Lobster Debugging

    by 王晓菲

    2

    A systematic 4-phase debugging framework to find root causes, eliminate flaky tests, and prevent regressions.

    Free

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    Works with the AI tools you already use

    CClaude CodeCCursorCCodex CLIGGitHub CopilotGGemini CLIVVS CodeWWindsurf+15 more

    About this skill

    What it does

    Lobster Debugging is a rigorous, 4-phase framework designed to eliminate the "guess-and-check" cycle that plagues modern software development. It transforms your AI agent from a simple code-patcher into a systematic forensic investigator. Instead of applying shallow fixes, it enforces a strict protocol: investigation, condition-based synchronization, defense-in-depth, and academic verification.

    Why use this skill

    Standard LLMs often rush to provide the first plausible-looking fix, which leads to regression and technical debt. This skill implements the 'Iron Law' of debugging: no fixes allowed without proven root cause isolation. It prevents common pitfalls like "magic" sleep timers, flaky test patches, and symptom-only repairs. By using this skill, you ensure that every bug fixed is a bug that never returns.

    How it works

    • Phase 1: Investigation: Systematic binary search of the codebase and diagnostic instrumentation.
    • Phase 2: Synchronization: Replacing flaky timeouts with robust event-based waiting.
    • Phase 3: Defense-in-Depth: Implementing guards that prevent entire classes of similar vulnerabilities.
    • Phase 4: Verification: Proving the fix handles edge cases and handles regression testing.

    Details

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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