Silent Failure Scanner — AI skill for Claude Code
Scan AI outputs for silent failures: placeholders, empty stubs, hedging, no-progress repeats, hallucination markers.
How to install Silent Failure Scanner
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open zhaoxinghua09-cell/silent-failure-scanner and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Silent Failure Scanner does
Scan AI outputs for silent failures: placeholders, empty stubs, hedging, no-progress repeats, hallucination markers. 扫描 AI 输出的静默失败：占位、空壳、含糊、原地重复、幻觉标记。
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README
Silent Failure Scanner (静默失败扫描器)
**Catch silent AI failures before they ship.** **在静默失败上线前抓住它们。**
[](https://github.com/zhaoxinghua09-cell/silent-failure-scanner) [](LICENSE) [](CONTRIBUTING.md)
Usage / 用法
python scripts/silent_scanner.py [--json]License
MIT (code) · All rights reserved (SKILL.md theory text). © 2026 Steven Zhao / SynomosAI.
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