Verify model identity and detect downgrades or swaps through fingerprint comparison.
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Updated
Mar 17, 2026 - Python
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model-fingerprint
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LLM distillation detection & model fingerprinting via statistical forensics — behavioral probing, stylistic signatures & representation similarity. CLI + MCP ready.
python cli mcp ai-security llm ai-data-pipeline model-fingerprint distillation-detection model-lineage knowlyr
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Mar 15, 2026 - Python
PAMELA 行为指纹识别系统：基于单 token 输出分布的 Jensen-Shannon Divergence 度量，识别 LLM API 真实身份。内置 173 个模型参考指纹库（涵盖 OpenAI/Anthropic/Google/Meta/Qwen/DeepSeek/GLM/Mistral/Moonshot/Llama/Nvidia/Amazon/Nous/Cohere/ByteDance 等 30+ 厂商），工具无关——任何能调 LLM API 的客户端（curl/Python/浏览器/Hermes/OpenClaw/Codex）都能采集。Apache-2.0/MIT/CC-BY-4.0
glm jensen-shannon-divergence ai-safety claude pamela model-identification llm token-distribution behavioral-fingerprinting anthropic zhipu reasoning-model model-fingerprint behavioral-signature llm-fingerprint ai-model-detection api-fingerprinting jsd-analyzer llm-identification model-id
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Jul 21, 2026 - Python
Verify your Claude Code endpoint really serves GLM-5.2 — tokenizer fingerprint + 1M context probe
python cli verify skill tokenizer glm claude model-verification llm long-context anthropic chatglm zhipuai zhipu claude-code glm-4-5 llm-verification model-fingerprint 1m-context glm-5-2
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Jun 30, 2026 - Python
Authenticity & behavior probe for Claude / Anthropic-compatible endpoints — 47 probes, sandbox fallback, golden similarity, community probe packs. macOS · Linux · Windows.
electron desktop-app open-source ai ai-safety claude proxy-detection llm ai-testing prompt-testing anthropic ai-verification llm-gateway vendor-evaluation model-fingerprint
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May 25, 2026 - JavaScript
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