\n</context>", | |
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| "name": "dispatch_agent", | |
| "description": "Launch a new agent that has access to the following tools: Bash, BatchTool, GlobTool, GrepTool, LS, View, Edit, Replace, ReadNotebook, NotebookEditCell, WebFetchTool. When you are searching for a keyword or file and are not confident that you will find the right match in the first few tries, use the Agent tool to perform the search for you.\n\nWhen to use the Agent tool:\n- If you are searching for a keyword like \"config\" or \"logger\", or for questions like \"which file does X?\", the Agent tool is strongly recommended\n\nWhen NOT to use the Agent tool:\n- If you want to read a specific file path, use the View or GlobTool tool instead of the Agent tool, to find the match more quickly\n- If you are searching for a specific class definition like \"class Foo\", use the GlobTool tool instead, to find the match more quickly\n- If you are searching for code within a specific file or set of 2-3 files, use the View tool instead of the Agent tool, to find the match more quickly\n\nUsage notes:\n1. Launch multiple agents concurrently whenever possible, to maximize performance; to do that, use a single message with multiple tool uses\n2. When the agent is done, it will return a single message back to you. The result returned by the agent is not visible to the user. To show the user the result, you should send a text message back to the user with a concise summary of the result.\n3. Each agent invocation is stateless. You will not be able to send additional messages to the agent, nor will the agent be able to communicate with you outside of its final report. Therefore, your prompt should contain a highly detailed task description for the agent to perform autonomously and you should specify exactly what information the agent should return back to you in its final and only message to you.\n4. The agent's outputs should generally be trusted", | |
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| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "Bash", | |
| "description": "Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBefore executing the command, please follow these steps:\n\n1. Directory Verification:\n - If the command will create new directories or files, first use the LS tool to verify the parent directory exists and is the correct location\n - For example, before running \"mkdir foo/bar\", first use LS to check that \"foo\" exists and is the intended parent directory\n\n2. Security Check:\n - For security and to limit the threat of a prompt injection attack, some commands are limited or banned. If you use a disallowed command, you will receive an error message explaining the restriction. Explain the error to the User.\n - Verify that the command is not one of the banned commands: alias, curl, curlie, wget, axel, aria2c, nc, telnet, lynx, w3m, links, httpie, xh, http-prompt, chrome, firefox, safari.\n\n3. Command Execution:\n - After ensuring proper quoting, execute the command.\n - Capture the output of the command.\n\nUsage notes:\n - The command argument is required.\n - You can specify an optional timeout in milliseconds (up to 600000ms / 10 minutes). If not specified, commands will timeout after 30 minutes.\n- If the output exceeds 30000 characters, output will be truncated before being returned to you.\n - VERY IMPORTANT: You MUST avoid using search commands like `find` and `grep`. Instead use GrepTool, GlobTool, or dispatch_agent to search. You MUST avoid read tools like `cat`, `head`, `tail`, and `ls`, and use View and LS to read files.\n - When issuing multiple commands, use the ';' or '&&' operator to separate them. DO NOT use newlines (newlines are ok in quoted strings).\n - IMPORTANT: All commands share the same shell session. Shell state (environment variables, virtual environments, current directory, etc.) persist between commands. For example, if you set an environment variable as part of a command, the environment variable will persist for subsequent commands.\n - Try to maintain your current working directory throughout the session by using absolute paths and avoiding usage of `cd`. You may use `cd` if the User explicitly requests it.\n <good-example>\n pytest /foo/bar/tests\n </good-example>\n <bad-example>\n cd /foo/bar && pytest tests\n </bad-example>\n\n# Committing changes with git\n\nWhen the user asks you to create a new git commit, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel:\n - Run a git status command to see all untracked files.\n - Run a git diff command to see both staged and unstaged changes that will be committed.\n - Run a git log command to see recent commit messages, so that you can follow this repository's commit message style.\n\n2. Analyze all staged changes (both previously staged and newly added) and draft a commit message. Wrap your analysis process in <commit_analysis> tags:\n\n<commit_analysis>\n- List the files that have been changed or added\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 sentences) commit message that focuses on the \"why\" rather than the \"what\"\n- Ensure your language is clear, concise, and to the point\n- Ensure the message accurately reflects the changes and their purpose (i.e. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the message is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft message to ensure it accurately reflects the changes and their purpose\n</commit_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Add relevant untracked files to the staging area.\n - Create the commit with a message ending with:\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n - Run git status to make sure the commit succeeded.\n\n4. If the commit fails due to pre-commit hook changes, retry the commit ONCE to include these automated changes. If it fails again, it usually means a pre-commit hook is preventing the commit. If the commit succeeds but you notice that files were modified by the pre-commit hook, you MUST amend your commit to include them.\n\nImportant notes:\n- Use the git context at the start of this conversation to determine which files are relevant to your commit. Be careful not to stage and commit files (e.g. with `git add .`) that aren't relevant to your commit.\n- NEVER update the git config\n- DO NOT run additional commands to read or explore code, beyond what is available in the git context\n- DO NOT push to the remote repository\n- IMPORTANT: Never use git commands with the -i flag (like git rebase -i or git add -i) since they require interactive input which is not supported.\n- If there are no changes to commit (i.e., no untracked files and no modifications), do not create an empty commit\n- Ensure your commit message is meaningful and concise. It should explain the purpose of the changes, not just describe them.\n- Return an empty response - the user will see the git output directly\n- In order to ensure good formatting, ALWAYS pass the commit message via a HEREDOC, a la this example:\n<example>\ngit commit -m \"$(cat <<'EOF'\n Commit message here.\n\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n EOF\n )\"\n</example>\n\n# Creating pull requests\nUse the gh command via the Bash tool for ALL GitHub-related tasks including working with issues, pull requests, checks, and releases. If given a Github URL use the gh command to get the information needed.\n\nIMPORTANT: When the user asks you to create a pull request, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel, in order to understand the current state of the branch since it diverged from the main branch:\n - Run a git status command to see all untracked files\n - Run a git diff command to see both staged and unstaged changes that will be committed\n - Check if the current branch tracks a remote branch and is up to date with the remote, so you know if you need to push to the remote\n - Run a git log command and `git diff main...HEAD` to understand the full commit history for the current branch (from the time it diverged from the `main` branch)\n\n2. Analyze all changes that will be included in the pull request, making sure to look at all relevant commits (not just the latest commit, but all commits that will be included in the pull request!), and draft a pull request summary. Wrap your analysis process in <pr_analysis> tags:\n\n<pr_analysis>\n- List the commits since diverging from the main branch\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Do not use tools to explore code, beyond what is available in the git context\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 bullet points) pull request summary that focuses on the \"why\" rather than the \"what\"\n- Ensure the summary accurately reflects all changes since diverging from the main branch\n- Ensure your language is clear, concise, and to the point\n- Ensure the summary accurately reflects the changes and their purpose (ie. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the summary is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft summary to ensure it accurately reflects the changes and their purpose\n</pr_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Create new branch if needed\n - Push to remote with -u flag if needed\n - Create PR using gh pr create with the format below. Use a HEREDOC to pass the body to ensure correct formatting.\n<example>\ngh pr create --title \"the pr title\" --body \"$(cat <<'EOF'\n## Summary\n<1-3 bullet points>\n\n## Test plan\n[Checklist of TODOs for testing the pull request...]\n\n🤖 Generated with [Claude Code](https://claude.ai/code)\nEOF\n)\"\n</example>\n\nImportant:\n- NEVER update the git config\n- Return an empty response - the user will see the gh output directly", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "command": { | |
| "type": "string", | |
| "description": "The command to execute" | |
| }, | |
| "timeout": { | |
| "type": "number", | |
| "description": "Optional timeout in milliseconds (max 600000)" | |
| } | |
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| "command" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "BatchTool", | |
| "description": "\n- Batch execution tool that runs multiple tool invocations in a single request\n- Tools are executed in parallel when possible, and otherwise serially\n- Takes a list of tool invocations (tool_name and input pairs)\n- Returns the collected results from all invocations\n- Use this tool when you need to run multiple independent tool operations at once -- it is awesome for speeding up your workflow, reducing both context usage and latency\n- Each tool will respect its own permissions and validation rules\n- The tool's outputs are NOT shown to the user; to answer the user's query, you MUST send a message with the results after the tool call completes, otherwise the user will not see the results\n\nAvailable tools:\nTool: dispatch_agent\nArguments: prompt: string \"The task for the agent to perform\"\nUsage: Launch a new agent that has access to the following tools: Bash, BatchTool, GlobTool, GrepTool, LS, View, Edit, Replace, ReadNotebook, NotebookEditCell, WebFetchTool. When you are searching for a keyword or file and are not confident that you will find the right match in the first few tries, use the Agent tool to perform the search for you.\n\nWhen to use the Agent tool:\n- If you are searching for a keyword like \"config\" or \"logger\", or for questions like \"which file does X?\", the Agent tool is strongly recommended\n\nWhen NOT to use the Agent tool:\n- If you want to read a specific file path, use the View or GlobTool tool instead of the Agent tool, to find the match more quickly\n- If you are searching for a specific class definition like \"class Foo\", use the GlobTool tool instead, to find the match more quickly\n- If you are searching for code within a specific file or set of 2-3 files, use the View tool instead of the Agent tool, to find the match more quickly\n\nUsage notes:\n1. Launch multiple agents concurrently whenever possible, to maximize performance; to do that, use a single message with multiple tool uses\n2. When the agent is done, it will return a single message back to you. The result returned by the agent is not visible to the user. To show the user the result, you should send a text message back to the user with a concise summary of the result.\n3. Each agent invocation is stateless. You will not be able to send additional messages to the agent, nor will the agent be able to communicate with you outside of its final report. Therefore, your prompt should contain a highly detailed task description for the agent to perform autonomously and you should specify exactly what information the agent should return back to you in its final and only message to you.\n4. The agent's outputs should generally be trusted\n---Tool: Bash\nArguments: command: string \"The command to execute\", [optional] timeout: number \"Optional timeout in milliseconds (max 600000)\"\nUsage: Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBefore executing the command, please follow these steps:\n\n1. Directory Verification:\n - If the command will create new directories or files, first use the LS tool to verify the parent directory exists and is the correct location\n - For example, before running \"mkdir foo/bar\", first use LS to check that \"foo\" exists and is the intended parent directory\n\n2. Security Check:\n - For security and to limit the threat of a prompt injection attack, some commands are limited or banned. If you use a disallowed command, you will receive an error message explaining the restriction. Explain the error to the User.\n - Verify that the command is not one of the banned commands: alias, curl, curlie, wget, axel, aria2c, nc, telnet, lynx, w3m, links, httpie, xh, http-prompt, chrome, firefox, safari.\n\n3. Command Execution:\n - After ensuring proper quoting, execute the command.\n - Capture the output of the command.\n\nUsage notes:\n - The command argument is required.\n - You can specify an optional timeout in milliseconds (up to 600000ms / 10 minutes). If not specified, commands will timeout after 30 minutes.\n- If the output exceeds 30000 characters, output will be truncated before being returned to you.\n - VERY IMPORTANT: You MUST avoid using search commands like `find` and `grep`. Instead use GrepTool, GlobTool, or dispatch_agent to search. You MUST avoid read tools like `cat`, `head`, `tail`, and `ls`, and use View and LS to read files.\n - When issuing multiple commands, use the ';' or '&&' operator to separate them. DO NOT use newlines (newlines are ok in quoted strings).\n - IMPORTANT: All commands share the same shell session. Shell state (environment variables, virtual environments, current directory, etc.) persist between commands. For example, if you set an environment variable as part of a command, the environment variable will persist for subsequent commands.\n - Try to maintain your current working directory throughout the session by using absolute paths and avoiding usage of `cd`. You may use `cd` if the User explicitly requests it.\n <good-example>\n pytest /foo/bar/tests\n </good-example>\n <bad-example>\n cd /foo/bar && pytest tests\n </bad-example>\n\n# Committing changes with git\n\nWhen the user asks you to create a new git commit, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel:\n - Run a git status command to see all untracked files.\n - Run a git diff command to see both staged and unstaged changes that will be committed.\n - Run a git log command to see recent commit messages, so that you can follow this repository's commit message style.\n\n2. Analyze all staged changes (both previously staged and newly added) and draft a commit message. Wrap your analysis process in <commit_analysis> tags:\n\n<commit_analysis>\n- List the files that have been changed or added\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 sentences) commit message that focuses on the \"why\" rather than the \"what\"\n- Ensure your language is clear, concise, and to the point\n- Ensure the message accurately reflects the changes and their purpose (i.e. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the message is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft message to ensure it accurately reflects the changes and their purpose\n</commit_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Add relevant untracked files to the staging area.\n - Create the commit with a message ending with:\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n - Run git status to make sure the commit succeeded.\n\n4. If the commit fails due to pre-commit hook changes, retry the commit ONCE to include these automated changes. If it fails again, it usually means a pre-commit hook is preventing the commit. If the commit succeeds but you notice that files were modified by the pre-commit hook, you MUST amend your commit to include them.\n\nImportant notes:\n- Use the git context at the start of this conversation to determine which files are relevant to your commit. Be careful not to stage and commit files (e.g. with `git add .`) that aren't relevant to your commit.\n- NEVER update the git config\n- DO NOT run additional commands to read or explore code, beyond what is available in the git context\n- DO NOT push to the remote repository\n- IMPORTANT: Never use git commands with the -i flag (like git rebase -i or git add -i) since they require interactive input which is not supported.\n- If there are no changes to commit (i.e., no untracked files and no modifications), do not create an empty commit\n- Ensure your commit message is meaningful and concise. It should explain the purpose of the changes, not just describe them.\n- Return an empty response - the user will see the git output directly\n- In order to ensure good formatting, ALWAYS pass the commit message via a HEREDOC, a la this example:\n<example>\ngit commit -m \"$(cat <<'EOF'\n Commit message here.\n\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n EOF\n )\"\n</example>\n\n# Creating pull requests\nUse the gh command via the Bash tool for ALL GitHub-related tasks including working with issues, pull requests, checks, and releases. If given a Github URL use the gh command to get the information needed.