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Debugging with ranked hypotheses and instrumentation v1.0.0

Use this resource to find the cause of a failure through ranked hypotheses and targeted instrumentation

New

  • 395 downloads
  • 181 likes
  • 217 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install ranked-hypothesis-debugging

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent starts from the symptoms and observability data, ranks hypotheses and adds targeted instrumentation to test them. You get a reasoned root cause and a safe approach for the production environment.

Mostly picked by

Updated November 2, 2026

Card for the “Debugging with ranked hypotheses and instrumentation” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: initial triage and observability data collection
  • SKILL.md: ranked hypotheses, targeted instrumentation and root cause analysis

Good fit for

  • A bug appears intermittently in production
  • You have symptoms but no clear lead

Not for

    Tags

    • debugging
    • hypotheses
    • instrumentation

    About

    You say

    “Our response time spikes some evenings for no apparent reason: rank the hypotheses and propose instrumentation.”

    Card for the “Debugging with ranked hypotheses and instrumentation” skill

    Skill published by rmyndharis under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to find the cause of a failure through ranked hypotheses and targeted instrumentation
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md6.2 KB

    Origin and licence

    Listed unmodified

    Author
    rmyndharis
    Source
    github.com/rmyndharis/antigravity-skills/tree/364ea63c190fcf7cac035f7fa91f0406fa392584/skills/error-diagnostics-smart-debug
    Licence
    MIT

    Notice

    « error-diagnostics-smart-debug » (rmyndharis, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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