AI Prompts for Improving Error Stack Analysis

20 of the best prompts for improving error stack analysis, step by step across 4 stages. Works with ChatGPT, Claude, and Gemini.

AI Prompts for Improving Error Stack Analysis

20 of the best prompts for improving error stack analysis, step by step across 4 stages. Works with ChatGPT, Claude, and Gemini.

Scroll to explore

Published June 28, 2026

GitHub Copilot often only reads the first line of an error, missing the root cause buried deeper in the stack trace. This oversight can lead to incorrect suggestions and wasted debugging time. These prompts enable developers to extract and analyze the full error stack, ensuring accurate problem resolution. Built across 4 distinct stages covering Diagnose the Wall, Isolate and Fix, Verify the Resolution and more, this guide gives you one expert prompt per step so you never have to write from scratch or guess what the AI needs. The prompts work in ChatGPT, Claude, and Gemini and are designed to get usable output on the first try.

Diagnose the Wall

Identify the specific error stack trace that Copilot is misreading.

Share Full Error Stack

Please analyze the following full error stack trace: [PASTE ERROR STACK]. Identify any potential root causes or issues that may not be evident from just reading the first line. Provide a detailed explanation of each part of the stack trace, highlighting any specific errors, warnings, or patterns that could indicate underlying problems. Additionally, suggest possible solutions or next steps to address these issues based on your analysis.

Diagnose the Wall

Identify Key Error Lines

Please analyze the following error stack: [PASTE ERROR STACK]. Identify and highlight the key lines that are most critical for diagnosing the underlying issue. Explain why each highlighted line is significant and how it relates to the overall error. Provide a summary of the potential causes based on these critical lines and suggest possible next steps for troubleshooting.

Diagnose the Wall

Explain Error Context

Please analyze the following error stack: [PASTE ERROR STACK]. Explain the context of the error in detail, breaking down each line and describing how it contributes to the overall issue. Additionally, provide insights into potential causes and suggest steps for troubleshooting or resolving the error. Aim for a comprehensive explanation that would help someone unfamiliar with the stack understand the problem and its implications.

Diagnose the Wall

Summarize Full Error

Please summarize the full error stack trace provided: [PASTE ERROR STACK]. Focus on identifying the root cause of the error and any contributing factors that may have led to this issue. Additionally, explain the implications of the error and suggest potential solutions or next steps to resolve it. Format your response in a clear and structured manner, highlighting key points for easy understanding.

Diagnose the Wall

Highlight Missed Details

From the following error stack: [PASTE ERROR STACK], analyze the entire stack trace and identify any critical details that may be missed if only the first line is considered. Focus on specific error messages, line numbers, and any contextual information that could provide insight into the root cause of the issue. Summarize your findings in a structured format, highlighting the key details and their potential implications for troubleshooting the error.

Diagnose the Wall

Isolate and Fix

Focus on isolating the root cause and providing a fix based on the full error stack.

Propose Fix for Root Cause

Analyze the full error stack provided: [PASTE ERROR STACK]. Identify the root cause of the issue and propose a detailed fix. Include specific code changes or configurations that need to be implemented, and explain how these changes will resolve the error. Additionally, suggest any preventive measures to avoid similar issues in the future.

Isolate and Fix

Suggest Code Changes

Analyze the following error stack: [PASTE ERROR STACK]. Identify the root cause of the issue and suggest specific code changes that would resolve it. Please provide a detailed explanation of each suggested change, including why it addresses the error and any potential impact on the overall functionality of the code. Format your response in a clear, step-by-step manner so that I can easily implement the changes.

Isolate and Fix

Clarify Error Dependencies

Please analyze the following error stack: [PASTE ERROR STACK]. Identify and clarify any dependencies that could be contributing to this error. Provide a detailed explanation of each dependency, including how it relates to the error and any potential solutions or workarounds. Additionally, suggest steps to troubleshoot or resolve the issue based on your findings.

Isolate and Fix

Recommend Debugging Steps

Given the full error stack provided: [PASTE ERROR STACK], please recommend a series of debugging steps to help isolate the root cause of the issue. Start by identifying the key error messages and their potential implications. Then, suggest specific actions to take, such as checking for common coding mistakes, verifying dependencies, and examining configuration settings. Finally, outline how to test each step to confirm whether the issue has been resolved or if further investigation is needed.

Isolate and Fix

Identify Code Smells

Analyze the following error stack: [PASTE ERROR STACK]. Identify any potential code smells that may be contributing to the issues presented in the stack. For each code smell you find, provide a brief explanation of why it is problematic and suggest possible solutions or improvements to address these issues. Additionally, categorize the code smells into relevant types, such as design flaws, performance issues, or maintainability concerns, to help prioritize which problems to tackle first.

Isolate and Fix

Verify the Resolution

Ensure the proposed fix resolves the issue by verifying the absence of errors.