\n\nIMPORTANT: When the user asks you to create a pull request, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel, in order to understand the current state of the branch since it diverged from the main branch:\n - Run a git status command to see all untracked files\n - Run a git diff command to see both staged and unstaged changes that will be committed\n - Check if the current branch tracks a remote branch and is up to date with the remote, so you know if you need to push to the remote\n - Run a git log command and `git diff main...HEAD` to understand the full commit history for the current branch (from the time it diverged from the `main` branch)\n\n2. Analyze all changes that will be included in the pull request, making sure to look at all relevant commits (not just the latest commit, but all commits that will be included in the pull request!), and draft a pull request summary. Wrap your analysis process in <pr_analysis> tags:\n\n<pr_analysis>\n- List the commits since diverging from the main branch\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Do not use tools to explore code, beyond what is available in the git context\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 bullet points) pull request summary that focuses on the \"why\" rather than the \"what\"\n- Ensure the summary accurately reflects all changes since diverging from the main branch\n- Ensure your language is clear, concise, and to the point\n- Ensure the summary accurately reflects the changes and their purpose (ie. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the summary is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft summary to ensure it accurately reflects the changes and their purpose\n</pr_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Create new branch if needed\n - Push to remote with -u flag if needed\n - Create PR using gh pr create with the format below. Use a HEREDOC to pass the body to ensure correct formatting.\n<example>\ngh pr create --title \"the pr title\" --body \"$(cat <<'EOF'\n## Summary\n<1-3 bullet points>\n\n## Test plan\n[Checklist of TODOs for testing the pull request...]\n\n🤖 Generated with [Claude Code](https://claude.ai/code)\nEOF\n)\"\n</example>\n\nImportant:\n- NEVER update the git config\n- Return an empty response - the user will see the gh output directly\n---Tool: GlobTool\nArguments: pattern: string \"The glob pattern to match files against\", [optional] path: string \"The directory to search in. Defaults to the current working directory.\"\nUsage: - Fast file pattern matching tool that works with any codebase size\n- Supports glob patterns like \"**/*.js\" or \"src/**/*.ts\"\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files by name patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n\n---Tool: GrepTool\nArguments: pattern: string \"The regular expression pattern to search for in file contents\", [optional] path: string \"The directory to search in. Defaults to the current working directory.\", [optional] include: string \"File pattern to include in the search (e.g. \"*.js\", \"*.{ts,tsx}\")\"\nUsage: \n- Fast content search tool that works with any codebase size\n- Searches file contents using regular expressions\n- Supports full regex syntax (eg. \"log.*Error\", \"function\\s+\\w+\", etc.)\n- Filter files by pattern with the include parameter (eg. \"*.js\", \"*.{ts,tsx}\")\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files containing specific patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n\n---Tool: LS\nArguments: path: string \"The absolute path to the directory to list (must be absolute, not relative)\", [optional] ignore: array \"List of glob patterns to ignore\"\nUsage: Lists files and directories in a given path. The path parameter must be an absolute path, not a relative path. You can optionally provide an array of glob patterns to ignore with the ignore parameter. You should generally prefer the Glob and Grep tools, if you know which directories to search.\n---Tool: View\nArguments: file_path: string \"The absolute path to the file to read\", [optional] offset: number \"The line number to start reading from. Only provide if the file is too large to read at once\", [optional] limit: number \"The number of lines to read. Only provide if the file is too large to read at once.\"\nUsage: Reads a file from the local filesystem.\n\nUsage:\n- The file_path parameter must be an absolute path, not a relative path\n- By default, it reads up to 2000 lines starting from the beginning of the file\n- You can optionally specify a line offset and limit (especially handy for long files), but it's recommended to read the whole file by not providing these parameters\n- Any lines longer than 2000 characters will be truncated\n- Results are returned using cat -n format, with line numbers starting at 1\n- For image files, the tool will display the image for you\nFor Jupyter notebooks (.ipynb files), use the ReadNotebook instead\n---Tool: Edit\nArguments: file_path: string \"The absolute path to the file to modify\", old_string: string \"The text to replace\", new_string: string \"The text to replace it with\"\nUsage: This is a tool for editing files. For moving or renaming files, you should generally use the Bash tool with the 'mv' command instead. For larger edits, use the Write tool to overwrite files. For Jupyter notebooks (.ipynb files), use the NotebookEditCell instead.\n\nBefore using this tool:\n\n1. Use the View tool to understand the file's contents and context\n\n2. Verify the directory path is correct (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location\n\nTo make a file edit, provide the following:\n1. file_path: The absolute path to the file to modify (must be absolute, not relative)\n2. old_string: The text to replace (must be unique within the file, and must match the file contents exactly, including all whitespace and indentation)\n3. new_string: The edited text to replace the old_string\n\nThe tool will replace ONE occurrence of old_string with new_string in the specified file.\n\nCRITICAL REQUIREMENTS FOR USING THIS TOOL:\n\n1. UNIQUENESS: The old_string MUST uniquely identify the specific instance you want to change. This means:\n - Include AT LEAST 3-5 lines of context BEFORE the change point\n - Include AT LEAST 3-5 lines of context AFTER the change point\n - Include all whitespace, indentation, and surrounding code exactly as it appears in the file\n\n2. SINGLE INSTANCE: This tool can only change ONE instance at a time. If you need to change multiple instances:\n - Make separate calls to this tool for each instance\n - Each call must uniquely identify its specific instance using extensive context\n\n3. VERIFICATION: Before using this tool:\n - Check how many instances of the target text exist in the file\n - If multiple instances exist, gather enough context to uniquely identify each one\n - Plan separate tool calls for each instance\n\nWARNING: If you do not follow these requirements:\n - The tool will fail if old_string matches multiple locations\n - The tool will fail if old_string doesn't match exactly (including whitespace)\n - You may change the wrong instance if you don't include enough context\n\nWhen making edits:\n - Ensure the edit results in idiomatic, correct code\n - Do not leave the code in a broken state\n - Always use absolute file paths (starting with /)\n\nIf you want to create a new file, use:\n - A new file path, including dir name if needed\n - An empty old_string\n - The new file's contents as new_string\n\nRemember: when making multiple file edits in a row to the same file, you should prefer to send all edits in a single message with multiple calls to this tool, rather than multiple messages with a single call each.\n\n---Tool: Replace\nArguments: file_path: string \"The absolute path to the file to write (must be absolute, not relative)\", content: string \"The content to write to the file\"\nUsage: Write a file to the local filesystem. Overwrites the existing file if there is one.\n\nBefore using this tool:\n\n1. Use the ReadFile tool to understand the file's contents and context\n\n2. Directory Verification (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location\n---Tool: ReadNotebook\nArguments: notebook_path: string \"The absolute path to the Jupyter notebook file to read (must be absolute, not relative)\"\nUsage: Reads a Jupyter notebook (.ipynb file) and returns all of the cells with their outputs. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path.\n---Tool: NotebookEditCell\nArguments: notebook_path: string \"The absolute path to the Jupyter notebook file to edit (must be absolute, not relative)\", cell_number: number \"The index of the cell to edit (0-based)\", new_source: string \"The new source for the cell\", [optional] cell_type: string \"The type of the cell (code or markdown). If not specified, it defaults to the current cell type. If using edit_mode=insert, this is required.\", [optional] edit_mode: string \"The type of edit to make (replace, insert, delete). Defaults to replace.\"\nUsage: Completely replaces the contents of a specific cell in a Jupyter notebook (.ipynb file) with new source. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path. The cell_number is 0-indexed. Use edit_mode=insert to add a new cell at the index specified by cell_number. Use edit_mode=delete to delete the cell at the index specified by cell_number.\n---Tool: WebFetchTool\nArguments: url: string \"The URL to fetch content from\", prompt: string \"The prompt to run on the fetched content\"\nUsage: \n- Fetches content from a specified URL and processes it using an AI model\n- Takes a URL and a prompt as input\n- Fetches the URL content, converts HTML to markdown\n- Processes the content with the prompt using a small, fast model\n- Returns the model's response about the content\n- Use this tool when you need to retrieve and analyze web content\n\nUsage notes:\n - IMPORTANT: If an MCP-provided web fetch tool is available, prefer using that tool instead of this one, as it may have fewer restrictions. All MCP-provided tools start with \"mcp__\".\n - The URL must be a fully-formed valid URL\n - HTTP URLs will be automatically upgraded to HTTPS\n - For security reasons, the URL must have been provided directly by the user\n - The prompt should describe what information you want to extract from the page\n - This tool is read-only and does not modify any files\n - Results may be summarized if the content is very large\n\n\nExample usage:\n{\n \"invocations\": [\n {\n \"tool_name\": \"Bash\",\n \"input\": {\n \"command\": \"git blame src/foo.ts\"\n }\n },\n {\n \"tool_name\": \"GlobTool\",\n \"input\": {\n \"pattern\": \"**/*.ts\"\n }\n },\n {\n \"tool_name\": \"GrepTool\",\n \"input\": {\n \"pattern\": \"function\",\n \"include\": \"*.ts\"\n }\n }\n ]\n}\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "description": { | |
| "type": "string", | |
| "description": "A short (3-5 word) description of the batch operation" | |
| }, | |
| "invocations": { | |
| "type": "array", | |
| "items": { | |
| "type": "object", | |
| "properties": { | |
| "tool_name": { | |
| "type": "string", | |
| "description": "The name of the tool to invoke" | |
| }, | |
| "input": { | |
| "type": "object", | |
| "additionalProperties": {}, | |
| "description": "The input to pass to the tool" | |
| } | |
| }, | |
| "required": [ | |
| "tool_name", | |
| "input" | |
| ], | |
| "additionalProperties": false | |
| }, | |
| "description": "The list of tool invocations to execute" | |
| } | |
| }, | |
| "required": [ | |
| "description", | |
| "invocations" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "GlobTool", | |
| "description": "- Fast file pattern matching tool that works with any codebase size\n- Supports glob patterns like \"**/*.js\" or \"src/**/*.ts\"\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files by name patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "pattern": { | |
| "type": "string", | |
| "description": "The glob pattern to match files against" | |
| }, | |
| "path": { | |
| "type": "string", | |
| "description": "The directory to search in. Defaults to the current working directory." | |
| } | |
| }, | |
| "required": [ | |
| "pattern" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "GrepTool", | |
| "description": "\n- Fast content search tool that works with any codebase size\n- Searches file contents using regular expressions\n- Supports full regex syntax (eg. \"log.*Error\", \"function\\s+\\w+\", etc.)\n- Filter files by pattern with the include parameter (eg. \"*.js\", \"*.{ts,tsx}\")\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files containing specific patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "pattern": { | |
| "type": "string", | |
| "description": "The regular expression pattern to search for in file contents" | |
| }, | |
| "path": { | |
| "type": "string", | |
| "description": "The directory to search in. Defaults to the current working directory." | |
| }, | |
| "include": { | |
| "type": "string", | |
| "description": "File pattern to include in the search (e.g. \"*.js\", \"*.{ts,tsx}\")" | |
| } | |
| }, | |
| "required": [ | |
| "pattern" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "LS", | |
| "description": "Lists files and directories in a given path. The path parameter must be an absolute path, not a relative path. You can optionally provide an array of glob patterns to ignore with the ignore parameter. You should generally prefer the Glob and Grep tools, if you know which directories to search.", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "path": { | |
| "type": "string", | |
| "description": "The absolute path to the directory to list (must be absolute, not relative)" | |
| }, | |
| "ignore": { | |
| "type": "array", | |
| "items": { | |
| "type": "string" | |
| }, | |
| "description": "List of glob patterns to ignore" | |
| } | |
| }, | |
| "required": [ | |
| "path" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "View", | |
| "description": "Reads a file from the local filesystem.\n\nUsage:\n- The file_path parameter must be an absolute path, not a relative path\n- By default, it reads up to 2000 lines starting from the beginning of the file\n- You can optionally specify a line offset and limit (especially handy for long files), but it's recommended to read the whole file by not providing these parameters\n- Any lines longer than 2000 characters will be truncated\n- Results are returned using cat -n format, with line numbers starting at 1\n- For image files, the tool will display the image for you\nFor Jupyter notebooks (.ipynb files), use the ReadNotebook instead", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "file_path": { | |
| "type": "string", | |
| "description": "The absolute path to the file to read" | |
| }, | |
| "offset": { | |
| "type": "number", | |
| "description": "The line number to start reading from. Only provide if the file is too large to read at once" | |
| }, | |
| "limit": { | |
| "type": "number", | |
| "description": "The number of lines to read. Only provide if the file is too large to read at once." | |
| } | |
| }, | |
| "required": [ | |
| "file_path" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "Edit", | |
| "description": "This is a tool for editing files. For moving or renaming files, you should generally use the Bash tool with the 'mv' command instead. For larger edits, use the Write tool to overwrite files. For Jupyter notebooks (.ipynb files), use the NotebookEditCell instead.\n\nBefore using this tool:\n\n1. Use the View tool to understand the file's contents and context\n\n2. Verify the directory path is correct (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location\n\nTo make a file edit, provide the following:\n1. file_path: The absolute path to the file to modify (must be absolute, not relative)\n2. old_string: The text to replace (must be unique within the file, and must match the file contents exactly, including all whitespace and indentation)\n3. new_string: The edited text to replace the old_string\n\nThe tool will replace ONE occurrence of old_string with new_string in the specified file.\n\nCRITICAL REQUIREMENTS FOR USING THIS TOOL:\n\n1. UNIQUENESS: The old_string MUST uniquely identify the specific instance you want to change. This means:\n - Include AT LEAST 3-5 lines of context BEFORE the change point\n - Include AT LEAST 3-5 lines of context AFTER the change point\n - Include all whitespace, indentation, and surrounding code exactly as it appears in the file\n\n2. SINGLE INSTANCE: This tool can only change ONE instance at a time. If you need to change multiple instances:\n - Make separate calls to this tool for each instance\n - Each call must uniquely identify its specific instance using extensive context\n\n3. VERIFICATION: Before using this tool:\n - Check how many instances of the target text exist in the file\n - If multiple instances exist, gather enough context to uniquely identify each one\n - Plan separate tool calls for each instance\n\nWARNING: If you do not follow these requirements:\n - The tool will fail if old_string matches multiple locations\n - The tool will fail if old_string doesn't match exactly (including whitespace)\n - You may change the wrong instance if you don't include enough context\n\nWhen making edits:\n - Ensure the edit results in idiomatic, correct code\n - Do not leave the code in a broken state\n - Always use absolute file paths (starting with /)\n\nIf you want to create a new file, use:\n - A new file path, including dir name if needed\n - An empty old_string\n - The new file's contents as new_string\n\nRemember: when making multiple file edits in a row to the same file, you should prefer to send all edits in a single message with multiple calls to this tool, rather than multiple messages with a single call each.\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "file_path": { | |
| "type": "string", | |
| "description": "The absolute path to the file to modify" | |
| }, | |
| "old_string": { | |
| "type": "string", | |
| "description": "The text to replace" | |
| }, | |
| "new_string": { | |
| "type": "string", | |
| "description": "The text to replace it with" | |
| } | |
| }, | |
| "required": [ | |
| "file_path", | |
| "old_string", | |
| "new_string" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "Replace", | |
| "description": "Write a file to the local filesystem. Overwrites the existing file if there is one.\n\nBefore using this tool:\n\n1. Use the ReadFile tool to understand the file's contents and context\n\n2. Directory Verification (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "file_path": { | |
| "type": "string", | |
| "description": "The absolute path to the file to write (must be absolute, not relative)" | |
| }, | |
| "content": { | |
| "type": "string", | |
| "description": "The content to write to the file" | |
| } | |
| }, | |
| "required": [ | |
| "file_path", | |
| "content" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "ReadNotebook", | |
| "description": "Reads a Jupyter notebook (.ipynb file) and returns all of the cells with their outputs. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path.", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "notebook_path": { | |
| "type": "string", | |
