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Benchmark a vulnerability-detection harness v1.0.0

Use this resource to measure how well a harness finds real flaws without false alarms

New

  • 562 downloads
  • 226 likes
  • 169 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install security-detection-harness-bench

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 runs the upstream security bench on a corpus of ten flaws and nine decoys. It grades the champion on detection rate, false-positive rate, patch success, reproducibility and unsafe output, then compares it with four baselines. The skill degrades gracefully if the library is missing.

Mostly picked by

Updated November 2, 2026

Card for the “Benchmark a vulnerability-detection harness” skill

Details

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

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What you get

  • SKILL.md: algorithm and output shape
  • SKILL.md: wiring into a nightly security self-check

Good fit for

  • You are building a flaw detector that learns
  • You want to compare a detector with a single LLM pass

Not for

    Tags

    • security
    • detection
    • evaluation
    • vulnerabilities

    About

    You say

    “Run the security bench on the detection harness and compare it with the four baselines.”

    Card for the “Benchmark a vulnerability-detection harness” skill

    Skill published by ruvnet 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 measure how well a harness finds real flaws without false alarms
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md4.6 KB

    Origin and licence

    Listed unmodified

    Author
    ruvnet
    Source
    github.com/ruvnet/ruflo/tree/89b0cd02dd99ea1f63437fde6c05992ec53cc22b/plugins/ruflo-metaharness/skills/harness-security-bench
    Licence
    MIT

    Notice

    « harness-security-bench » (ruvnet, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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