awesome-auditable-ai: Auditing AI agents: a curated list of papers, tools, datasets, benchmarks, and standards covering reliability

by yzhao062 · Agent Tool · ★ 158

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 55/100

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.

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.

agent-evaluationagent-reliabilityagentic-aiai-agentsai-safetyauditableauditingawesomeawesome-listfailure-attribution

Quick Facts

Stars158
Forks46
LanguagePython
CategoryAgent Tool
LicenseCC0-1.0
Quality Score55/100
Open Issues4
Last Updated2026-11-05
Created2026-06-24
Platformspython
Est. Tokens~25k

About awesome-auditable-ai

Awesome Auditable AI Audit Commons is the companion website for this list, with AI auditing news, analysis, practical guides, and a searchable resource directory. [!NOTE] Auditability is the goal: being able to establish what an agent did, what it relied on, why it acted, and whether the action was right. Reliability engineering is how a system gets there.

Compatible Skills

These tools work well together with awesome-auditable-ai for enhanced workflows:

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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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