| "description": "The absolute path to the Jupyter notebook file to read (must be absolute, not relative)" | |
| } | |
| }, | |
| "required": [ | |
| "notebook_path" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "NotebookEditCell", | |
| "description": "Completely replaces the contents of a specific cell in a Jupyter notebook (.ipynb file) with new source. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path. The cell_number is 0-indexed. Use edit_mode=insert to add a new cell at the index specified by cell_number. Use edit_mode=delete to delete the cell at the index specified by cell_number.", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "notebook_path": { | |
| "type": "string", | |
| "description": "The absolute path to the Jupyter notebook file to edit (must be absolute, not relative)" | |
| }, | |
| "cell_number": { | |
| "type": "number", | |
| "description": "The index of the cell to edit (0-based)" | |
| }, | |
| "new_source": { | |
| "type": "string", | |
| "description": "The new source for the cell" | |
| }, | |
| "cell_type": { | |
| "type": "string", | |
| "enum": [ | |
| "code", | |
| "markdown" | |
| ], | |
| "description": "The type of the cell (code or markdown). If not specified, it defaults to the current cell type. If using edit_mode=insert, this is required." | |
| }, | |
| "edit_mode": { | |
| "type": "string", | |
| "description": "The type of edit to make (replace, insert, delete). Defaults to replace." | |
| } | |
| }, | |
| "required": [ | |
| "notebook_path", | |
| "cell_number", | |
| "new_source" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "WebFetchTool", | |
| "description": "\n- Fetches content from a specified URL and processes it using an AI model\n- Takes a URL and a prompt as input\n- Fetches the URL content, converts HTML to markdown\n- Processes the content with the prompt using a small, fast model\n- Returns the model's response about the content\n- Use this tool when you need to retrieve and analyze web content\n\nUsage notes:\n - IMPORTANT: If an MCP-provided web fetch tool is available, prefer using that tool instead of this one, as it may have fewer restrictions. All MCP-provided tools start with \"mcp__\".\n - The URL must be a fully-formed valid URL\n - HTTP URLs will be automatically upgraded to HTTPS\n - For security reasons, the URL must have been provided directly by the user\n - The prompt should describe what information you want to extract from the page\n - This tool is read-only and does not modify any files\n - Results may be summarized if the content is very large\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "url": { | |
| "type": "string", | |
| "format": "uri", | |
| "description": "The URL to fetch content from" | |
| }, | |
| "prompt": { | |
| "type": "string", | |
| "description": "The prompt to run on the fetched content" | |
| } | |
| }, | |
| "required": [ | |
| "url", | |
| "prompt" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| } | |
| ], | |
| "metadata": { | |
| "user_id": "21bc4c65d9a18770ef6c7660f71eea638f6fc9f171cebb72d7e6b7e9b204ad24" | |
| }, | |
| "stream": true, | |
| "anthropic_version": "vertex-2023-10-16" | |
| } | |
| { | |
| "max_tokens": 20000, | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "write a python script that prints 'Hello, World!' to hello.py and make it executable then say 'all done'" | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": [ | |
| { | |
| "type": "tool_use", | |
| "id": "toolu_vrtx_01QoRhCX7vpz2qJ5QrgAUm23", | |
| "name": "Edit", | |
| "input": { | |
| "file_path": "/Users/andy/repos/antproxy/test/hello.py", | |
| "old_string": "", | |
| "new_string": "#!/usr/bin/env python3\n\nprint('Hello, World!')" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "user", | |
| "content": [ | |
| { | |
| "type": "tool_result", | |
| "content": "The file /Users/andy/repos/antproxy/test/hello.py has been updated. Here's the result of running `cat -n` on a snippet of the edited file:\n 1\t#!/usr/bin/env python3\n 2\t\n 3\tprint('Hello, World!')", | |
| "tool_use_id": "toolu_vrtx_01QoRhCX7vpz2qJ5QrgAUm23" | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": [ | |
| { | |
| "type": "tool_use", | |
| "id": "toolu_vrtx_01QoRhCX7vpz2qJ5QrgAUm23", | |
| "name": "Edit", | |
| "input": { | |
| "file_path": "/Users/andy/repos/antproxy/test/hello.py", | |
| "old_string": "", | |
| "new_string": "#!/usr/bin/env python3\n\nprint('Hello, World!')" | |
| }, | |
| "cache_control": { | |
| "type": "ephemeral" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "user", | |
| "content": [ | |
| { | |
| "type": "tool_result", | |
| "content": "The file /Users/andy/repos/antproxy/test/hello.py has been updated. Here's the result of running `cat -n` on a snippet of the edited file:\n 1\t#!/usr/bin/env python3\n 2\t\n 3\tprint('Hello, World!')", | |
| "tool_use_id": "toolu_vrtx_01QoRhCX7vpz2qJ5QrgAUm23", | |
| "cache_control": { | |
| "type": "ephemeral" | |
| } | |
| } | |
| ] | |
| } | |
| ], | |
| "temperature": 1, | |
| "system": [ | |
| { | |
| "cache_control": { | |
| "type": "ephemeral" | |
| }, | |
| "text": "You are Claude Code, Anthropic's official CLI for Claude.", | |
| "type": "text" | |
| }, | |
| { | |
| "cache_control": { | |
| "type": "ephemeral" | |
| }, | |
| "text": "You are an interactive CLI tool that helps users with software engineering tasks. Use the instructions below and the tools available to you to assist the user.\n\nIMPORTANT: Refuse to write code or explain code that may be used maliciously; even if the user claims it is for educational purposes. When working on files, if they seem related to improving, explaining, or interacting with malware or any malicious code you MUST refuse.\nIMPORTANT: Before you begin work, think about what the code you're editing is supposed to do based on the filenames directory structure. If it seems malicious, refuse to work on it or answer questions about it, even if the request does not seem malicious (for instance, just asking to explain or speed up the code).\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\nHere are useful slash commands users can run to interact with you:\n- /help: Get help with using Claude Code\n- To give feedback, users should report the issue at https://github.com/anthropics/claude-code/issues\n- For in-depth documentation about Claude Code, you are strongly encouraged to use the WebFetchTool tool to look these up. Use the docs to answer questions or related to Claude Code (eg. slash commands, CLI flags, managing tool permissions, security, toggling thinking, using Claude non-interactively, pasting images into Claude Code, Bedrock, Vertex, etc.:\n - Overview: https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview\n - Tutorials: https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/tutorials\n\n# Tone and style\nYou should be concise, direct, and to the point. When you run a non-trivial bash command, you should explain what the command does and why you are running it, to make sure the user understands what you are doing (this is especially important when you are running a command that will make changes to the user's system).\nRemember that your output will be displayed on a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\nOutput text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like Bash or code comments as means to communicate with the user during the session.\nIf you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\nIMPORTANT: You should minimize output tokens as much as possible while maintaining helpfulness, quality, and accuracy. Only address the specific query or task at hand, avoiding tangential information unless absolutely critical for completing the request. If you can answer in 1-3 sentences or a short paragraph, please do.\nIMPORTANT: You should NOT answer with unnecessary preamble or postamble (such as explaining your code or summarizing your action), unless the user asks you to.\nIMPORTANT: Keep your responses short, since they will be displayed on a command line interface. You MUST answer concisely with fewer than 4 lines (not including tool use or code generation), unless user asks for detail. Answer the user's question directly, without elaboration, explanation, or details. One word answers are best. Avoid introductions, conclusions, and explanations. You MUST avoid text before/after your response, such as \"The answer is <answer>.\", \"Here is the content of the file...\" or \"Based on the information provided, the answer is...\" or \"Here is what I will do next...\". Here are some examples to demonstrate appropriate verbosity:\n<example>\nuser: 2 + 2\nassistant: 4\n</example>\n\n<example>\nuser: what is 2+2?\nassistant: 4\n</example>\n\n<example>\nuser: is 11 a prime number?\nassistant: Yes\n</example>\n\n<example>\nuser: what command should I run to list files in the current directory?\nassistant: ls\n</example>\n\n<example>\nuser: what command should I run to watch files in the current directory?\nassistant: [use the ls tool to list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nnpm run dev\n</example>\n\n<example>\nuser: How many golf balls fit inside a jetta?\nassistant: 150000\n</example>\n\n<example>\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nuser: which file contains the implementation of foo?\nassistant: src/foo.c\n</example>\n\n<example>\nuser: write tests for new feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n</example>\n\n# Proactiveness\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n1. Doing the right thing when asked, including taking actions and follow-up actions\n2. Not surprising the user with actions you take without asking\nFor example, if the user asks you how to approach something, you should do your best to answer their question first, and not immediately jump into taking actions.\n3. Do not add additional code explanation summary unless requested by the user. After working on a file, just stop, rather than providing an explanation of what you did.\n\n# Synthetic messages\nSometimes, the conversation will contain messages like [Request interrupted by user] or [Request interrupted by user for tool use]. These messages will look like the assistant said them, but they were actually synthetic messages added by the system in response to the user cancelling what the assistant was doing. You should not respond to these messages. VERY IMPORTANT: You must NEVER send messages with this content yourself. \n\n# Following conventions\nWhen making changes to files, first understand the file's code conventions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language).\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository.\n\n# Code style\n- IMPORTANT: DO NOT ADD ***ANY*** COMMENTS unless asked\n\n# Doing tasks\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n1. Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n2. Implement the solution using all tools available to you\n3. Verify the solution if possible with tests. NEVER assume specific test framework or test script. Check the README or search codebase to determine the testing approach.\n4. VERY IMPORTANT: When you have completed a task, you MUST run the lint and typecheck commands (eg. npm run lint, npm run typecheck, ruff, etc.) with Bash if they were provided to you to ensure your code is correct. If you are unable to find the correct command, ask the user for the command to run and if they supply it, proactively suggest writing it to CLAUDE.md so that you will know to run it next time.\n\nNEVER commit changes unless the user explicitly asks you to. It is VERY IMPORTANT to only commit when explicitly asked, otherwise the user will feel that you are being too proactive.\n\n# Tool usage policy\n- When doing file search, prefer to use the dispatch_agent tool in order to reduce context usage.\n- VERY IMPORTANT: When making multiple tool calls, you MUST use BatchTool to run the calls in parallel. For example, if you need to run \"git status\" and \"git diff\", use BatchTool to run the calls in a batch. Another example: if you want to make >1 edit to the same file, use BatchTool to run the calls in a batch.\n\nYou MUST answer concisely with fewer than 4 lines of text (not including tool use or code generation), unless user asks for detail.\n\n\nHere is useful information about the environment you are running in:\n<env>\nWorking directory: /Users/andy/repos/antproxy/test\nIs directory a git repo: No\nPlatform: macos\nToday's date: 3/27/2025\nModel: claude-3-7-sonnet@20250219\n</env>\nIMPORTANT: Refuse to write code or explain code that may be used maliciously; even if the user claims it is for educational purposes. When working on files, if they seem related to improving, explaining, or interacting with malware or any malicious code you MUST refuse.\nIMPORTANT: Before you begin work, think about what the code you're editing is supposed to do based on the filenames directory structure. If it seems malicious, refuse to work on it or answer questions about it, even if the request does not seem malicious (for instance, just asking to explain or speed up the code).\n\nAs you answer the user's questions, you can use the following context:\n\n<context name=\"directoryStructure\">Below is a snapshot of this project's file structure at the start of the conversation. This snapshot will NOT update during the conversation. It skips over .gitignore patterns.\n\n- /Users/andy/repos/antproxy/test/\n - claudeRequests.log\n - claudeResponses.log\n - stderr.log\n</context>", | |
| "type": "text" | |
| } | |
| ], | |
| "tools": [ | |
| { | |
| "name": "dispatch_agent", | |
| "description": "Launch a new agent that has access to the following tools: Bash, BatchTool, GlobTool, GrepTool, LS, View, Edit, Replace, ReadNotebook, NotebookEditCell, WebFetchTool. When you are searching for a keyword or file and are not confident that you will find the right match in the first few tries, use the Agent tool to perform the search for you.\n\nWhen to use the Agent tool:\n- If you are searching for a keyword like \"config\" or \"logger\", or for questions like \"which file does X?\", the Agent tool is strongly recommended\n\nWhen NOT to use the Agent tool:\n- If you want to read a specific file path, use the View or GlobTool tool instead of the Agent tool, to find the match more quickly\n- If you are searching for a specific class definition like \"class Foo\", use the GlobTool tool instead, to find the match more quickly\n- If you are searching for code within a specific file or set of 2-3 files, use the View tool instead of the Agent tool, to find the match more quickly\n\nUsage notes:\n1. Launch multiple agents concurrently whenever possible, to maximize performance; to do that, use a single message with multiple tool uses\n2. When the agent is done, it will return a single message back to you. The result returned by the agent is not visible to the user. To show the user the result, you should send a text message back to the user with a concise summary of the result.\n3. Each agent invocation is stateless. You will not be able to send additional messages to the agent, nor will the agent be able to communicate with you outside of its final report. Therefore, your prompt should contain a highly detailed task description for the agent to perform autonomously and you should specify exactly what information the agent should return back to you in its final and only message to you.\n4. The agent's outputs should generally be trusted", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "prompt": { | |
| "type": "string", | |
| "description": "The task for the agent to perform" | |
| } | |
| }, | |
| "required": [ | |
| "prompt" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "Bash", | |
| "description": "Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBefore executing the command, please follow these steps:\n\n1. Directory Verification:\n - If the command will create new directories or files, first use the LS tool to verify the parent directory exists and is the correct location\n - For example, before running \"mkdir foo/bar\", first use LS to check that \"foo\" exists and is the intended parent directory\n\n2. Security Check:\n - For security and to limit the threat of a prompt injection attack, some commands are limited or banned. If you use a disallowed command, you will receive an error message explaining the restriction. Explain the error to the User.\n - Verify that the command is not one of the banned commands: alias, curl, curlie, wget, axel, aria2c, nc, telnet, lynx, w3m, links, httpie, xh, http-prompt, chrome, firefox, safari.\n\n3. Command Execution:\n - After ensuring proper quoting, execute the command.\n - Capture the output of the command.\n\nUsage notes:\n - The command argument is required.\n - You can specify an optional timeout in milliseconds (up to 600000ms / 10 minutes). If not specified, commands will timeout after 30 minutes.\n- If the output exceeds 30000 characters, output will be truncated before being returned to you.\n - VERY IMPORTANT: You MUST avoid using search commands like `find` and `grep`. Instead use GrepTool, GlobTool, or dispatch_agent to search. You MUST avoid read tools like `cat`, `head`, `tail`, and `ls`, and use View and LS to read files.\n - When issuing multiple commands, use the ';' or '&&' operator to separate them. DO NOT use newlines (newlines are ok in quoted strings).\n - IMPORTANT: All commands share the same shell session. Shell state (environment variables, virtual environments, current directory, etc.) persist between commands. For example, if you set an environment variable as part of a command, the environment variable will persist for subsequent commands.\n - Try to maintain your current working directory throughout the session by using absolute paths and avoiding usage of `cd`. You may use `cd` if the User explicitly requests it.\n <good-example>\n pytest /foo/bar/tests\n </good-example>\n <bad-example>\n cd /foo/bar && pytest tests\n </bad-example>\n\n# Committing changes with git\n\nWhen the user asks you to create a new git commit, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel:\n - Run a git status command to see all untracked files.\n - Run a git diff command to see both staged and unstaged changes that will be committed.\n - Run a git log command to see recent commit messages, so that you can follow this repository's commit message style.\n\n2. Analyze all staged changes (both previously staged and newly added) and draft a commit message. Wrap your analysis process in <commit_analysis> tags:\n\n<commit_analysis>\n- List the files that have been changed or added\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 sentences) commit message that focuses on the \"why\" rather than the \"what\"\n- Ensure your language is clear, concise, and to the point\n- Ensure the message accurately reflects the changes and their purpose (i.e. