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validate-rubrics

Apply adversarial stress-testing to identify and fix vulnerabilities in evaluation rubrics

Skill by Ankh-Studio

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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/ankh-studio-validate-rubrics

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Apply adversarial stress-testing to identify and fix vulnerabilities in evaluation rubrics

Use cases: testing

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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/validate-rubrics

What's inside

Skill name
validate-rubrics
Description
Apply adversarial stress-testing to identify and fix vulnerabilities in evaluation rubrics
License
MIT
Instructions
31 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Validate Rubrics

Apply adversarial stress-testing to identify and fix vulnerabilities in evaluation rubrics.

## Process

1. **Generate Edge Cases**: Create challenging artifacts that could break scoring logic
2. **Adversarial Analysis**: Attack the rubric:
   - Identify 5+ ways rubric could produce wrong/incomplete/biased results
   - Rate severity (Critical/High/Medium/Low) and likelihood (Likely/Possible/Unlikely)
   - Propose specific rubric revisions for each issue
   - Provide hardened version with all improvements
3. **Validate**: Test hardened rubric against edge cases
4. **Assess**: Confirm reliability and document limitations

## Usage

```bash
node scripts/apply-pack.js validate-rubrics --path <rubric-file>
```

## Example

```bash
node scripts/apply-pack.js validate-rubrics --path rubrics/prompt.md
```

Be aggressive - this is stress-testing, not validation. Focus on scenarios where rubric might fail
under adversarial conditions.

From Ankh-Studio/copilot-enterprise-eval-plugin, MIT.

More from Ankh-Studio/copilot-enterprise-eval-plugin

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Last commit (this folder)
Mar 13, 2026 (7 months ago)
Last release
Mar 14, 2026 (7 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

validate-rubrics skill. Agent Mart. https://agentmart.dev/skills/ankh-studio-validate-rubrics (last updated 2026-10-24)