TL;DR
Yes, an attacker *could* potentially predict future Time-based One-Time Password (TOTP) codes if they have enough past codes and their exact timestamps. This is because TOTP relies on a predictable algorithm. However, it’s difficult in practice without compromising the device or server generating the codes.
Understanding the Risk
TOTP generates codes based on a shared secret key and the current time. The algorithm typically uses a hash function (like SHA-1) with the secret key and a time step. The time step is usually 30 seconds, but can be configured differently.
How an Attack Might Work
- Code Collection: An attacker needs to collect a series of TOTP codes generated by the victim’s device. The more codes collected, the higher the chance of success.
- Timestamp Capture: Crucially, the attacker *must* know the exact timestamps when each code was generated. This is often the hardest part. If the timestamps are inaccurate, the attack will fail.
- Secret Key Recovery: Using the collected codes and timestamps, an attacker can attempt to reverse-engineer the shared secret key used by the TOTP algorithm. There are several techniques for this (see ‘Tools & Techniques’ below).
- Future Code Prediction: Once the secret key is recovered, the attacker can calculate future TOTP codes using the current time and the same algorithm as the victim’s device.
Steps to Mitigate the Risk
- Protect Timestamp Accuracy: The most important step! Ensure that the server or system receiving the TOTP codes has a highly accurate clock synchronized with a reliable time source (like NTP). Clock drift is the attacker’s biggest advantage.
- Rate Limiting: Implement rate limiting on TOTP code submissions. This makes it harder for an attacker to collect enough codes quickly. For example, only allow a limited number of attempts per minute.
- Code Expiration: TOTP codes are already time-limited (typically 30 seconds), but ensure this is strictly enforced on the server side. Do not accept codes that have expired.
- Monitor for Anomalous Activity: Look for patterns of repeated failed code submissions from the same IP address or user account. This could indicate an attack in progress.
- Use Strong Secrets: Ensure that the shared secrets used for TOTP are generated using a cryptographically secure random number generator (CSPRNG). Longer, more complex secrets are harder to crack.
- Consider HOTP: Hash-based One-Time Password (HOTP) doesn’t rely on time and is less vulnerable to this type of attack. However, it requires a counter that must be synchronized between the server and client.
Tools & Techniques
- Offline Cracking Tools: Several tools can attempt to recover the secret key from collected TOTP codes and timestamps. Examples include:
totp-crack(Python script) – Attempts to brute-force the secret key.oathtool(command line tool) – Can be used for testing and analysis of TOTP codes, but also has cracking capabilities. - Statistical Analysis: Attackers can use statistical methods to analyze the collected codes and timestamps to identify patterns that might reveal the secret key.
Example Command (oathtool)
This example shows how to verify a TOTP code against a shared secret:
oathtool --totp -b -t
(Replace <base32_secret> with the victim’s TOTP secret and <current_time_stamp> with the current Unix timestamp.)
cyber security Best Practices
- Multi-Factor Authentication (MFA): TOTP is often used as part of MFA. Ensure that other factors are also in place to provide additional layers of protection.
- Regular Security Audits: Conduct regular security audits to identify and address potential vulnerabilities in your TOTP implementation.