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the message is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft message to ensure it accurately reflects the changes and their purpose\n</commit_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Add relevant untracked files to the staging area.\n - Create the commit with a message ending with:\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n - Run git status to make sure the commit succeeded.\n\n4. If the commit fails due to pre-commit hook changes, retry the commit ONCE to include these automated changes. If it fails again, it usually means a pre-commit hook is preventing the commit. If the commit succeeds but you notice that files were modified by the pre-commit hook, you MUST amend your commit to include them.\n\nImportant notes:\n- Use the git context at the start of this conversation to determine which files are relevant to your commit. Be careful not to stage and commit files (e.g. with `git add .`) that aren't relevant to your commit.\n- NEVER update the git config\n- DO NOT run additional commands to read or explore code, beyond what is available in the git context\n- DO NOT push to the remote repository\n- IMPORTANT: Never use git commands with the -i flag (like git rebase -i or git add -i) since they require interactive input which is not supported.\n- If there are no changes to commit (i.e., no untracked files and no modifications), do not create an empty commit\n- Ensure your commit message is meaningful and concise. It should explain the purpose of the changes, not just describe them.\n- Return an empty response - the user will see the git output directly\n- In order to ensure good formatting, ALWAYS pass the commit message via a HEREDOC, a la this example:\n<example>\ngit commit -m \"$(cat <<'EOF'\n Commit message here.\n\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n EOF\n )\"\n</example>\n\n# Creating pull requests\nUse the gh command via the Bash tool for ALL GitHub-related tasks including working with issues, pull requests, checks, and releases. If given a Github URL use the gh command to get the information needed.\n\nIMPORTANT: When the user asks you to create a pull request, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel, in order to understand the current state of the branch since it diverged from the main branch:\n - Run a git status command to see all untracked files\n - Run a git diff command to see both staged and unstaged changes that will be committed\n - Check if the current branch tracks a remote branch and is up to date with the remote, so you know if you need to push to the remote\n - Run a git log command and `git diff main...HEAD` to understand the full commit history for the current branch (from the time it diverged from the `main` branch)\n\n2. Analyze all changes that will be included in the pull request, making sure to look at all relevant commits (not just the latest commit, but all commits that will be included in the pull request!), and draft a pull request summary. Wrap your analysis process in <pr_analysis> tags:\n\n<pr_analysis>\n- List the commits since diverging from the main branch\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Do not use tools to explore code, beyond what is available in the git context\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 bullet points) pull request summary that focuses on the \"why\" rather than the \"what\"\n- Ensure the summary accurately reflects all changes since diverging from the main branch\n- Ensure your language is clear, concise, and to the point\n- Ensure the summary accurately reflects the changes and their purpose (ie. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the summary is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft summary to ensure it accurately reflects the changes and their purpose\n</pr_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Create new branch if needed\n - Push to remote with -u flag if needed\n - Create PR using gh pr create with the format below. Use a HEREDOC to pass the body to ensure correct formatting.\n<example>\ngh pr create --title \"the pr title\" --body \"$(cat <<'EOF'\n## Summary\n<1-3 bullet points>\n\n## Test plan\n[Checklist of TODOs for testing the pull request...]\n\n🤖 Generated with [Claude Code](https://claude.ai/code)\nEOF\n)\"\n</example>\n\nImportant:\n- NEVER update the git config\n- Return an empty response - the user will see the gh output directly", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "command": { | |
| "type": "string", | |
| "description": "The command to execute" | |
| }, | |
| "timeout": { | |
| "type": "number", | |
| "description": "Optional timeout in milliseconds (max 600000)" | |
| } | |
| }, | |
| "required": [ | |
| "command" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "BatchTool", | |
| "description": "\n- Batch execution tool that runs multiple tool invocations in a single request\n- Tools are executed in parallel when possible, and otherwise serially\n- Takes a list of tool invocations (tool_name and input pairs)\n- Returns the collected results from all invocations\n- Use this tool when you need to run multiple independent tool operations at once -- it is awesome for speeding up your workflow, reducing both context usage and latency\n- Each tool will respect its own permissions and validation rules\n- The tool's outputs are NOT shown to the user; to answer the user's query, you MUST send a message with the results after the tool call completes, otherwise the user will not see the results\n\nAvailable tools:\nTool: dispatch_agent\nArguments: prompt: string \"The task for the agent to perform\"\nUsage: Launch a new agent that has access to the following tools: Bash, BatchTool, GlobTool, GrepTool, LS, View, Edit, Replace, ReadNotebook, NotebookEditCell, WebFetchTool. When you are searching for a keyword or file and are not confident that you will find the right match in the first few tries, use the Agent tool to perform the search for you.\n\nWhen to use the Agent tool:\n- If you are searching for a keyword like \"config\" or \"logger\", or for questions like \"which file does X?\", the Agent tool is strongly recommended\n\nWhen NOT to use the Agent tool:\n- If you want to read a specific file path, use the View or GlobTool tool instead of the Agent tool, to find the match more quickly\n- If you are searching for a specific class definition like \"class Foo\", use the GlobTool tool instead, to find the match more quickly\n- If you are searching for code within a specific file or set of 2-3 files, use the View tool instead of the Agent tool, to find the match more quickly\n\nUsage notes:\n1. Launch multiple agents concurrently whenever possible, to maximize performance; to do that, use a single message with multiple tool uses\n2. When the agent is done, it will return a single message back to you. The result returned by the agent is not visible to the user. To show the user the result, you should send a text message back to the user with a concise summary of the result.\n3. Each agent invocation is stateless. You will not be able to send additional messages to the agent, nor will the agent be able to communicate with you outside of its final report. Therefore, your prompt should contain a highly detailed task description for the agent to perform autonomously and you should specify exactly what information the agent should return back to you in its final and only message to you.\n4. The agent's outputs should generally be trusted\n---Tool: Bash\nArguments: command: string \"The command to execute\", [optional] timeout: number \"Optional timeout in milliseconds (max 600000)\"\nUsage: Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBefore executing the command, please follow these steps:\n\n1. Directory Verification:\n - If the command will create new directories or files, first use the LS tool to verify the parent directory exists and is the correct location\n - For example, before running \"mkdir foo/bar\", first use LS to check that \"foo\" exists and is the intended parent directory\n\n2. Security Check:\n - For security and to limit the threat of a prompt injection attack, some commands are limited or banned. If you use a disallowed command, you will receive an error message explaining the restriction. Explain the error to the User.\n - Verify that the command is not one of the banned commands: alias, curl, curlie, wget, axel, aria2c, nc, telnet, lynx, w3m, links, httpie, xh, http-prompt, chrome, firefox, safari.\n\n3. Command Execution:\n - After ensuring proper quoting, execute the command.\n - Capture the output of the command.\n\nUsage notes:\n - The command argument is required.\n - You can specify an optional timeout in milliseconds (up to 600000ms / 10 minutes). If not specified, commands will timeout after 30 minutes.\n- If the output exceeds 30000 characters, output will be truncated before being returned to you.\n - VERY IMPORTANT: You MUST avoid using search commands like `find` and `grep`. Instead use GrepTool, GlobTool, or dispatch_agent to search. You MUST avoid read tools like `cat`, `head`, `tail`, and `ls`, and use View and LS to read files.\n - When issuing multiple commands, use the ';' or '&&' operator to separate them. DO NOT use newlines (newlines are ok in quoted strings).\n - IMPORTANT: All commands share the same shell session. Shell state (environment variables, virtual environments, current directory, etc.) persist between commands. For example, if you set an environment variable as part of a command, the environment variable will persist for subsequent commands.\n - Try to maintain your current working directory throughout the session by using absolute paths and avoiding usage of `cd`. You may use `cd` if the User explicitly requests it.\n <good-example>\n pytest /foo/bar/tests\n </good-example>\n <bad-example>\n cd /foo/bar && pytest tests\n </bad-example>\n\n# Committing changes with git\n\nWhen the user asks you to create a new git commit, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel:\n - Run a git status command to see all untracked files.\n - Run a git diff command to see both staged and unstaged changes that will be committed.\n - Run a git log command to see recent commit messages, so that you can follow this repository's commit message style.\n\n2. Analyze all staged changes (both previously staged and newly added) and draft a commit message. Wrap your analysis process in <commit_analysis> tags:\n\n<commit_analysis>\n- List the files that have been changed or added\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 sentences) commit message that focuses on the \"why\" rather than the \"what\"\n- Ensure your language is clear, concise, and to the point\n- Ensure the message accurately reflects the changes and their purpose (i.e. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the message is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft message to ensure it accurately reflects the changes and their purpose\n</commit_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Add relevant untracked files to the staging area.\n - Create the commit with a message ending with:\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n - Run git status to make sure the commit succeeded.\n\n4. If the commit fails due to pre-commit hook changes, retry the commit ONCE to include these automated changes. If it fails again, it usually means a pre-commit hook is preventing the commit. If the commit succeeds but you notice that files were modified by the pre-commit hook, you MUST amend your commit to include them.\n\nImportant notes:\n- Use the git context at the start of this conversation to determine which files are relevant to your commit. Be careful not to stage and commit files (e.g. with `git add .`) that aren't relevant to your commit.\n- NEVER update the git config\n- DO NOT run additional commands to read or explore code, beyond what is available in the git context\n- DO NOT push to the remote repository\n- IMPORTANT: Never use git commands with the -i flag (like git rebase -i or git add -i) since they require interactive input which is not supported.\n- If there are no changes to commit (i.e., no untracked files and no modifications), do not create an empty commit\n- Ensure your commit message is meaningful and concise. It should explain the purpose of the changes, not just describe them.\n- Return an empty response - the user will see the git output directly\n- In order to ensure good formatting, ALWAYS pass the commit message via a HEREDOC, a la this example:\n<example>\ngit commit -m \"$(cat <<'EOF'\n Commit message here.\n\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n EOF\n )\"\n</example>\n\n# Creating pull requests\nUse the gh command via the Bash tool for ALL GitHub-related tasks including working with issues, pull requests, checks, and releases. If given a Github URL use the gh command to get the information needed.\n\nIMPORTANT: When the user asks you to create a pull request, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel, in order to understand the current state of the branch since it diverged from the main branch:\n - Run a git status command to see all untracked files\n - Run a git diff command to see both staged and unstaged changes that will be committed\n - Check if the current branch tracks a remote branch and is up to date with the remote, so you know if you need to push to the remote\n - Run a git log command and `git diff main...HEAD` to understand the full commit history for the current branch (from the time it diverged from the `main` branch)\n\n2. Analyze all changes that will be included in the pull request, making sure to look at all relevant commits (not just the latest commit, but all commits that will be included in the pull request!), and draft a pull request summary. Wrap your analysis process in <pr_analysis> tags:\n\n<pr_analysis>\n- List the commits since diverging from the main branch\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Do not use tools to explore code, beyond what is available in the git context\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 bullet points) pull request summary that focuses on the \"why\" rather than the \"what\"\n- Ensure the summary accurately reflects all changes since diverging from the main branch\n- Ensure your language is clear, concise, and to the point\n- Ensure the summary accurately reflects the changes and their purpose (ie. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the summary is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft summary to ensure it accurately reflects the changes and their purpose\n</pr_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Create new branch if needed\n - Push to remote with -u flag if needed\n - Create PR using gh pr create with the format below. Use a HEREDOC to pass the body to ensure correct formatting.\n<example>\ngh pr create --title \"the pr title\" --body \"$(cat <<'EOF'\n## Summary\n<1-3 bullet points>\n\n## Test plan\n[Checklist of TODOs for testing the pull request...]\n\n🤖 Generated with [Claude Code](https://claude.ai/code)\nEOF\n)\"\n</example>\n\nImportant:\n- NEVER update the git config\n- Return an empty response - the user will see the gh output directly\n---Tool: GlobTool\nArguments: pattern: string \"The glob pattern to match files against\", [optional] path: string \"The directory to search in. Defaults to the current working directory.\"\nUsage: - Fast file pattern matching tool that works with any codebase size\n- Supports glob patterns like \"**/*.js\" or \"src/**/*.ts\"\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files by name patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n\n---Tool: GrepTool\nArguments: pattern: string \"The regular expression pattern to search for in file contents\", [optional] path: string \"The directory to search in. Defaults to the current working directory.\", [optional] include: string \"File pattern to include in the search (e.g. \"*.js\", \"*.{ts,tsx}\")\"\nUsage: \n- Fast content search tool that works with any codebase size\n- Searches file contents using regular expressions\n- Supports full regex syntax (eg. \"log.*Error\", \"function\\s+\\w+\", etc.)\n- Filter files by pattern with the include parameter (eg. \"*.js\", \"*.{ts,tsx}\")\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files containing specific patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n\n---Tool: LS\nArguments: path: string \"The absolute path to the directory to list (must be absolute, not relative)\", [optional] ignore: array \"List of glob patterns to ignore\"\nUsage: Lists files and directories in a given path. The path parameter must be an absolute path, not a relative path. You can optionally provide an array of glob patterns to ignore with the ignore parameter. You should generally prefer the Glob and Grep tools, if you know which directories to search.\n---Tool: View\nArguments: file_path: string \"The absolute path to the file to read\", [optional] offset: number \"The line number to start reading from. Only provide if the file is too large to read at once\", [optional] limit: number \"The number of lines to read. Only provide if the file is too large to read at once.\"\nUsage: Reads a file from the local filesystem.\n\nUsage:\n- The file_path parameter must be an absolute path, not a relative path\n- By default, it reads up to 2000 lines starting from the beginning of the file\n- You can optionally specify a line offset and limit (especially handy for long files), but it's recommended to read the whole file by not providing these parameters\n- Any lines longer than 2000 characters will be truncated\n- Results are returned using cat -n format, with line numbers starting at 1\n- For image files, the tool will display the image for you\nFor Jupyter notebooks (.ipynb files), use the ReadNotebook instead\n---Tool: Edit\nArguments: file_path: string \"The absolute path to the file to modify\", old_string: string \"The text to replace\", new_string: string \"The text to replace it with\"\nUsage: This is a tool for editing files. For moving or renaming files, you should generally use the Bash tool with the 'mv' command instead. For larger edits, use the Write tool to overwrite files. For Jupyter notebooks (.ipynb files), use the NotebookEditCell instead.