OpenJudge: A Unified Framework for Holistic Evaluation and Quality Rewards

by agentscope-ai · Agent Tool · ★ 1.0k

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How to install OpenJudge

pip install py-openjudge

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 60/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

agentagent-skillsai-agentalignmentevaluationgraderllmrewardreward-modelrlhf

Quick Facts

Stars1,039
Forks99
LanguagePython
CategoryAgent Tool
LicenseApache-2.0
Quality Score60/100
Open Issues13
Last Updated2026-11-03
Created2025-07-08
Platformspython
Est. Tokens~18k

About OpenJudge

Holistic Evaluation, Quality Rewards: Driving Application Excellence 🌟 If you find OpenJudge helpful, please give us a Star! 🌟 🌐 Website 中文 OpenJudge is an open-source evaluation framework for AI applications (e.g., AI agents or chatbots) designed to evaluate quality and drive continuous application optimization.

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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