Check Error Resolution

Please verify if the error stack provided below: [PASTE ERROR STACK] has been resolved after applying the fix. Check for any remaining issues or messages that may indicate the error persists. If the error is still present, provide a detailed explanation of what is still occurring and any additional context that may help in diagnosing the problem. If the error is resolved, summarize the steps taken to fix it and confirm that the application is functioning as expected.

Verify the Resolution

Validate Code Changes

Please validate the code changes made to address the following error stack: [PASTE ERROR STACK]. Review the changes thoroughly to ensure that they effectively resolve the issue without introducing any new errors or bugs. Provide a detailed report on your findings, including any potential areas of concern or suggestions for further improvements. Additionally, confirm that all relevant tests pass successfully and that the overall functionality of the application remains intact.

Verify the Resolution

Run Tests for Verification

Please run the relevant tests to verify the resolution of the following error stack: [PASTE ERROR STACK]. Provide a detailed report on the outcomes of each test, including whether the error has been resolved, any new errors that may have appeared, and suggestions for further action if the issue persists. Include information on the test cases executed, the expected results, and the actual results for clarity. Summarize your findings in a structured format that can be easily reviewed.

Verify the Resolution

Confirm Error Absence

Please verify whether the error stack provided below has been fully resolved and does not reoccur. The error stack is: [PASTE ERROR STACK]. Outline the steps you took to confirm the resolution, including any tests or checks performed. Additionally, provide a summary of your findings and any recommendations if the error persists.

Verify the Resolution

Ensure Stability Post-Fix

After fixing the error stack: [PASTE ERROR STACK], please verify that the system remains stable. Conduct a series of tests to confirm that all functionalities are operating as expected without any new issues arising. Provide a detailed report on the stability status, including any anomalies detected during testing and recommendations for further actions if necessary. Additionally, outline any potential risks that may affect system performance in the future.

Verify the Resolution

Prevent Recurrence

Create reusable artefacts to prevent similar issues in the future.

Draft CLAUDE.md Rule

Using the resolved error stack provided: [PASTE ERROR STACK], create a detailed rule for CLAUDE.md that addresses the specific issues identified. Include a clear explanation of the problem, the context in which it occurs, and the steps necessary to prevent similar errors in the future. The rule should be structured with a title, a description of the issue, recommendations for best practices, and any relevant examples or scenarios to illustrate the rule's application. Ensure the final document is concise yet comprehensive, suitable for inclusion in a technical guideline.

Prevent Recurrence

Add Code Comment

Please write a detailed code comment that explains the fix applied for the following error stack: [PASTE ERROR STACK]. The comment should include the nature of the error, the specific changes made to resolve it, and any relevant context that future developers should be aware of. Aim for clarity and thoroughness, ensuring that someone unfamiliar with the issue can understand the rationale behind the fix. Format the comment in a way that it can be easily integrated into the codebase.

Prevent Recurrence

Create Debugging Checklist

Help me create a comprehensive debugging checklist for issues related to the following error stack: [PASTE ERROR STACK]. The checklist should include steps to identify the root cause, common pitfalls to avoid, and potential solutions for each type of error listed in the stack. Additionally, provide tips on how to gather more information about the errors and any tools or commands that can assist in the debugging process. Format the checklist in a clear, organized manner with bullet points for easy reference.

Prevent Recurrence

Establish Naming Convention

Propose a comprehensive naming convention that can be used to identify and categorize similar error patterns based on the provided error stack: [PASTE ERROR STACK]. The convention should include guidelines on how to structure the names, what elements to incorporate (such as error type, severity, and context), and examples of effective naming for various scenarios. Additionally, explain how this naming convention can facilitate better error tracking and resolution in future projects. Please format your response in a clear, structured manner with bullet points for easy reference.

Prevent Recurrence

Design Project Guard

Help me design a project guard that can effectively catch similar errors early in the development process. The guard should analyze the error stack provided: [PASTE ERROR STACK] and implement strategies to prevent these errors from recurring. Please outline the key components of the guard, including how it will monitor the codebase, the types of errors it will track, and any specific thresholds or conditions that should trigger alerts. Additionally, suggest best practices for integrating this guard into the existing workflow to ensure it is used consistently.

Prevent Recurrence

Frequently asked questions

Why does GitHub Copilot miss the root cause in error stacks?+

GitHub Copilot often focuses on the first line of an error stack, which can lead to missing deeper root causes. Providing the full stack trace helps Copilot offer more accurate suggestions.

How can I ensure Copilot reads the entire error stack?+

Paste the entire error stack into the chat to give Copilot full context, allowing it to analyze and suggest fixes based on the complete information.

What should I do if Copilot's suggestions are off-target?+

Review the full error stack and provide it to Copilot, ensuring it has all the necessary context to make accurate suggestions.

Can Copilot help with complex error stacks?+

Yes, by providing the complete error stack, Copilot can analyze complex issues and suggest targeted fixes.

How does Copilot handle multi-line errors?+

Copilot can process multi-line errors if the entire stack is provided, allowing it to identify the root cause and suggest appropriate solutions.