Claude Code Skills·Claude Skills·The open SKILL.md registry for Claude
ClaudSkills / Security / red-team

Benchjack

Category: Security  ·  Sub-category: red-team  ·  Last updated:
type:audit
Audit an AI agent benchmark for hackability. Detects evaluation vulnerabilities like missing isolation, leaked answers, eval() on untrusted input, prompt injection in LLM judges, weak scoring, logic gaps, and trust of untrusted output. Use when analyzing whether a benchmark can be gamed or exploited.
Security AStatic scan found no risk patternsHow grading works ›

About this skill (catalog notes)

Benchjack includes pricing or quota commentary; 7 code blocks for direct copy-paste. At roughly 3,351 words the SKILL.md is on the longer end of the catalog distribution.

Source
github.com/benchjack/benchjack
License
Apache-2.0
Original author
benchjack
Indexed lastmod
Catalog position
Security · red-team
Indexed related skills
10

How Benchjack fits the catalog

Benchjack sits in the Security category under the red-team sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

If $ARGUMENTS is empty or contains more than one argument (i.e., multiple space-separated paths/URLs), do NOT proceed with the audit. Instead, output ONLY the following message as plain text (no bold, no italic, no blockquotes, no markdown formatting) and stop:

What this skill does

Benchjack is a community-contributed Claude Code skill in the red-team sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/benchjack/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when analyzing whether a benchmark can be gamed or exploited.

Who uses this skill

The Benchjack Claude Code skill is built for security engineers, penetration testers, DevSecOps practitioners, and development teams hardening codebases and infrastructure. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 115,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/benchjack
curl -L https://claudskills.com/skills/benchjack/SKILL.md \
  -o ~/.claude/skills/benchjack/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/benchjack/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/benchjack/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\benchjack\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Benchjack Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/benchjack/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Benchjack skill do?
Audit an AI agent benchmark for hackability. Detects evaluation vulnerabilities like missing isolation, leaked answers, eval() on untrusted input, prompt injection in LLM judges, weak scoring, logic gaps, and trust of untrusted output. Use when analyzing whether a benchmark can be gamed or exploited.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Benchjack skill?
Use Benchjack when your Claude Code task falls under the Security category — specifically in the red team area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Benchjack" or describe the task and let Claude pick). Browse related skills at /category/security/.
What is a Claude Code skill and how does the Benchjack skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Benchjack is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Security category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
benchjack. (2026). Benchjack [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/benchjack/
BibTeX
@misc{benchjack-2026,
  author    = {benchjack},
  title     = {Benchjack [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/benchjack/}
}

Embed this skill

Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →

Badge
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<script>
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<iframe>
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Security scan

Grade A · scanned 2026-06-13 — free static scan against the OWASP Agentic Skills Top 10.

The scan flagged 1 of 10 categories (execution), including lower-severity patterns. Patterns shown inside code fences are weighted as examples rather than instructions — read the grading methodology for what this does and does not guarantee.

Show this grade on your repo (click to copy):

[![Security: A](https://img.shields.io/badge/Security-A-2e7d32)](https://claudskills.com/skills/benchjack/#security)

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More Security skills

Browse all Security skills in the ClaudSkills registry, or explore these other picks from the same category:

Browse all Security skills → Top 100 skills
Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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