For developers looking to automate this, the zardaxt_utils.py script allows you to normalize and score fingerprints programmatically:

payload=$(base64url -d "$token") echo -n "$payload" | openssl dgst -sha256 -verify /etc/zardaxt/keys/scan_pub.pem -signature <(base64url -d "$sig") && echo "valid"

: The tool was developed as part of research into identifying proxies and VPNs by detecting fingerprint mismatches. Implementation

You can consume scoring links from any programming language that supports HTTP or custom protocol handlers. Below are two common integration patterns.

The code and database are available on the NikolaiT/zardaxt GitHub repository .

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