\n\nBefore using this tool:\n\n1. Use the View tool to understand the file's contents and context\n\n2. Verify the directory path is correct (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location\n\nTo make a file edit, provide the following:\n1. file_path: The absolute path to the file to modify (must be absolute, not relative)\n2. old_string: The text to replace (must be unique within the file, and must match the file contents exactly, including all whitespace and indentation)\n3. new_string: The edited text to replace the old_string\n\nThe tool will replace ONE occurrence of old_string with new_string in the specified file.\n\nCRITICAL REQUIREMENTS FOR USING THIS TOOL:\n\n1. UNIQUENESS: The old_string MUST uniquely identify the specific instance you want to change. This means:\n - Include AT LEAST 3-5 lines of context BEFORE the change point\n - Include AT LEAST 3-5 lines of context AFTER the change point\n - Include all whitespace, indentation, and surrounding code exactly as it appears in the file\n\n2. SINGLE INSTANCE: This tool can only change ONE instance at a time. If you need to change multiple instances:\n - Make separate calls to this tool for each instance\n - Each call must uniquely identify its specific instance using extensive context\n\n3. VERIFICATION: Before using this tool:\n - Check how many instances of the target text exist in the file\n - If multiple instances exist, gather enough context to uniquely identify each one\n - Plan separate tool calls for each instance\n\nWARNING: If you do not follow these requirements:\n - The tool will fail if old_string matches multiple locations\n - The tool will fail if old_string doesn't match exactly (including whitespace)\n - You may change the wrong instance if you don't include enough context\n\nWhen making edits:\n - Ensure the edit results in idiomatic, correct code\n - Do not leave the code in a broken state\n - Always use absolute file paths (starting with /)\n\nIf you want to create a new file, use:\n - A new file path, including dir name if needed\n - An empty old_string\n - The new file's contents as new_string\n\nRemember: when making multiple file edits in a row to the same file, you should prefer to send all edits in a single message with multiple calls to this tool, rather than multiple messages with a single call each.\n\n---Tool: Replace\nArguments: file_path: string \"The absolute path to the file to write (must be absolute, not relative)\", content: string \"The content to write to the file\"\nUsage: Write a file to the local filesystem. Overwrites the existing file if there is one.\n\nBefore using this tool:\n\n1. Use the ReadFile tool to understand the file's contents and context\n\n2. Directory Verification (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location\n---Tool: ReadNotebook\nArguments: notebook_path: string \"The absolute path to the Jupyter notebook file to read (must be absolute, not relative)\"\nUsage: Reads a Jupyter notebook (.ipynb file) and returns all of the cells with their outputs. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path.\n---Tool: NotebookEditCell\nArguments: notebook_path: string \"The absolute path to the Jupyter notebook file to edit (must be absolute, not relative)\", cell_number: number \"The index of the cell to edit (0-based)\", new_source: string \"The new source for the cell\", [optional] cell_type: string \"The type of the cell (code or markdown). If not specified, it defaults to the current cell type. If using edit_mode=insert, this is required.\", [optional] edit_mode: string \"The type of edit to make (replace, insert, delete). Defaults to replace.\"\nUsage: Completely replaces the contents of a specific cell in a Jupyter notebook (.ipynb file) with new source. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path. The cell_number is 0-indexed. Use edit_mode=insert to add a new cell at the index specified by cell_number. Use edit_mode=delete to delete the cell at the index specified by cell_number.\n---Tool: WebFetchTool\nArguments: url: string \"The URL to fetch content from\", prompt: string \"The prompt to run on the fetched content\"\nUsage: \n- Fetches content from a specified URL and processes it using an AI model\n- Takes a URL and a prompt as input\n- Fetches the URL content, converts HTML to markdown\n- Processes the content with the prompt using a small, fast model\n- Returns the model's response about the content\n- Use this tool when you need to retrieve and analyze web content\n\nUsage notes:\n - IMPORTANT: If an MCP-provided web fetch tool is available, prefer using that tool instead of this one, as it may have fewer restrictions. All MCP-provided tools start with \"mcp__\".\n - The URL must be a fully-formed valid URL\n - HTTP URLs will be automatically upgraded to HTTPS\n - For security reasons, the URL must have been provided directly by the user\n - The prompt should describe what information you want to extract from the page\n - This tool is read-only and does not modify any files\n - Results may be summarized if the content is very large\n\n\nExample usage:\n{\n \"invocations\": [\n {\n \"tool_name\": \"Bash\",\n \"input\": {\n \"command\": \"git blame src/foo.ts\"\n }\n },\n {\n \"tool_name\": \"GlobTool\",\n \"input\": {\n \"pattern\": \"**/*.ts\"\n }\n },\n {\n \"tool_name\": \"GrepTool\",\n \"input\": {\n \"pattern\": \"function\",\n \"include\": \"*.ts\"\n }\n }\n ]\n}\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "description": { | |
| "type": "string", | |
| "description": "A short (3-5 word) description of the batch operation" | |
| }, | |
| "invocations": { | |
| "type": "array", | |
| "items": { | |
| "type": "object", | |
| "properties": { | |
| "tool_name": { | |
| "type": "string", | |
| "description": "The name of the tool to invoke" | |
| }, | |
| "input": { | |
| "type": "object", | |
| "additionalProperties": {}, | |
| "description": "The input to pass to the tool" | |
| } | |
| }, | |
| "required": [ | |
| "tool_name", | |
| "input" | |
| ], | |
| "additionalProperties": false | |
| }, | |
| "description": "The list of tool invocations to execute" | |
| } | |
| }, | |
| "required": [ | |
| "description", | |
| "invocations" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "GlobTool", | |
| "description": "- Fast file pattern matching tool that works with any codebase size\n- Supports glob patterns like \"**/*.js\" or \"src/**/*.ts\"\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files by name patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "pattern": { | |
| "type": "string", | |
| "description": "The glob pattern to match files against" | |
| }, | |
| "path": { | |
| "type": "string", | |
| "description": "The directory to search in. Defaults to the current working directory." | |
| } | |
| }, | |
| "required": [ | |
| "pattern" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "GrepTool", | |
| "description": "\n- Fast content search tool that works with any codebase size\n- Searches file contents using regular expressions\n- Supports full regex syntax (eg. \"log.*Error\", \"function\\s+\\w+\", etc.)\n- Filter files by pattern with the include parameter (eg. \"*.js\", \"*.{ts,tsx}\")\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files containing specific patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "pattern": { | |
| "type": "string", | |
| "description": "The regular expression pattern to search for in file contents" | |
| }, | |
| "path": { | |
| "type": "string", | |
| "description": "The directory to search in. Defaults to the current working directory." | |
| }, | |
| "include": { | |
| "type": "string", | |
| "description": "File pattern to include in the search (e.g. \"*.js\", \"*.{ts,tsx}\")" | |
| } | |
| }, | |
| "required": [ | |
| "pattern" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "LS", | |
| "description": "Lists files and directories in a given path. The path parameter must be an absolute path, not a relative path. You can optionally provide an array of glob patterns to ignore with the ignore parameter. You should generally prefer the Glob and Grep tools, if you know which directories to search.", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "path": { | |
| "type": "string", | |
| "description": "The absolute path to the directory to list (must be absolute, not relative)" | |
| }, | |
| "ignore": { | |
| "type": "array", | |
| "items": { | |
| "type": "string" | |
| }, | |
| "description": "List of glob patterns to ignore" | |
| } | |
| }, | |
| "required": [ | |
| "path" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "View", | |
| "description": "Reads a file from the local filesystem.\n\nUsage:\n- The file_path parameter must be an absolute path, not a relative path\n- By default, it reads up to 2000 lines starting from the beginning of the file\n- You can optionally specify a line offset and limit (especially handy for long files), but it's recommended to read the whole file by not providing these parameters\n- Any lines longer than 2000 characters will be truncated\n- Results are returned using cat -n format, with line numbers starting at 1\n- For image files, the tool will display the image for you\nFor Jupyter notebooks (.ipynb files), use the ReadNotebook instead", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "file_path": { | |
| "type": "string", | |
| "description": "The absolute path to the file to read" | |
| }, | |
| "offset": { | |
| "type": "number", | |
| "description": "The line number to start reading from. Only provide if the file is too large to read at once" | |
| }, | |
| "limit": { | |
| "type": "number", | |
| "description": "The number of lines to read. Only provide if the file is too large to read at once." | |
| } | |
| }, | |
| "required": [ | |
| "file_path" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "Edit", | |
| "description": "This is a tool for editing files. For moving or renaming files, you should generally use the Bash tool with the 'mv' command instead. For larger edits, use the Write tool to overwrite files. For Jupyter notebooks (.ipynb files), use the NotebookEditCell instead.\n\nBefore using this tool:\n\n1. Use the View tool to understand the file's contents and context\n\n2. Verify the directory path is correct (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location\n\nTo make a file edit, provide the following:\n1. file_path: The absolute path to the file to modify (must be absolute, not relative)\n2. old_string: The text to replace (must be unique within the file, and must match the file contents exactly, including all whitespace and indentation)\n3. new_string: The edited text to replace the old_string\n\nThe tool will replace ONE occurrence of old_string with new_string in the specified file.\n\nCRITICAL REQUIREMENTS FOR USING THIS TOOL:\n\n1. UNIQUENESS: The old_string MUST uniquely identify the specific instance you want to change. This means:\n - Include AT LEAST 3-5 lines of context BEFORE the change point\n - Include AT LEAST 3-5 lines of context AFTER the change point\n - Include all whitespace, indentation, and surrounding code exactly as it appears in the file\n\n2. SINGLE INSTANCE: This tool can only change ONE instance at a time. If you need to change multiple instances:\n - Make separate calls to this tool for each instance\n - Each call must uniquely identify its specific instance using extensive context\n\n3. VERIFICATION: Before using this tool:\n - Check how many instances of the target text exist in the file\n - If multiple instances exist, gather enough context to uniquely identify each one\n - Plan separate tool calls for each instance\n\nWARNING: If you do not follow these requirements:\n - The tool will fail if old_string matches multiple locations\n - The tool will fail if old_string doesn't match exactly (including whitespace)\n - You may change the wrong instance if you don't include enough context\n\nWhen making edits:\n - Ensure the edit results in idiomatic, correct code\n - Do not leave the code in a broken state\n - Always use absolute file paths (starting with /)\n\nIf you want to create a new file, use:\n - A new file path, including dir name if needed\n - An empty old_string\n - The new file's contents as new_string\n\nRemember: when making multiple file edits in a row to the same file, you should prefer to send all edits in a single message with multiple calls to this tool, rather than multiple messages with a single call each.\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "file_path": { | |
| "type": "string", | |
| "description": "The absolute path to the file to modify" | |
| }, | |
| "old_string": { | |
| "type": "string", | |
| "description": "The text to replace" | |
| }, | |
| "new_string": { | |
| "type": "string", | |
| "description": "The text to replace it with" | |
| } | |
| }, | |
| "required": [ | |
| "file_path", | |
| "old_string", | |
| "new_string" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "Replace", | |
| "description": "Write a file to the local filesystem. Overwrites the existing file if there is one.\n\nBefore using this tool:\n\n1. Use the ReadFile tool to understand the file's contents and context\n\n2. Directory Verification (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "file_path": { | |
| "type": "string", | |
| "description": "The absolute path to the file to write (must be absolute, not relative)" | |
| }, | |
| "content": { | |
| "type": "string", | |
| "description": "The content to write to the file" | |
| } | |
| }, | |
| "required": [ | |
| "file_path", | |
| "content" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "ReadNotebook", | |
| "description": "Reads a Jupyter notebook (.ipynb file) and returns all of the cells with their outputs. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path.", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "notebook_path": { | |
| "type": "string", | |
| "description": "The absolute path to the Jupyter notebook file to read (must be absolute, not relative)" | |
| } | |
| }, | |
| "required": [ | |
| "notebook_path" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "NotebookEditCell", | |
| "description": "Completely replaces the contents of a specific cell in a Jupyter notebook (.ipynb file) with new source. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path. The cell_number is 0-indexed. Use edit_mode=insert to add a new cell at the index specified by cell_number. Use edit_mode=delete to delete the cell at the index specified by cell_number.", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "notebook_path": { | |
| "type": "string", | |
| "description": "The absolute path to the Jupyter notebook file to edit (must be absolute, not relative)" | |
| }, | |
| "cell_number": { | |
| "type": "number", | |
| "description": "The index of the cell to edit (0-based)" | |
| }, | |
| "new_source": { | |
| "type": "string", | |
| "description": "The new source for the cell" | |
| }, | |
| "cell_type": { | |
| "type": "string", | |
| "enum": [ | |
| "code", | |
| "markdown" | |
| ], | |
| "description": "The type of the cell (code or markdown). If not specified, it defaults to the current cell type. If using edit_mode=insert, this is required." | |
| }, | |
| "edit_mode": { | |
| "type": "string", | |
| "description": "The type of edit to make (replace, insert, delete). Defaults to replace." | |
| } | |
| }, | |
| "required": [ | |
| "notebook_path", | |
| "cell_number", | |
| "new_source" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "WebFetchTool", | |
| "description": "\n- Fetches content from a specified URL and processes it using an AI model\n- Takes a URL and a prompt as input\n- Fetches the URL content, converts HTML to markdown\n- Processes the content with the prompt using a small, fast model\n- Returns the model's response about the content\n- Use this tool when you need to retrieve and analyze web content\n\nUsage notes:\n - IMPORTANT: If an MCP-provided web fetch tool is available, prefer using that tool instead of this one, as it may have fewer restrictions. All MCP-provided tools start with \"mcp__\".\n - The URL must be a fully-formed valid URL\n - HTTP URLs will be automatically upgraded to HTTPS\n - For security reasons, the URL must have been provided directly by the user\n - The prompt should describe what information you want to extract from the page\n - This tool is read-only and does not modify any files\n - Results may be summarized if the content is very large\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "url": { | |
| "type": "string", | |
| "format": "uri", | |
| "description": "The URL to fetch content from" | |
| }, | |
| "prompt": { | |
| "type": "string", | |
| "description": "The prompt to run on the fetched content" | |
| } | |
| }, | |
| "required": [ | |
| "url", | |
| "prompt" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| } | |
| ], | |
| "metadata": { | |
| "user_id": "21bc4c65d9a18770ef6c7660f71eea638f6fc9f171cebb72d7e6b7e9b204ad24" | |
| }, | |
| "stream": true, | |
| "anthropic_version": "vertex-2023-10-16" | |
| } | |
| { | |
| "max_tokens": 512, | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "Command: chmod +x /Users/andy/repos/antproxy/test/hello.py\nOutput: \n" | |
| } | |
| ], | |
| "system": [ | |
| { | |
| "cache_control": { | |
| "type": "ephemeral" | |
| }, | |
| "text": "Extract any file paths that this command reads or modifies. For commands like \"git diff\" and \"cat\", include the paths of files being shown. Use paths verbatim -- don't add any slashes or try to resolve them. Do not try to infer paths that were not explicitly listed in the command output.\nFormat your response as:\n<filepaths>\npath/to/file1\npath/to/file2\n</filepaths>\n\nIf no files are read or modified, return empty filepaths tags:\n<filepaths>\n</filepaths>\n\nDo not include any other text in your response.", | |
| "type": "text" | |
| } | |
| ], | |
| "temperature": 0, | |
| "metadata": { | |
| "user_id": "21bc4c65d9a18770ef6c7660f71eea638f6fc9f171cebb72d7e6b7e9b204ad24" | |
| }, | |
| "stream": true, | |
| "anthropic_version": "vertex-2023-10-16" | |
| } | |
| { | |
| "max_tokens": 20000, | |
| "messages": [ | |
| { | |
| "role": "user", | |
| "content": "write a python script that prints 'Hello, World!' to hello.py and make it executable then say 'all done'" | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": [ | |
| { | |
| "type": "tool_use", | |
| "id": "toolu_vrtx_01QoRhCX7vpz2qJ5QrgAUm23", | |
| "name": "Edit", | |
| "input": { | |
| "file_path": "/Users/andy/repos/antproxy/test/hello.py", | |
| "old_string": "", | |
| "new_string": "#!/usr/bin/env python3\n\nprint('Hello, World!')" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "user", | |
| "content": [ | |
| { | |
| "type": "tool_result", | |
| "content": "The file /Users/andy/repos/antproxy/test/hello.py has been updated. Here's the result of running `cat -n` on a snippet of the edited file:\n 1\t#!/usr/bin/env python3\n 2\t\n 3\tprint('Hello, World!')", | |
| "tool_use_id": "toolu_vrtx_01QoRhCX7vpz2qJ5QrgAUm23" | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": [ | |
