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TokenVerify: A Black-box Auditing Tool for LLM API Endpoints to Identify Relay and Degradation Risks

A command-line tool for auditing whether LLM endpoints truthfully declare their providers, model families, and reasoning capabilities. It can detect risk signals such as API relay, capability degradation, and privacy leaks, and generate readable Markdown audit reports.

LLM审计API中转检测TokenVerify黑盒测试模型降级API安全ClaudeOpenAIDeepSeek流式分析
Published 2026-06-03 15:45Recent activity 2026-06-03 15:52Estimated read 1 min
TokenVerify: A Black-box Auditing Tool for LLM API Endpoints to Identify Relay and Degradation Risks
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Section 01

导读 / 主楼:TokenVerify: A Black-box Auditing Tool for LLM API Endpoints to Identify Relay and Degradation Risks

Introduction / Main Floor: TokenVerify: A Black-box Auditing Tool for LLM API Endpoints to Identify Relay and Degradation Risks

A command-line tool for auditing whether LLM endpoints truthfully declare their providers, model families, and reasoning capabilities. It can detect risk signals such as API relay, capability degradation, and privacy leaks, and generate readable Markdown audit reports.