AI Prompts for Removing Debug Statements Automatically

20 of the best prompts for removing debug statements automatically, step by step across 4 stages. Works with ChatGPT, Claude, and Gemini.

AI Prompts for Removing Debug Statements Automatically

20 of the best prompts for removing debug statements automatically, step by step across 4 stages. Works with ChatGPT, Claude, and Gemini.

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Published June 28, 2026

Getting Removing Debug Statements Automatically right takes more than a single prompt. This 4-stage guide covers Diagnose the Wall, Isolate and Fix, Verify the Resolution, and more, breaking the whole process into focused steps where each prompt builds on the last. Windsurf is leaving console.log, debugger, or debug print statements in production-ready code, which can lead to performance issues and security risks. As a result, the code may expose sensitive information or reduce application efficiency. These prompts help developers ensure debug statements are removed before deployment, maintaining code quality and security. Every prompt is optimized and runs in ChatGPT, Claude, and Gemini.

Diagnose the Wall

Identify where debug statements are being left in the codebase.

Identify Debug Statements

Please scan the entire codebase for any instances of console.log, debugger, or debug print statements. For each occurrence, provide the file name and line number where it is found. Additionally, categorize the statements based on their purpose, such as logging variable values, indicating function entry or exit, or tracking errors, and summarize the findings in a clear report format.

Diagnose the Wall

Check Recent Changes

Please review the latest commits in the project repository and identify any debug statements that have been added. Summarize your findings in a clear and concise manner, highlighting the purpose of each debug statement and any potential impact they may have on the functionality of the application. Additionally, note if there are any patterns or common issues that emerge from these debug statements. Format your summary in bullet points for easy readability.

Diagnose the Wall

Analyze Cascade Mode Edits

Analyze the edits made in Cascade mode and identify any debug statements that may have been unintentionally added or retained. Provide a detailed list of these instances, including the specific locations within the code where these debug statements occur. Additionally, explain the potential impact of these debug statements on the functionality and performance of the application. Ensure that your analysis is thorough and formatted in a clear manner for easy reference.

Diagnose the Wall

Review CLAUDE.md Compliance

Please review the following CLAUDE.md file content: [PASTE CONTENT]. I need you to confirm whether the rules regarding debug statements are being adhered to throughout the document. If there are any discrepancies or areas where the rules are not being followed, please highlight those specifically and provide suggestions for how to correct them. Additionally, summarize the overall compliance of the document with regard to the debug statement guidelines.

Diagnose the Wall

Evaluate Code Quality

Evaluate the current codebase for quality issues specifically related to debug statements. Identify any instances of excessive, insufficient, or poorly formatted debug logs that may impact performance or readability. For each issue found, provide a brief explanation of why it is a concern and suggest improvements or best practices for logging. Format the report with clear headings for each identified issue, and include examples from the codebase where applicable. Aim for a comprehensive overview that can guide future development efforts in maintaining high code quality.

Diagnose the Wall

Isolate and Fix

Focus on removing debug statements from the codebase.

Remove All Debug Statements

Please analyze the provided codebase and identify all instances of console.log, debugger, and debug print statements. Remove each of these statements from the code while ensuring that the overall functionality of the code remains intact. After completing the removal, provide a summary of the changes made, including the number of statements removed and any potential impacts on the code's behavior. Confirm that the code is functioning correctly without these debug statements.

Isolate and Fix

Fix Cascade Mode Errors

Please identify and correct any errors that have been introduced by Cascade mode related to debug statements in the code. Analyze the specific areas where these errors occur and provide detailed explanations of the changes made to resolve them. Additionally, summarize the fixes in a clear format, highlighting the key modifications and their impact on the overall functionality. Ensure that the summary is concise yet comprehensive enough for someone to understand the adjustments without needing to reference the original code.

Isolate and Fix

Apply CLAUDE.md Rules

Review the provided code and ensure that all debug statements adhere to the guidelines outlined in the CLAUDE.md document. Identify any instances where the code does not comply, and make the necessary adjustments to align with these rules. Additionally, provide a summary of the changes made, explaining how each adjustment improves the clarity and effectiveness of the debug statements. Format your response as a detailed report, including before-and-after code snippets where applicable.

Isolate and Fix

Refactor Debugging Code

Please refactor the code that currently uses debug statements to implement proper logging mechanisms instead. Ensure that all instances of debug statements are replaced with appropriate logging calls that follow best practices. Provide a summary of the changes made, including the specific logging levels used (e.g., INFO, WARN, ERROR) and any additional context that may help in understanding the logging structure. Additionally, confirm that the new logging implementation is functioning correctly and provide examples of how the logs will appear in the output.

Isolate and Fix

Optimize Code Quality

Please review the code provided and identify any unnecessary debug statements that can be removed to enhance overall code quality. For each debug statement you remove, provide a brief explanation of why it was deemed unnecessary and how its removal contributes to cleaner code. Additionally, compile a report summarizing the improvements made, including the total number of debug statements removed and any other enhancements that were implemented to optimize the code. Format the report in a clear and organized manner, highlighting key changes and their impact on the codebase.