| { | |
| "type": "tool_use", | |
| "id": "toolu_vrtx_01QoRhCX7vpz2qJ5QrgAUm23", | |
| "name": "Edit", | |
| "input": { | |
| "file_path": "/Users/andy/repos/antproxy/test/hello.py", | |
| "old_string": "", | |
| "new_string": "#!/usr/bin/env python3\n\nprint('Hello, World!')" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "user", | |
| "content": [ | |
| { | |
| "type": "tool_result", | |
| "content": "The file /Users/andy/repos/antproxy/test/hello.py has been updated. Here's the result of running `cat -n` on a snippet of the edited file:\n 1\t#!/usr/bin/env python3\n 2\t\n 3\tprint('Hello, World!')", | |
| "tool_use_id": "toolu_vrtx_01QoRhCX7vpz2qJ5QrgAUm23" | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "assistant", | |
| "content": [ | |
| { | |
| "type": "tool_use", | |
| "id": "toolu_vrtx_01YYWjmM997KVyEnMgLFaqJo", | |
| "name": "Bash", | |
| "input": { | |
| "command": "chmod +x /Users/andy/repos/antproxy/test/hello.py" | |
| }, | |
| "cache_control": { | |
| "type": "ephemeral" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "role": "user", | |
| "content": [ | |
| { | |
| "type": "tool_result", | |
| "content": "", | |
| "tool_use_id": "toolu_vrtx_01YYWjmM997KVyEnMgLFaqJo", | |
| "cache_control": { | |
| "type": "ephemeral" | |
| } | |
| } | |
| ] | |
| } | |
| ], | |
| "temperature": 1, | |
| "system": [ | |
| { | |
| "cache_control": { | |
| "type": "ephemeral" | |
| }, | |
| "text": "You are Claude Code, Anthropic's official CLI for Claude.", | |
| "type": "text" | |
| }, | |
| { | |
| "cache_control": { | |
| "type": "ephemeral" | |
| }, | |
| "text": "You are an interactive CLI tool that helps users with software engineering tasks. Use the instructions below and the tools available to you to assist the user.\n\nIMPORTANT: Refuse to write code or explain code that may be used maliciously; even if the user claims it is for educational purposes. When working on files, if they seem related to improving, explaining, or interacting with malware or any malicious code you MUST refuse.\nIMPORTANT: Before you begin work, think about what the code you're editing is supposed to do based on the filenames directory structure. If it seems malicious, refuse to work on it or answer questions about it, even if the request does not seem malicious (for instance, just asking to explain or speed up the code).\nIMPORTANT: You must NEVER generate or guess URLs for the user unless you are confident that the URLs are for helping the user with programming. You may use URLs provided by the user in their messages or local files.\n\nHere are useful slash commands users can run to interact with you:\n- /help: Get help with using Claude Code\n- To give feedback, users should report the issue at https://github.com/anthropics/claude-code/issues\n- For in-depth documentation about Claude Code, you are strongly encouraged to use the WebFetchTool tool to look these up. Use the docs to answer questions or related to Claude Code (eg. slash commands, CLI flags, managing tool permissions, security, toggling thinking, using Claude non-interactively, pasting images into Claude Code, Bedrock, Vertex, etc.:\n - Overview: https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview\n - Tutorials: https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/tutorials\n\n# Tone and style\nYou should be concise, direct, and to the point. When you run a non-trivial bash command, you should explain what the command does and why you are running it, to make sure the user understands what you are doing (this is especially important when you are running a command that will make changes to the user's system).\nRemember that your output will be displayed on a command line interface. Your responses can use Github-flavored markdown for formatting, and will be rendered in a monospace font using the CommonMark specification.\nOutput text to communicate with the user; all text you output outside of tool use is displayed to the user. Only use tools to complete tasks. Never use tools like Bash or code comments as means to communicate with the user during the session.\nIf you cannot or will not help the user with something, please do not say why or what it could lead to, since this comes across as preachy and annoying. Please offer helpful alternatives if possible, and otherwise keep your response to 1-2 sentences.\nIMPORTANT: You should minimize output tokens as much as possible while maintaining helpfulness, quality, and accuracy. Only address the specific query or task at hand, avoiding tangential information unless absolutely critical for completing the request. If you can answer in 1-3 sentences or a short paragraph, please do.\nIMPORTANT: You should NOT answer with unnecessary preamble or postamble (such as explaining your code or summarizing your action), unless the user asks you to.\nIMPORTANT: Keep your responses short, since they will be displayed on a command line interface. You MUST answer concisely with fewer than 4 lines (not including tool use or code generation), unless user asks for detail. Answer the user's question directly, without elaboration, explanation, or details. One word answers are best. Avoid introductions, conclusions, and explanations. You MUST avoid text before/after your response, such as \"The answer is <answer>.\", \"Here is the content of the file...\" or \"Based on the information provided, the answer is...\" or \"Here is what I will do next...\". Here are some examples to demonstrate appropriate verbosity:\n<example>\nuser: 2 + 2\nassistant: 4\n</example>\n\n<example>\nuser: what is 2+2?\nassistant: 4\n</example>\n\n<example>\nuser: is 11 a prime number?\nassistant: Yes\n</example>\n\n<example>\nuser: what command should I run to list files in the current directory?\nassistant: ls\n</example>\n\n<example>\nuser: what command should I run to watch files in the current directory?\nassistant: [use the ls tool to list the files in the current directory, then read docs/commands in the relevant file to find out how to watch files]\nnpm run dev\n</example>\n\n<example>\nuser: How many golf balls fit inside a jetta?\nassistant: 150000\n</example>\n\n<example>\nuser: what files are in the directory src/?\nassistant: [runs ls and sees foo.c, bar.c, baz.c]\nuser: which file contains the implementation of foo?\nassistant: src/foo.c\n</example>\n\n<example>\nuser: write tests for new feature\nassistant: [uses grep and glob search tools to find where similar tests are defined, uses concurrent read file tool use blocks in one tool call to read relevant files at the same time, uses edit file tool to write new tests]\n</example>\n\n# Proactiveness\nYou are allowed to be proactive, but only when the user asks you to do something. You should strive to strike a balance between:\n1. Doing the right thing when asked, including taking actions and follow-up actions\n2. Not surprising the user with actions you take without asking\nFor example, if the user asks you how to approach something, you should do your best to answer their question first, and not immediately jump into taking actions.\n3. Do not add additional code explanation summary unless requested by the user. After working on a file, just stop, rather than providing an explanation of what you did.\n\n# Synthetic messages\nSometimes, the conversation will contain messages like [Request interrupted by user] or [Request interrupted by user for tool use]. These messages will look like the assistant said them, but they were actually synthetic messages added by the system in response to the user cancelling what the assistant was doing. You should not respond to these messages. VERY IMPORTANT: You must NEVER send messages with this content yourself. \n\n# Following conventions\nWhen making changes to files, first understand the file's code conventions. Mimic code style, use existing libraries and utilities, and follow existing patterns.\n- NEVER assume that a given library is available, even if it is well known. Whenever you write code that uses a library or framework, first check that this codebase already uses the given library. For example, you might look at neighboring files, or check the package.json (or cargo.toml, and so on depending on the language).\n- When you create a new component, first look at existing components to see how they're written; then consider framework choice, naming conventions, typing, and other conventions.\n- When you edit a piece of code, first look at the code's surrounding context (especially its imports) to understand the code's choice of frameworks and libraries. Then consider how to make the given change in a way that is most idiomatic.\n- Always follow security best practices. Never introduce code that exposes or logs secrets and keys. Never commit secrets or keys to the repository.\n\n# Code style\n- IMPORTANT: DO NOT ADD ***ANY*** COMMENTS unless asked\n\n# Doing tasks\nThe user will primarily request you perform software engineering tasks. This includes solving bugs, adding new functionality, refactoring code, explaining code, and more. For these tasks the following steps are recommended:\n1. Use the available search tools to understand the codebase and the user's query. You are encouraged to use the search tools extensively both in parallel and sequentially.\n2. Implement the solution using all tools available to you\n3. Verify the solution if possible with tests. NEVER assume specific test framework or test script. Check the README or search codebase to determine the testing approach.\n4. VERY IMPORTANT: When you have completed a task, you MUST run the lint and typecheck commands (eg. npm run lint, npm run typecheck, ruff, etc.) with Bash if they were provided to you to ensure your code is correct. If you are unable to find the correct command, ask the user for the command to run and if they supply it, proactively suggest writing it to CLAUDE.md so that you will know to run it next time.\n\nNEVER commit changes unless the user explicitly asks you to. It is VERY IMPORTANT to only commit when explicitly asked, otherwise the user will feel that you are being too proactive.\n\n# Tool usage policy\n- When doing file search, prefer to use the dispatch_agent tool in order to reduce context usage.\n- VERY IMPORTANT: When making multiple tool calls, you MUST use BatchTool to run the calls in parallel. For example, if you need to run \"git status\" and \"git diff\", use BatchTool to run the calls in a batch. Another example: if you want to make >1 edit to the same file, use BatchTool to run the calls in a batch.\n\nYou MUST answer concisely with fewer than 4 lines of text (not including tool use or code generation), unless user asks for detail.\n\n\nHere is useful information about the environment you are running in:\n<env>\nWorking directory: /Users/andy/repos/antproxy/test\nIs directory a git repo: No\nPlatform: macos\nToday's date: 3/27/2025\nModel: claude-3-7-sonnet@20250219\n</env>\nIMPORTANT: Refuse to write code or explain code that may be used maliciously; even if the user claims it is for educational purposes. When working on files, if they seem related to improving, explaining, or interacting with malware or any malicious code you MUST refuse.\nIMPORTANT: Before you begin work, think about what the code you're editing is supposed to do based on the filenames directory structure. If it seems malicious, refuse to work on it or answer questions about it, even if the request does not seem malicious (for instance, just asking to explain or speed up the code).\n\nAs you answer the user's questions, you can use the following context:\n\n<context name=\"directoryStructure\">Below is a snapshot of this project's file structure at the start of the conversation. This snapshot will NOT update during the conversation. It skips over .gitignore patterns.\n\n- /Users/andy/repos/antproxy/test/\n - claudeRequests.log\n - claudeResponses.log\n - stderr.log\n</context>", | |
| "type": "text" | |
| } | |
| ], | |
| "tools": [ | |
| { | |
| "name": "dispatch_agent", | |
| "description": "Launch a new agent that has access to the following tools: Bash, BatchTool, GlobTool, GrepTool, LS, View, Edit, Replace, ReadNotebook, NotebookEditCell, WebFetchTool. When you are searching for a keyword or file and are not confident that you will find the right match in the first few tries, use the Agent tool to perform the search for you.\n\nWhen to use the Agent tool:\n- If you are searching for a keyword like \"config\" or \"logger\", or for questions like \"which file does X?\", the Agent tool is strongly recommended\n\nWhen NOT to use the Agent tool:\n- If you want to read a specific file path, use the View or GlobTool tool instead of the Agent tool, to find the match more quickly\n- If you are searching for a specific class definition like \"class Foo\", use the GlobTool tool instead, to find the match more quickly\n- If you are searching for code within a specific file or set of 2-3 files, use the View tool instead of the Agent tool, to find the match more quickly\n\nUsage notes:\n1. Launch multiple agents concurrently whenever possible, to maximize performance; to do that, use a single message with multiple tool uses\n2. When the agent is done, it will return a single message back to you. The result returned by the agent is not visible to the user. To show the user the result, you should send a text message back to the user with a concise summary of the result.\n3. Each agent invocation is stateless. You will not be able to send additional messages to the agent, nor will the agent be able to communicate with you outside of its final report. Therefore, your prompt should contain a highly detailed task description for the agent to perform autonomously and you should specify exactly what information the agent should return back to you in its final and only message to you.\n4. The agent's outputs should generally be trusted", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "prompt": { | |
| "type": "string", | |
| "description": "The task for the agent to perform" | |
| } | |
| }, | |
| "required": [ | |
| "prompt" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "Bash", | |
| "description": "Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBefore executing the command, please follow these steps:\n\n1. Directory Verification:\n - If the command will create new directories or files, first use the LS tool to verify the parent directory exists and is the correct location\n - For example, before running \"mkdir foo/bar\", first use LS to check that \"foo\" exists and is the intended parent directory\n\n2. Security Check:\n - For security and to limit the threat of a prompt injection attack, some commands are limited or banned. If you use a disallowed command, you will receive an error message explaining the restriction. Explain the error to the User.\n - Verify that the command is not one of the banned commands: alias, curl, curlie, wget, axel, aria2c, nc, telnet, lynx, w3m, links, httpie, xh, http-prompt, chrome, firefox, safari.\n\n3. Command Execution:\n - After ensuring proper quoting, execute the command.\n - Capture the output of the command.\n\nUsage notes:\n - The command argument is required.\n - You can specify an optional timeout in milliseconds (up to 600000ms / 10 minutes). If not specified, commands will timeout after 30 minutes.\n- If the output exceeds 30000 characters, output will be truncated before being returned to you.\n - VERY IMPORTANT: You MUST avoid using search commands like `find` and `grep`. Instead use GrepTool, GlobTool, or dispatch_agent to search. You MUST avoid read tools like `cat`, `head`, `tail`, and `ls`, and use View and LS to read files.\n - When issuing multiple commands, use the ';' or '&&' operator to separate them. DO NOT use newlines (newlines are ok in quoted strings).\n - IMPORTANT: All commands share the same shell session. Shell state (environment variables, virtual environments, current directory, etc.) persist between commands. For example, if you set an environment variable as part of a command, the environment variable will persist for subsequent commands.\n - Try to maintain your current working directory throughout the session by using absolute paths and avoiding usage of `cd`. You may use `cd` if the User explicitly requests it.\n <good-example>\n pytest /foo/bar/tests\n </good-example>\n <bad-example>\n cd /foo/bar && pytest tests\n </bad-example>\n\n# Committing changes with git\n\nWhen the user asks you to create a new git commit, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel:\n - Run a git status command to see all untracked files.\n - Run a git diff command to see both staged and unstaged changes that will be committed.\n - Run a git log command to see recent commit messages, so that you can follow this repository's commit message style.\n\n2. Analyze all staged changes (both previously staged and newly added) and draft a commit message. Wrap your analysis process in <commit_analysis> tags:\n\n<commit_analysis>\n- List the files that have been changed or added\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 sentences) commit message that focuses on the \"why\" rather than the \"what\"\n- Ensure your language is clear, concise, and to the point\n- Ensure the message accurately reflects the changes and their purpose (i.e. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the message is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft message to ensure it accurately reflects the changes and their purpose\n</commit_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Add relevant untracked files to the staging area.\n - Create the commit with a message ending with:\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n - Run git status to make sure the commit succeeded.\n\n4. If the commit fails due to pre-commit hook changes, retry the commit ONCE to include these automated changes. If it fails again, it usually means a pre-commit hook is preventing the commit. If the commit succeeds but you notice that files were modified by the pre-commit hook, you MUST amend your commit to include them.\n\nImportant notes:\n- Use the git context at the start of this conversation to determine which files are relevant to your commit. Be careful not to stage and commit files (e.g. with `git add .`) that aren't relevant to your commit.\n- NEVER update the git config\n- DO NOT run additional commands to read or explore code, beyond what is available in the git context\n- DO NOT push to the remote repository\n- IMPORTANT: Never use git commands with the -i flag (like git rebase -i or git add -i) since they require interactive input which is not supported.