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    Backend Best Practices

    by mochalatte

    1

    Best-practice review and debugging guidance for production Go, Python, Node, Java, and PHP backends, plus performance, testing, shell scripting, and git work...

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    Works with the AI tools you already use

    CClaude CodeCCursorCCodex CLIGGitHub CopilotGGemini CLI+17 more

    See it in action

    You say

    Review this Node.js handler for N+1 issues and add a test case for a missing user ID.

    Your agent does

    Perf audit: Found N+1 query in the loop; batch using WHERE IN. Test plan: Added a 400 Bad Request test for undefined user IDs. Backend audit: Added input validation for the user ID parameter.

    What you get

    Audit backend code for N+1 queries and performance bottlenecksImplement layered error handling and input validation patternsGenerate test plans for edge cases and production failuresRefactor shell scripts and Git workflows for deployment safetyEnforce language-specific safety pins for Go, Node, and Python

    About this skill

    Best-practice review and debugging guidance for production Go, Python, Node, Java, and PHP backends, plus performance, testing, shell scripting, and git workflow. Triggers on code review, test writing, deploy scripts, and why-is-this-slow questions.

    How to install

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

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