Detections
Explore public detection logic contributed by the community across SIEM and rule languages.
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This rule identifies potential prompt injection attempts against Microsoft Copilot and Azure OpenAI services by monitoring CloudAppEvents for specific adversarial markers, encoded instruction blocks, or hidden text patterns. It flags recurring attempts from a single user as suspicious probing activity.
Detects coordinated credential stuffing campaigns originating from shared IP infrastructure. The rule identifies patterns where multiple distinct accounts are targeted with failed sign-in attempts, characterized by rapidly rotating user-agent/device fingerprints while remaining under standard per-account and per-IP throttling limits. It focuses on the combination of high unique account counts, rotating user-agents, and sustained activity over a specific time window.
Detects unauthorized write or modification operations against machine learning training data, feature stores, and model registries. The rule identifies suspicious activity by flagging actions occurring outside established change windows, attempts by identities with no prior history of modifying the resource, or bulk data modifications that could indicate training data poisoning or model tampering.
Detects high-velocity administrative activity performed by a single user account in Azure Active Directory, specifically focusing on account provisioning and role membership changes. The rule flags patterns such as password resets, enabling/disabling accounts, adding new users, and privilege escalation (e.g., granting Global Administrator roles), which are indicative of malicious post-compromise activity.
This rule detects potential quishing (QR code phishing) attempts by identifying emails with one or more image attachments and minimal URL content, followed by a risky user authentication event within a 3-hour window. This behavior is indicative of an attacker attempting to harvest credentials via a malicious QR code that redirects the user to a phishing site.
Detects high-volume, rapid enumeration of core Microsoft Graph directory endpoints (users, groups, applications, and servicePrincipals) by a single identity or session. This behavior is indicative of reconnaissance tools such as AADInternals, ROADtools, or TokenTactic being used to map out a cloud environment's directory structure.
Detects Microsoft Entra ID service principal (app-only) sign-in events where an application accesses a resource or tenant that has not been observed in the previous 30 days. This is often an indicator of cross-tenant impersonation abuse or credential misuse, particularly related to Actor Tokens.
Detects scenarios where a user registers a new WebAuthn/Passkey credential and subsequently performs a sign-in from a different network or device shortly after, preceded by a sign-in from a risky or non-passkey-based method. This pattern is often associated with credential abuse or MFA registration hijacking.
Detects scenarios where a user registers a new WebAuthn/Passkey credential and subsequently performs a sign-in from a different network or device shortly after, preceded by a sign-in from a risky or non-passkey-based method. This pattern is often associated with credential abuse or MFA registration hijacking.
This rule detects potential quishing (QR code phishing) attempts by identifying emails with one or more image attachments and minimal URL content, followed by a risky user authentication event within a 3-hour window. This behavior is indicative of an attacker attempting to harvest credentials via a malicious QR code that redirects the user to a phishing site.
Detects Microsoft Entra ID service principal (app-only) sign-in events where an application accesses a resource or tenant that has not been observed in the previous 30 days. This is often an indicator of cross-tenant impersonation abuse or credential misuse, particularly related to Actor Tokens.
Detects the addition or modification of federated domain trusts or identity provider settings within Entra ID. Such actions can be indicative of attackers establishing persistent access or implementing Golden SAML-style attacks by forging authentication assertions via a compromised or malicious identity trust.
Detects instances where a Temporary Access Pass (TAP) is assigned to a user account, followed by a sign-in from an unmanaged or non-compliant device within one hour. This behavior is indicative of potential help-desk impersonation (vishing) attacks where an adversary obtains a TAP to bypass standard authentication controls.
Detects a suspicious sequence of events indicative of social engineering. An administrator or help-desk account resets a user's password, followed within 15 minutes by the target user performing a successful MFA authentication from a device or IP address not associated with that user in the preceding 30 days, suggesting an attacker hijacked the session or coerced the user after the password reset.
Detects scenarios where a user registers a new WebAuthn/Passkey credential and subsequently performs a sign-in from a different network or device shortly after, preceded by a sign-in from a risky or non-passkey-based method. This pattern is often associated with credential abuse or MFA registration hijacking.
Aggregates password/MFA reset actions by the performing helpdesk identity, alerting on abnormal reset volume or resets outside a normal ticket pattern — a proxy for a support agent being repeatedly socially engineered or a fraudulent-ticket abuse pattern.
Flags privileged or helpdesk-support account access to the identity admin console from a never-before-seen device fingerprint within minutes of a password reset on any downstream user account.
Flags re-enablement of legacy/basic authentication protocols or a new per-user authentication-policy exclusion occurring shortly after that account's MFA method was reset — the fallback technique used to sidestep modern MFA once the vishing playbook's reset step succeeds.
Detects an Azure AD/Entra ID device registration or join event occurring within 60 minutes of an account-recovery action (password reset, MFA reset, or account unlock) for the same user identity. This sequence is indicative of an attacker registering a managed device to maintain persistent, long-term access following a successful account takeover or vishing-based helpdesk credential reset.
Detects a potential OAuth device code phishing abuse pattern where an authenticated device code sign-in is immediately followed by a new device registration or Primary Refresh Token (PRT) issuance for the same user, potentially originating from a different device or IP address.
Detects the use of anomalous session tokens in Azure Active Directory (Azure AD) sign-in events where the token is being used in a non-interactive manner without a corresponding interactive authentication event. This behavior is indicative of token theft or infostealer activity, where an adversary replays a stolen session cookie from a new, untrusted, or non-compliant device to bypass authentication protections.
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