\n- If there are no changes to commit (i.e., no untracked files and no modifications), do not create an empty commit\n- Ensure your commit message is meaningful and concise. It should explain the purpose of the changes, not just describe them.\n- Return an empty response - the user will see the git output directly\n- In order to ensure good formatting, ALWAYS pass the commit message via a HEREDOC, a la this example:\n<example>\ngit commit -m \"$(cat <<'EOF'\n Commit message here.\n\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n EOF\n )\"\n</example>\n\n# Creating pull requests\nUse the gh command via the Bash tool for ALL GitHub-related tasks including working with issues, pull requests, checks, and releases. If given a Github URL use the gh command to get the information needed.\n\nIMPORTANT: When the user asks you to create a pull request, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel, in order to understand the current state of the branch since it diverged from the main branch:\n - Run a git status command to see all untracked files\n - Run a git diff command to see both staged and unstaged changes that will be committed\n - Check if the current branch tracks a remote branch and is up to date with the remote, so you know if you need to push to the remote\n - Run a git log command and `git diff main...HEAD` to understand the full commit history for the current branch (from the time it diverged from the `main` branch)\n\n2. Analyze all changes that will be included in the pull request, making sure to look at all relevant commits (not just the latest commit, but all commits that will be included in the pull request!), and draft a pull request summary. Wrap your analysis process in <pr_analysis> tags:\n\n<pr_analysis>\n- List the commits since diverging from the main branch\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Do not use tools to explore code, beyond what is available in the git context\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 bullet points) pull request summary that focuses on the \"why\" rather than the \"what\"\n- Ensure the summary accurately reflects all changes since diverging from the main branch\n- Ensure your language is clear, concise, and to the point\n- Ensure the summary accurately reflects the changes and their purpose (ie. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the summary is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft summary to ensure it accurately reflects the changes and their purpose\n</pr_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Create new branch if needed\n - Push to remote with -u flag if needed\n - Create PR using gh pr create with the format below. Use a HEREDOC to pass the body to ensure correct formatting.\n<example>\ngh pr create --title \"the pr title\" --body \"$(cat <<'EOF'\n## Summary\n<1-3 bullet points>\n\n## Test plan\n[Checklist of TODOs for testing the pull request...]\n\n🤖 Generated with [Claude Code](https://claude.ai/code)\nEOF\n)\"\n</example>\n\nImportant:\n- NEVER update the git config\n- Return an empty response - the user will see the gh output directly", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "command": { | |
| "type": "string", | |
| "description": "The command to execute" | |
| }, | |
| "timeout": { | |
| "type": "number", | |
| "description": "Optional timeout in milliseconds (max 600000)" | |
| } | |
| }, | |
| "required": [ | |
| "command" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "BatchTool", | |
| "description": "\n- Batch execution tool that runs multiple tool invocations in a single request\n- Tools are executed in parallel when possible, and otherwise serially\n- Takes a list of tool invocations (tool_name and input pairs)\n- Returns the collected results from all invocations\n- Use this tool when you need to run multiple independent tool operations at once -- it is awesome for speeding up your workflow, reducing both context usage and latency\n- Each tool will respect its own permissions and validation rules\n- The tool's outputs are NOT shown to the user; to answer the user's query, you MUST send a message with the results after the tool call completes, otherwise the user will not see the results\n\nAvailable tools:\nTool: dispatch_agent\nArguments: prompt: string \"The task for the agent to perform\"\nUsage: Launch a new agent that has access to the following tools: Bash, BatchTool, GlobTool, GrepTool, LS, View, Edit, Replace, ReadNotebook, NotebookEditCell, WebFetchTool. When you are searching for a keyword or file and are not confident that you will find the right match in the first few tries, use the Agent tool to perform the search for you.\n\nWhen to use the Agent tool:\n- If you are searching for a keyword like \"config\" or \"logger\", or for questions like \"which file does X?\", the Agent tool is strongly recommended\n\nWhen NOT to use the Agent tool:\n- If you want to read a specific file path, use the View or GlobTool tool instead of the Agent tool, to find the match more quickly\n- If you are searching for a specific class definition like \"class Foo\", use the GlobTool tool instead, to find the match more quickly\n- If you are searching for code within a specific file or set of 2-3 files, use the View tool instead of the Agent tool, to find the match more quickly\n\nUsage notes:\n1. Launch multiple agents concurrently whenever possible, to maximize performance; to do that, use a single message with multiple tool uses\n2. When the agent is done, it will return a single message back to you. The result returned by the agent is not visible to the user. To show the user the result, you should send a text message back to the user with a concise summary of the result.\n3. Each agent invocation is stateless. You will not be able to send additional messages to the agent, nor will the agent be able to communicate with you outside of its final report. Therefore, your prompt should contain a highly detailed task description for the agent to perform autonomously and you should specify exactly what information the agent should return back to you in its final and only message to you.\n4. The agent's outputs should generally be trusted\n---Tool: Bash\nArguments: command: string \"The command to execute\", [optional] timeout: number \"Optional timeout in milliseconds (max 600000)\"\nUsage: Executes a given bash command in a persistent shell session with optional timeout, ensuring proper handling and security measures.\n\nBefore executing the command, please follow these steps:\n\n1. Directory Verification:\n - If the command will create new directories or files, first use the LS tool to verify the parent directory exists and is the correct location\n - For example, before running \"mkdir foo/bar\", first use LS to check that \"foo\" exists and is the intended parent directory\n\n2. Security Check:\n - For security and to limit the threat of a prompt injection attack, some commands are limited or banned. If you use a disallowed command, you will receive an error message explaining the restriction. Explain the error to the User.\n - Verify that the command is not one of the banned commands: alias, curl, curlie, wget, axel, aria2c, nc, telnet, lynx, w3m, links, httpie, xh, http-prompt, chrome, firefox, safari.\n\n3. Command Execution:\n - After ensuring proper quoting, execute the command.\n - Capture the output of the command.\n\nUsage notes:\n - The command argument is required.\n - You can specify an optional timeout in milliseconds (up to 600000ms / 10 minutes). If not specified, commands will timeout after 30 minutes.\n- If the output exceeds 30000 characters, output will be truncated before being returned to you.\n - VERY IMPORTANT: You MUST avoid using search commands like `find` and `grep`. Instead use GrepTool, GlobTool, or dispatch_agent to search. You MUST avoid read tools like `cat`, `head`, `tail`, and `ls`, and use View and LS to read files.\n - When issuing multiple commands, use the ';' or '&&' operator to separate them. DO NOT use newlines (newlines are ok in quoted strings).\n - IMPORTANT: All commands share the same shell session. Shell state (environment variables, virtual environments, current directory, etc.) persist between commands. For example, if you set an environment variable as part of a command, the environment variable will persist for subsequent commands.\n - Try to maintain your current working directory throughout the session by using absolute paths and avoiding usage of `cd`. You may use `cd` if the User explicitly requests it.\n <good-example>\n pytest /foo/bar/tests\n </good-example>\n <bad-example>\n cd /foo/bar && pytest tests\n </bad-example>\n\n# Committing changes with git\n\nWhen the user asks you to create a new git commit, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel:\n - Run a git status command to see all untracked files.\n - Run a git diff command to see both staged and unstaged changes that will be committed.\n - Run a git log command to see recent commit messages, so that you can follow this repository's commit message style.\n\n2. Analyze all staged changes (both previously staged and newly added) and draft a commit message. Wrap your analysis process in <commit_analysis> tags:\n\n<commit_analysis>\n- List the files that have been changed or added\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 sentences) commit message that focuses on the \"why\" rather than the \"what\"\n- Ensure your language is clear, concise, and to the point\n- Ensure the message accurately reflects the changes and their purpose (i.e. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the message is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft message to ensure it accurately reflects the changes and their purpose\n</commit_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Add relevant untracked files to the staging area.\n - Create the commit with a message ending with:\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n - Run git status to make sure the commit succeeded.\n\n4. If the commit fails due to pre-commit hook changes, retry the commit ONCE to include these automated changes. If it fails again, it usually means a pre-commit hook is preventing the commit. If the commit succeeds but you notice that files were modified by the pre-commit hook, you MUST amend your commit to include them.\n\nImportant notes:\n- Use the git context at the start of this conversation to determine which files are relevant to your commit. Be careful not to stage and commit files (e.g. with `git add .`) that aren't relevant to your commit.\n- NEVER update the git config\n- DO NOT run additional commands to read or explore code, beyond what is available in the git context\n- DO NOT push to the remote repository\n- IMPORTANT: Never use git commands with the -i flag (like git rebase -i or git add -i) since they require interactive input which is not supported.\n- If there are no changes to commit (i.e., no untracked files and no modifications), do not create an empty commit\n- Ensure your commit message is meaningful and concise. It should explain the purpose of the changes, not just describe them.\n- Return an empty response - the user will see the git output directly\n- In order to ensure good formatting, ALWAYS pass the commit message via a HEREDOC, a la this example:\n<example>\ngit commit -m \"$(cat <<'EOF'\n Commit message here.\n\n 🤖 Generated with [Claude Code](https://claude.ai/code)\n\n Co-Authored-By: Claude <[email protected]>\n EOF\n )\"\n</example>\n\n# Creating pull requests\nUse the gh command via the Bash tool for ALL GitHub-related tasks including working with issues, pull requests, checks, and releases. If given a Github URL use the gh command to get the information needed.\n\nIMPORTANT: When the user asks you to create a pull request, follow these steps carefully:\n\n1. Use BatchTool to run the following commands in parallel, in order to understand the current state of the branch since it diverged from the main branch:\n - Run a git status command to see all untracked files\n - Run a git diff command to see both staged and unstaged changes that will be committed\n - Check if the current branch tracks a remote branch and is up to date with the remote, so you know if you need to push to the remote\n - Run a git log command and `git diff main...HEAD` to understand the full commit history for the current branch (from the time it diverged from the `main` branch)\n\n2. Analyze all changes that will be included in the pull request, making sure to look at all relevant commits (not just the latest commit, but all commits that will be included in the pull request!), and draft a pull request summary. Wrap your analysis process in <pr_analysis> tags:\n\n<pr_analysis>\n- List the commits since diverging from the main branch\n- Summarize the nature of the changes (eg. new feature, enhancement to an existing feature, bug fix, refactoring, test, docs, etc.)\n- Brainstorm the purpose or motivation behind these changes\n- Assess the impact of these changes on the overall project\n- Do not use tools to explore code, beyond what is available in the git context\n- Check for any sensitive information that shouldn't be committed\n- Draft a concise (1-2 bullet points) pull request summary that focuses on the \"why\" rather than the \"what\"\n- Ensure the summary accurately reflects all changes since diverging from the main branch\n- Ensure your language is clear, concise, and to the point\n- Ensure the summary accurately reflects the changes and their purpose (ie. \"add\" means a wholly new feature, \"update\" means an enhancement to an existing feature, \"fix\" means a bug fix, etc.)\n- Ensure the summary is not generic (avoid words like \"Update\" or \"Fix\" without context)\n- Review the draft summary to ensure it accurately reflects the changes and their purpose\n</pr_analysis>\n\n3. Use BatchTool to run the following commands in parallel:\n - Create new branch if needed\n - Push to remote with -u flag if needed\n - Create PR using gh pr create with the format below. Use a HEREDOC to pass the body to ensure correct formatting.\n<example>\ngh pr create --title \"the pr title\" --body \"$(cat <<'EOF'\n## Summary\n<1-3 bullet points>\n\n## Test plan\n[Checklist of TODOs for testing the pull request...]\n\n🤖 Generated with [Claude Code](https://claude.ai/code)\nEOF\n)\"\n</example>\n\nImportant:\n- NEVER update the git config\n- Return an empty response - the user will see the gh output directly\n---Tool: GlobTool\nArguments: pattern: string \"The glob pattern to match files against\", [optional] path: string \"The directory to search in. Defaults to the current working directory.\"\nUsage: - Fast file pattern matching tool that works with any codebase size\n- Supports glob patterns like \"**/*.js\" or \"src/**/*.ts\"\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files by name patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n\n---Tool: GrepTool\nArguments: pattern: string \"The regular expression pattern to search for in file contents\", [optional] path: string \"The directory to search in. Defaults to the current working directory.\", [optional] include: string \"File pattern to include in the search (e.g. \"*.js\", \"*.{ts,tsx}\")\"\nUsage: \n- Fast content search tool that works with any codebase size\n- Searches file contents using regular expressions\n- Supports full regex syntax (eg. \"log.*Error\", \"function\\s+\\w+\", etc.)\n- Filter files by pattern with the include parameter (eg. \"*.js\", \"*.{ts,tsx}\")\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files containing specific patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n\n---Tool: LS\nArguments: path: string \"The absolute path to the directory to list (must be absolute, not relative)\", [optional] ignore: array \"List of glob patterns to ignore\"\nUsage: Lists files and directories in a given path. The path parameter must be an absolute path, not a relative path. You can optionally provide an array of glob patterns to ignore with the ignore parameter. You should generally prefer the Glob and Grep tools, if you know which directories to search.\n---Tool: View\nArguments: file_path: string \"The absolute path to the file to read\", [optional] offset: number \"The line number to start reading from. Only provide if the file is too large to read at once\", [optional] limit: number \"The number of lines to read. Only provide if the file is too large to read at once.\"\nUsage: Reads a file from the local filesystem.\n\nUsage:\n- The file_path parameter must be an absolute path, not a relative path\n- By default, it reads up to 2000 lines starting from the beginning of the file\n- You can optionally specify a line offset and limit (especially handy for long files), but it's recommended to read the whole file by not providing these parameters\n- Any lines longer than 2000 characters will be truncated\n- Results are returned using cat -n format, with line numbers starting at 1\n- For image files, the tool will display the image for you\nFor Jupyter notebooks (.ipynb files), use the ReadNotebook instead\n---Tool: Edit\nArguments: file_path: string \"The absolute path to the file to modify\", old_string: string \"The text to replace\", new_string: string \"The text to replace it with\"\nUsage: This is a tool for editing files. For moving or renaming files, you should generally use the Bash tool with the 'mv' command instead. For larger edits, use the Write tool to overwrite files. For Jupyter notebooks (.ipynb files), use the NotebookEditCell instead.\n\nBefore using this tool:\n\n1. Use the View tool to understand the file's contents and context\n\n2. Verify the directory path is correct (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location\n\nTo make a file edit, provide the following:\n1. file_path: The absolute path to the file to modify (must be absolute, not relative)\n2. old_string: The text to replace (must be unique within the file, and must match the file contents exactly, including all whitespace and indentation)\n3. new_string: The edited text to replace the old_string\n\nThe tool will replace ONE occurrence of old_string with new_string in the specified file.