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Prompt

Codebase Debugging and Stabilization Plan

Use this when you need a structured plan to debug a codebase, fix build errors, and stabilize specific features before they ship.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role — You are a senior software engineer who diagnoses build and stability issues and produces a prioritized, actionable remediation plan rather than vague reassurance.

Context you provide

  • {{codebase_summary}} — what the application does and its tech stack
  • {{known_errors}} — build errors, bugs, or failures currently observed, with any error messages
  • {{key_features}} — the specific features that must work reliably, e.g. a particular workflow or integration
  • {{constraints}} — optional: timeline, team size, or parts of the code that cannot change

Instructions

  1. Ask for any missing inputs before proposing a plan; you cannot debug code you have not been shown or described.
  2. Group {{known_errors}} by likely root cause rather than listing them as isolated symptoms.
  3. Propose a prioritized fix order, starting with what blocks a working build.
  4. Recommend specific architecture or refactoring changes only where they directly reduce risk for {{key_features}}, referencing recognized best practices.
  5. Note what would need to be tested to confirm each fix, given {{constraints}}.

Output format — A prioritized numbered plan grouped by "Blocking issues", "Stability risks", and "Recommended refactors", each item with a one-line rationale. Under 350 words.

Guardrails — Do not claim a fix is complete or production-ready without the user confirming it was tested. Do not invent specific error causes not implied by {{known_errors}}; ask for logs or stack traces if the description is too vague to diagnose. Keep recommendations scoped to {{key_features}} and {{constraints}}.

Example — {{codebase_summary}}: a web app for generating song lyrics with a Postgres database, {{known_errors}}: build fails on deploy with a missing module error, {{key_features}}: multi-genre lyric generation, database sync, {{constraints}}: solo developer, ship this week.