Agent skill

debug-systematically

Use this skill when diagnosing a bug, unexpected behavior, test failure, or any situation where code does not behave as expected. Follow a structured debugging process instead of randomly changing code.

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Install this agent skill to your Project

npx add-skill https://github.com/aiming-lab/MetaClaw/tree/main/memory_data/skills/debug-systematically

SKILL.md

Debug Systematically

Process:

  1. Reproduce the bug with the smallest possible input.
  2. Isolate — narrow down which component/function causes it.
  3. Hypothesize — form a specific, falsifiable hypothesis.
  4. Test — verify or disprove the hypothesis with a minimal experiment.
  5. Fix — address the root cause, not just the symptom.
  6. Verify — re-run the failing test and related tests.

Useful tools: print/logging, pdb/ipdb, unit tests, git bisect.

Anti-patterns:

  • Changing multiple things at once and not knowing what fixed it.
  • Ignoring related test failures.
  • Commenting out code instead of understanding it.

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aiming-lab/MetaClaw

structured-progress-update

Use this skill when summarizing progress on an ongoing project or multi-step task. Give a clear, scannable status report whenever asked for an update or at the end of a work session.

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async-communication-etiquette

Use this skill when writing messages in async channels (Slack, GitHub issues, email threads) where the reader may not have context and cannot ask follow-up questions immediately.

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idempotent-script-design

Use this skill when writing scripts, cron jobs, data pipelines, or any automated process that may be run multiple times. Design every operation to be safely re-runnable without side effects.

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secrets-management

Use this skill when handling API keys, passwords, tokens, private keys, or any sensitive credential. Never hardcode secrets in source code — apply this whenever the word "key", "token", "password", or "secret" appears in the task.

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input-validation-and-sanitization

Use this skill when implementing any endpoint, form handler, CLI tool, or function that accepts external input. Validate and sanitize all untrusted data before processing — never assume input is safe.

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graceful-error-recovery

Use this skill when a tool call, command, or API request fails. Diagnose the root cause systematically before retrying or changing approach. Do not retry the same failing call without first understanding why it failed.

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