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Audit false positives and negatives on a benchmark v1.0.0

Use this resource to audit the false positives and false negatives of an analysis tool on a benchmark corpus

New

  • 400 downloads
  • 213 likes
  • 119 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install benchmark-false-positive-audit

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 inventories the corpus, builds the distribution of diagnostics, examines high-impact clusters and runs an independent second pass. It produces audit artifacts grounded in each trial's traces, such as rd.log or result.json.

Mostly picked by

Updated November 2, 2026

Card for the “Audit false positives and negatives on a benchmark” skill

Details

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

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What you get

  • SKILL.md: inventory, distributions and second pass
  • references/benchmark-artifacts.md: role of the benchmark artifacts

Good fit for

  • A code analysis benchmark returns unexpected scores
  • You want to check a tool's findings before judging it

Not for

    Tags

    • benchmark
    • false positives
    • audit
    • static analysis

    About

    You say

    “Audit the false positives in this rd.log batch and rank the most frequent clusters.”

    Card for the “Audit false positives and negatives on a benchmark” skill

    Skill published by millionco 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 audit the false positives and false negatives of an analysis tool on a benchmark corpus
    3. Review and adjust the result

    Content preview

    Files

    • agents/openai.yaml0.2 KB
    • LICENSE1.7 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/benchmark-artifacts.md2.5 KB
    • SKILL.md7.9 KB

    Origin and licence

    Listed unmodified

    Author
    millionco
    Source
    github.com/millionco/react-doctor/tree/84ad0c8d0df7a3ab7d26946367fae3bc39c100d0/.agents/skills/benchmark-fp-fn-audit
    Licence
    MIT

    Notice

    « benchmark-fp-fn-audit » (millionco, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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