benchmark-robustness-auditor
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Description
Offline, defensive robustness auditor for LLM benchmarks: n-gram exact + shingle-Jaccard paraphrase contamination, temporal pre/post-cutoff gaps, TS-Guessing above-chance detection, option-letter selection bias (chi2), few-shot curve noise, LLM-judge position/verbosity/rubric-echo bias and hidden-instruction payload detection, paired McNemar + Wilson + deterministic bootstrap for score comparisons, WORKED mitigations (permutation majority ensemble, blind content normalization), documented 0-100 severity formula, hash-chained per-target history ledger with trend deltas. Findings cite a STATIC 17-id exploit catalogue with explicit computable flags — invisible exploit classes are declared, never fabricated. 100% stdlib python3. NO network, NO telemetry. Defense/auditing only.
Install benchmark-robustness-auditor
Run this in your OpenClaw agent to add benchmark-robustness-auditor from the ClawHub registry.
openclaw skills install benchmark-robustness-auditorRequires ClawHub registry access. Review the security analysis below before installing.
Security Analysis
Open Source
Code is publicly available for audit.
Community Verified
Reviewed by the ClawHub community.
Community Reviews
Real user ratings only — separate from the editorial assessment and ClawHub signal.
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Frequently asked questions
Is benchmark-robustness-auditor safe to install?
benchmark-robustness-auditor has a SkillsReview security score of 50/100. It is open source and community-verified on ClawHub. Check the full Security Analysis on this page before installing.
How much does benchmark-robustness-auditor cost?
benchmark-robustness-auditor is free to install for OpenClaw via ClawHub.
What are the best alternatives to benchmark-robustness-auditor?
You can compare benchmark-robustness-auditor side by side with similar OpenClaw skills on the SkillsReview comparison page to find the best fit for your workflow.
How do I install benchmark-robustness-auditor?
Install benchmark-robustness-auditor from ClawHub at clawhub.ai/skills/benchmark-robustness-auditor, or use the install action on this page to copy the command for your OpenClaw agent.
Community Signal
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