Isolate and Fix

Verify the Resolution

Ensure all debug statements have been removed and code quality is intact.

Run Codebase Scan

Please conduct a thorough scan of the codebase to identify and confirm the removal of all debug console logs. The scan should cover all files and directories within the project. After completing the scan, generate a detailed report that lists any remaining debug statements found, along with their locations in the code. Additionally, provide a summary confirming whether the codebase is now free of debug logs, and include any recommendations for maintaining clean code in the future.

Verify the Resolution

Validate CLAUDE.md Compliance

Please review the code and validate its compliance with the CLAUDE.md guidelines specifically related to debug statements. Identify any areas where the code meets the requirements and highlight any sections that may still need adjustments to ensure full compliance. Provide a summary of your findings, including specific examples of compliant and non-compliant debug statements, and suggest any necessary changes for improvement.

Verify the Resolution

Test Application Performance

Conduct a series of performance tests on the application to verify that the removal of debug console logs has not adversely affected its performance. Measure key metrics such as response time, memory usage, and CPU load before and after the removal. Provide a detailed report of your findings, including any significant changes in performance metrics, and suggest any further optimizations if necessary. Format the results in a clear and concise manner, using graphs or tables where appropriate to illustrate the differences.

Verify the Resolution

Check for Errors

Please conduct a thorough check for any errors or issues that may have arisen from the removal of debug statements in the codebase. Provide a detailed report of your findings, including any specific error messages encountered, the locations in the code where these issues occur, and potential impacts on functionality. Additionally, suggest any necessary fixes or adjustments that should be made to resolve these issues. Format the report in a clear and organized manner, using bullet points for easy readability.

Verify the Resolution

Confirm Code Quality

Please evaluate the quality of the code after the recent fixes have been applied. Your assessment should include a review of adherence to coding standards, readability, maintainability, and performance considerations. Additionally, identify any potential issues or areas for improvement, and suggest specific changes or enhancements that could elevate the code quality. Format your feedback in a structured manner, highlighting key points and providing examples where applicable.

Verify the Resolution

Prevent Recurrence

Create safeguards to prevent debug statements from being left in production code.

Create CLAUDE.md Rule

Draft a new rule for CLAUDE.md that addresses the prevention of debug statements in production code. The rule should clearly outline the reasons for avoiding debug statements in production, including potential performance impacts and security risks. Include specific examples of acceptable logging practices and guidelines for developers to follow when writing production code. Format the rule in a clear and concise manner, suitable for inclusion in the CLAUDE.md documentation.

Prevent Recurrence

Add Code Comment Template

Create a code comment template that serves as a reminder for developers to remove debug statements before finalizing their code. The template should include sections for the purpose of the debug statement, the date it was added, and a checklist to confirm its removal. Additionally, provide guidelines on best practices for using debug statements in code, including when to use them and how to ensure they do not remain in the production version. Format the template clearly, making it easy for developers to follow and implement.

Prevent Recurrence

Develop Session-Opener Checklist

Please create a comprehensive checklist for developers to use at the beginning of each coding session to ensure that no debug statements are left in the code. The checklist should include specific items such as reviewing recent changes, confirming that all debug logs are removed, checking for commented-out code that may contain debug information, and ensuring that all test cases are updated. Format the checklist in bullet points for clarity and include at least five key items that developers should verify before proceeding with their work.

Prevent Recurrence

Establish Naming Convention

Propose a detailed naming convention for debug console logs that clearly distinguishes them from production code. The convention should include specific prefixes or suffixes to be used in log statements, such as "[DEBUG]" or "[LOG]", and guidelines on how to format the log messages for clarity. Additionally, explain how this naming convention can facilitate the identification and removal of debug code during the development and deployment process. Provide examples of log statements using the proposed naming convention to illustrate its application.

Prevent Recurrence

Implement Project Guard

Please help me design a project guard that automatically flags debug statements during code reviews. Outline the key components of the guard, including how it will be integrated into the existing code review process. Specify the criteria for what constitutes a debug statement and how the guard will notify reviewers of these flags. Additionally, provide recommendations for best practices to ensure that the guard is effective and does not hinder the review process. Include any potential challenges and solutions for implementing this guard in a team environment.

Prevent Recurrence

Frequently asked questions

Why does Windsurf leave debug statements in my code?+

Windsurf's Cascade mode may inadvertently retain debug statements if not configured properly. Ensure your CLAUDE.md rules are up-to-date and specific about removing debug code.

How can I prevent debug statements from reaching production?+

Use CLAUDE.md rules to enforce the removal of debug statements and implement automated checks in your CI/CD pipeline to catch them before deployment.

What are the risks of leaving debug statements in production?+

Debug statements can expose sensitive information, degrade performance, and clutter logs, making it harder to diagnose real issues.

Can Windsurf automatically remove debug statements?+

Yes, Windsurf can be prompted to scan and remove debug statements across the codebase, ensuring cleaner production code.

How do I configure Windsurf to follow my project's rules?+

Ensure your CLAUDE.md file is comprehensive and loaded into Windsurf. Regularly update it to reflect any changes in your project's coding standards.