\n\nCRITICAL REQUIREMENTS FOR USING THIS TOOL:\n\n1. UNIQUENESS: The old_string MUST uniquely identify the specific instance you want to change. This means:\n - Include AT LEAST 3-5 lines of context BEFORE the change point\n - Include AT LEAST 3-5 lines of context AFTER the change point\n - Include all whitespace, indentation, and surrounding code exactly as it appears in the file\n\n2. SINGLE INSTANCE: This tool can only change ONE instance at a time. If you need to change multiple instances:\n - Make separate calls to this tool for each instance\n - Each call must uniquely identify its specific instance using extensive context\n\n3. VERIFICATION: Before using this tool:\n - Check how many instances of the target text exist in the file\n - If multiple instances exist, gather enough context to uniquely identify each one\n - Plan separate tool calls for each instance\n\nWARNING: If you do not follow these requirements:\n - The tool will fail if old_string matches multiple locations\n - The tool will fail if old_string doesn't match exactly (including whitespace)\n - You may change the wrong instance if you don't include enough context\n\nWhen making edits:\n - Ensure the edit results in idiomatic, correct code\n - Do not leave the code in a broken state\n - Always use absolute file paths (starting with /)\n\nIf you want to create a new file, use:\n - A new file path, including dir name if needed\n - An empty old_string\n - The new file's contents as new_string\n\nRemember: when making multiple file edits in a row to the same file, you should prefer to send all edits in a single message with multiple calls to this tool, rather than multiple messages with a single call each.\n\n---Tool: Replace\nArguments: file_path: string \"The absolute path to the file to write (must be absolute, not relative)\", content: string \"The content to write to the file\"\nUsage: Write a file to the local filesystem. Overwrites the existing file if there is one.\n\nBefore using this tool:\n\n1. Use the ReadFile tool to understand the file's contents and context\n\n2. Directory Verification (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location\n---Tool: ReadNotebook\nArguments: notebook_path: string \"The absolute path to the Jupyter notebook file to read (must be absolute, not relative)\"\nUsage: Reads a Jupyter notebook (.ipynb file) and returns all of the cells with their outputs. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path.\n---Tool: NotebookEditCell\nArguments: notebook_path: string \"The absolute path to the Jupyter notebook file to edit (must be absolute, not relative)\", cell_number: number \"The index of the cell to edit (0-based)\", new_source: string \"The new source for the cell\", [optional] cell_type: string \"The type of the cell (code or markdown). If not specified, it defaults to the current cell type. If using edit_mode=insert, this is required.\", [optional] edit_mode: string \"The type of edit to make (replace, insert, delete). Defaults to replace.\"\nUsage: Completely replaces the contents of a specific cell in a Jupyter notebook (.ipynb file) with new source. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path. The cell_number is 0-indexed. Use edit_mode=insert to add a new cell at the index specified by cell_number. Use edit_mode=delete to delete the cell at the index specified by cell_number.\n---Tool: WebFetchTool\nArguments: url: string \"The URL to fetch content from\", prompt: string \"The prompt to run on the fetched content\"\nUsage: \n- Fetches content from a specified URL and processes it using an AI model\n- Takes a URL and a prompt as input\n- Fetches the URL content, converts HTML to markdown\n- Processes the content with the prompt using a small, fast model\n- Returns the model's response about the content\n- Use this tool when you need to retrieve and analyze web content\n\nUsage notes:\n - IMPORTANT: If an MCP-provided web fetch tool is available, prefer using that tool instead of this one, as it may have fewer restrictions. All MCP-provided tools start with \"mcp__\".\n - The URL must be a fully-formed valid URL\n - HTTP URLs will be automatically upgraded to HTTPS\n - For security reasons, the URL must have been provided directly by the user\n - The prompt should describe what information you want to extract from the page\n - This tool is read-only and does not modify any files\n - Results may be summarized if the content is very large\n\n\nExample usage:\n{\n \"invocations\": [\n {\n \"tool_name\": \"Bash\",\n \"input\": {\n \"command\": \"git blame src/foo.ts\"\n }\n },\n {\n \"tool_name\": \"GlobTool\",\n \"input\": {\n \"pattern\": \"**/*.ts\"\n }\n },\n {\n \"tool_name\": \"GrepTool\",\n \"input\": {\n \"pattern\": \"function\",\n \"include\": \"*.ts\"\n }\n }\n ]\n}\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "description": { | |
| "type": "string", | |
| "description": "A short (3-5 word) description of the batch operation" | |
| }, | |
| "invocations": { | |
| "type": "array", | |
| "items": { | |
| "type": "object", | |
| "properties": { | |
| "tool_name": { | |
| "type": "string", | |
| "description": "The name of the tool to invoke" | |
| }, | |
| "input": { | |
| "type": "object", | |
| "additionalProperties": {}, | |
| "description": "The input to pass to the tool" | |
| } | |
| }, | |
| "required": [ | |
| "tool_name", | |
| "input" | |
| ], | |
| "additionalProperties": false | |
| }, | |
| "description": "The list of tool invocations to execute" | |
| } | |
| }, | |
| "required": [ | |
| "description", | |
| "invocations" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "GlobTool", | |
| "description": "- Fast file pattern matching tool that works with any codebase size\n- Supports glob patterns like \"**/*.js\" or \"src/**/*.ts\"\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files by name patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "pattern": { | |
| "type": "string", | |
| "description": "The glob pattern to match files against" | |
| }, | |
| "path": { | |
| "type": "string", | |
| "description": "The directory to search in. Defaults to the current working directory." | |
| } | |
| }, | |
| "required": [ | |
| "pattern" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "GrepTool", | |
| "description": "\n- Fast content search tool that works with any codebase size\n- Searches file contents using regular expressions\n- Supports full regex syntax (eg. \"log.*Error\", \"function\\s+\\w+\", etc.)\n- Filter files by pattern with the include parameter (eg. \"*.js\", \"*.{ts,tsx}\")\n- Returns matching file paths sorted by modification time\n- Use this tool when you need to find files containing specific patterns\n- When you are doing an open ended search that may require multiple rounds of globbing and grepping, use the Agent tool instead\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "pattern": { | |
| "type": "string", | |
| "description": "The regular expression pattern to search for in file contents" | |
| }, | |
| "path": { | |
| "type": "string", | |
| "description": "The directory to search in. Defaults to the current working directory." | |
| }, | |
| "include": { | |
| "type": "string", | |
| "description": "File pattern to include in the search (e.g. \"*.js\", \"*.{ts,tsx}\")" | |
| } | |
| }, | |
| "required": [ | |
| "pattern" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "LS", | |
| "description": "Lists files and directories in a given path. The path parameter must be an absolute path, not a relative path. You can optionally provide an array of glob patterns to ignore with the ignore parameter. You should generally prefer the Glob and Grep tools, if you know which directories to search.", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "path": { | |
| "type": "string", | |
| "description": "The absolute path to the directory to list (must be absolute, not relative)" | |
| }, | |
| "ignore": { | |
| "type": "array", | |
| "items": { | |
| "type": "string" | |
| }, | |
| "description": "List of glob patterns to ignore" | |
| } | |
| }, | |
| "required": [ | |
| "path" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "View", | |
| "description": "Reads a file from the local filesystem.\n\nUsage:\n- The file_path parameter must be an absolute path, not a relative path\n- By default, it reads up to 2000 lines starting from the beginning of the file\n- You can optionally specify a line offset and limit (especially handy for long files), but it's recommended to read the whole file by not providing these parameters\n- Any lines longer than 2000 characters will be truncated\n- Results are returned using cat -n format, with line numbers starting at 1\n- For image files, the tool will display the image for you\nFor Jupyter notebooks (.ipynb files), use the ReadNotebook instead", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "file_path": { | |
| "type": "string", | |
| "description": "The absolute path to the file to read" | |
| }, | |
| "offset": { | |
| "type": "number", | |
| "description": "The line number to start reading from. Only provide if the file is too large to read at once" | |
| }, | |
| "limit": { | |
| "type": "number", | |
| "description": "The number of lines to read. Only provide if the file is too large to read at once." | |
| } | |
| }, | |
| "required": [ | |
| "file_path" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "Edit", | |
| "description": "This is a tool for editing files. For moving or renaming files, you should generally use the Bash tool with the 'mv' command instead. For larger edits, use the Write tool to overwrite files. For Jupyter notebooks (.ipynb files), use the NotebookEditCell instead.\n\nBefore using this tool:\n\n1. Use the View tool to understand the file's contents and context\n\n2. Verify the directory path is correct (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location\n\nTo make a file edit, provide the following:\n1. file_path: The absolute path to the file to modify (must be absolute, not relative)\n2. old_string: The text to replace (must be unique within the file, and must match the file contents exactly, including all whitespace and indentation)\n3. new_string: The edited text to replace the old_string\n\nThe tool will replace ONE occurrence of old_string with new_string in the specified file.\n\nCRITICAL REQUIREMENTS FOR USING THIS TOOL:\n\n1. UNIQUENESS: The old_string MUST uniquely identify the specific instance you want to change. This means:\n - Include AT LEAST 3-5 lines of context BEFORE the change point\n - Include AT LEAST 3-5 lines of context AFTER the change point\n - Include all whitespace, indentation, and surrounding code exactly as it appears in the file\n\n2. SINGLE INSTANCE: This tool can only change ONE instance at a time. If you need to change multiple instances:\n - Make separate calls to this tool for each instance\n - Each call must uniquely identify its specific instance using extensive context\n\n3. VERIFICATION: Before using this tool:\n - Check how many instances of the target text exist in the file\n - If multiple instances exist, gather enough context to uniquely identify each one\n - Plan separate tool calls for each instance\n\nWARNING: If you do not follow these requirements:\n - The tool will fail if old_string matches multiple locations\n - The tool will fail if old_string doesn't match exactly (including whitespace)\n - You may change the wrong instance if you don't include enough context\n\nWhen making edits:\n - Ensure the edit results in idiomatic, correct code\n - Do not leave the code in a broken state\n - Always use absolute file paths (starting with /)\n\nIf you want to create a new file, use:\n - A new file path, including dir name if needed\n - An empty old_string\n - The new file's contents as new_string\n\nRemember: when making multiple file edits in a row to the same file, you should prefer to send all edits in a single message with multiple calls to this tool, rather than multiple messages with a single call each.\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "file_path": { | |
| "type": "string", | |
| "description": "The absolute path to the file to modify" | |
| }, | |
| "old_string": { | |
| "type": "string", | |
| "description": "The text to replace" | |
| }, | |
| "new_string": { | |
| "type": "string", | |
| "description": "The text to replace it with" | |
| } | |
| }, | |
| "required": [ | |
| "file_path", | |
| "old_string", | |
| "new_string" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "Replace", | |
| "description": "Write a file to the local filesystem. Overwrites the existing file if there is one.\n\nBefore using this tool:\n\n1. Use the ReadFile tool to understand the file's contents and context\n\n2. Directory Verification (only applicable when creating new files):\n - Use the LS tool to verify the parent directory exists and is the correct location", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "file_path": { | |
| "type": "string", | |
| "description": "The absolute path to the file to write (must be absolute, not relative)" | |
| }, | |
| "content": { | |
| "type": "string", | |
| "description": "The content to write to the file" | |
| } | |
| }, | |
| "required": [ | |
| "file_path", | |
| "content" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "ReadNotebook", | |
| "description": "Reads a Jupyter notebook (.ipynb file) and returns all of the cells with their outputs. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path.", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "notebook_path": { | |
| "type": "string", | |
| "description": "The absolute path to the Jupyter notebook file to read (must be absolute, not relative)" | |
| } | |
| }, | |
| "required": [ | |
| "notebook_path" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "NotebookEditCell", | |
| "description": "Completely replaces the contents of a specific cell in a Jupyter notebook (.ipynb file) with new source. Jupyter notebooks are interactive documents that combine code, text, and visualizations, commonly used for data analysis and scientific computing. The notebook_path parameter must be an absolute path, not a relative path. The cell_number is 0-indexed. Use edit_mode=insert to add a new cell at the index specified by cell_number. Use edit_mode=delete to delete the cell at the index specified by cell_number.", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "notebook_path": { | |
| "type": "string", | |
| "description": "The absolute path to the Jupyter notebook file to edit (must be absolute, not relative)" | |
| }, | |
| "cell_number": { | |
| "type": "number", | |
| "description": "The index of the cell to edit (0-based)" | |
| }, | |
| "new_source": { | |
| "type": "string", | |
| "description": "The new source for the cell" | |
| }, | |
| "cell_type": { | |
| "type": "string", | |
| "enum": [ | |
| "code", | |
| "markdown" | |
| ], | |
| "description": "The type of the cell (code or markdown). If not specified, it defaults to the current cell type. If using edit_mode=insert, this is required." | |
| }, | |
| "edit_mode": { | |
| "type": "string", | |
| "description": "The type of edit to make (replace, insert, delete). Defaults to replace." | |
| } | |
| }, | |
| "required": [ | |
| "notebook_path", | |
| "cell_number", | |
| "new_source" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| }, | |
| { | |
| "name": "WebFetchTool", | |
| "description": "\n- Fetches content from a specified URL and processes it using an AI model\n- Takes a URL and a prompt as input\n- Fetches the URL content, converts HTML to markdown\n- Processes the content with the prompt using a small, fast model\n- Returns the model's response about the content\n- Use this tool when you need to retrieve and analyze web content\n\nUsage notes:\n - IMPORTANT: If an MCP-provided web fetch tool is available, prefer using that tool instead of this one, as it may have fewer restrictions. All MCP-provided tools start with \"mcp__\".\n - The URL must be a fully-formed valid URL\n - HTTP URLs will be automatically upgraded to HTTPS\n - For security reasons, the URL must have been provided directly by the user\n - The prompt should describe what information you want to extract from the page\n - This tool is read-only and does not modify any files\n - Results may be summarized if the content is very large\n", | |
| "input_schema": { | |
| "type": "object", | |
| "properties": { | |
| "url": { | |
| "type": "string", | |
| "format": "uri", | |
| "description": "The URL to fetch content from" | |
| }, | |
| "prompt": { | |
| "type": "string", | |
| "description": "The prompt to run on the fetched content" | |
| } | |
| }, | |
| "required": [ | |
| "url", | |
| "prompt" | |
| ], | |
| "additionalProperties": false, | |
| "$schema": "http://json-schema.org/draft-07/schema#" | |
| } | |
| } | |
| ], | |
| "metadata": { | |
| "user_id": "21bc4c65d9a18770ef6c7660f71eea638f6fc9f171cebb72d7e6b7e9b204ad24" | |
| }, | |
| "stream": true, | |
| "anthropic_version": "vertex-2023-10-16" | |
| } |
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| { | |
| "id": "msg_vrtx_01JWzoVzS5w2ew24vifuRT8d", | |
| "type": "message", | |
| "role": "assistant", | |
| "model": "claude-3-7-sonnet-20250219", | |
| "content": [ | |
| { | |
| "type": "tool_use", | |
| "id": "toolu_vrtx_01QoRhCX7vpz2qJ5QrgAUm23", | |
| "name": "Edit", | |
| "input": { | |
| "file_path": "/Users/andy/repos/antproxy/test/hello.py", | |
| "old_string": "", | |
| "new_string": "#!/usr/bin/env python3\n\nprint('Hello, World!')" | |
| } | |
| } | |
| ], | |
| "stop_reason": "tool_use", | |
| "stop_sequence": null, | |
| "usage": { | |
| "input_tokens": 4, | |
| "cache_creation_input_tokens": 2540, | |
| "cache_read_input_tokens": 11571, | |
| "output_tokens": 118 | |
| } | |
| } | |
| { | |
| "id": "msg_vrtx_01NLMxY9gfeeLYCKThYvUSvh", | |
| "type": "message", | |
| "role": "assistant", | |
| "model": "claude-3-7-sonnet-20250219", | |
| "content": [ | |
| { | |
| "type": "tool_use", | |
| "id": "toolu_vrtx_01YYWjmM997KVyEnMgLFaqJo", | |
| "name": "Bash", | |
| "input": { | |
| "command": "chmod +x /Users/andy/repos/antproxy/test/hello.py" | |
| } | |
| } | |
| ], | |
| "stop_reason": "tool_use", | |
| "stop_sequence": null, | |
| "usage": { | |
| "input_tokens": 6, | |
| "cache_creation_input_tokens": 392, | |
| "cache_read_input_tokens": 14111, | |
| "output_tokens": 71 | |
| } | |
| } | |
| { | |
| "id": "msg_vrtx_019UQkF2QrSn9jmWRuRdHup3", | |
| "type": "message", | |
| "role": "assistant", | |
| "model": "claude-3-5-haiku-20241022", | |
| "content": [ | |
| { | |
| "type": "text", | |
| "text": "<filepaths>\n/Users/andy/repos/antproxy/test/hello.py\n</filepaths>" | |
| } | |
| ], | |
| "stop_reason": "end_turn", | |
| "stop_sequence": null, | |
| "usage": { | |
| "input_tokens": 169, | |
| "cache_creation_input_tokens": 0, | |
| "cache_read_input_tokens": 0, | |
| "output_tokens": 31 | |
| } | |
| } | |
| { | |
| "id": "msg_vrtx_01R55rXVEBvNsywomhWc9GeS", | |
| "type": "message", | |
| "role": "assistant", | |
| "model": "claude-3-7-sonnet-20250219", | |
| "content": [ | |
| { | |
| "type": "text", | |
| "text": "all done" | |
| } | |
| ], | |
| "stop_reason": "end_turn", | |
| "stop_sequence": null, | |
| "usage": { | |
| "input_tokens": 7, | |
| "cache_creation_input_tokens": 95, | |
| "cache_read_input_tokens": 14503, | |
| "output_tokens": 6 | |
| } | |
| } |
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