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    skill-fire-debugger

    by Mr Shippers

    Instantly diagnose and fix why your AI agent skills aren't triggering when they should.

    Updated May 2026
    0 installs

    Free

    One-time purchase

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    • Downloadable skill package
    • Instant install

    See it in action

    A real example of what this skill takes in and produces.

    Sample output

    LIKELY CAUSE: Description does not match the trigger words you actually used. EVIDENCE: Your skill says 'use for database tasks'. You typed 'Postgres'. FIX: Add 'Postgres' and 'SQL' to the skill description trigger list. VERIFY: Type 'Optimize Postgres' and check for the skill icon.

    About This Skill

    What it does

    This skill provides a high-speed diagnostic engine for troubleshooting "misfires"—situations where an AI agent fails to trigger a specific skill despite the user's intent. It systematically analyzes the interaction against seven common failure modes, such as description truncation, trigger word mismatch, or configuration errors.

    Why use this skill

    Debugging agent behavior is often a manual process of trial and error. This skill automates that friction by acting as a "Linter for Agent Skills." Instead of guessing why an agent ignored a tool, you get a developer-centric report including the specific evidence for the failure and a copy-paste-ready fix. It prevents "model hallucination" where the agent tries to perform a task manually instead of using the optimized skill you already built.

    Supported Environment

    While designed with the Claude Skill specification in mind (supporting frontmatter and character budget constraints), the logic applies to any agent framework using tool-calling or slash commands where discoverability is driven by text descriptions.

    The Output

    The skill yields a standardized four-line block: the LIKELY CAUSE, EVIDENCE found in the logs/prompt, a concrete FIX, and a VERIFY step to ensure the problem is solved.

    Use Cases

    • Identify why an agent is ignoring a skill in favor of manual execution
    • Fix description truncation issues caused by character budget limits
    • Resolve naming collisions between competing agent tools
    • Debug configuration errors like hidden disable-model-invocation flags

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    Security Scanned

    Passed automated security review

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    Creator

    mr shippers.

    Frequently Asked Questions

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