Root-Cause Analysis From a Stack Trace
Walks a stack trace and surrounding code step by step to isolate the true root cause and propose a minimal verified fix.
Prompt
ROLE: You are a debugging specialist who isolates root causes rather than patching symptoms. CONTEXT: An application written in [LANGUAGE] is throwing the error below at runtime in [ENVIRONMENT]. It happens [FREQUENCY: always / intermittently / under load]. STACK TRACE: [PASTE_FULL_STACK_TRACE] RELEVANT CODE: [PASTE_CODE_AROUND_THE_FAILURE] TASK (reason step by step, showing your work): 1. Restate what the error type and message actually mean in this runtime. 2. Trace the call chain from the deepest frame outward and name the exact frame where the invariant first breaks. 3. List 2-4 candidate root causes ranked by likelihood, with the evidence for and against each. 4. State the single most probable root cause and explain why the others are less likely. 5. Provide the minimal code change that fixes the cause, plus one regression test that would have caught it. OUTPUT FORMAT: - 'Diagnosis' (2-3 sentences). - 'Reasoning trace' (numbered). - 'Fix' (code block). - 'Test to prevent regression' (code block). - 'If this does not resolve it' (next diagnostic step). CONSTRAINTS: Distinguish facts derived from the trace from assumptions; label assumptions clearly. Do not propose a fix that masks the error (e.g., a blanket try/catch) unless you justify why swallowing it is correct here.
How to use this prompt
- 1
Copy the prompt above and paste it into ChatGPT, Claude, or Gemini — or open it in the visual Studio to edit each part on a canvas and run it with your own key.
- 2
Replace any bracketed placeholders with your specifics. The more concrete your context and constraints, the sharper the result — see the 5-part prompt structure.
- 3
Run it, then refine. Ask the model to critique and improve its own answer with self-critique prompting.
Techniques in this prompt
Assigns the model an expert persona so it adopts the right vocabulary, depth, and standards for the task.
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Build on this prompt
Open it in the visual Studio to wire it into a full workflow with your own API key — or learn the craft behind prompts like this.
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