Detects when a federated identity credential is added to an Entra ID application, or when the issuer or subject of an existing credential is changed. Adversaries with application-management rights can federate the application to an attacker-controlled identity provider, or re-scope an existing trust on a shared issuer such as GitHub Actions to an identity they control, and authenticate as its service principal without creating a client secret.

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Identifies an end-user (non-admin) consent grant in Microsoft Entra ID to an application requesting delegated scopes commonly abused in illicit consent grant (OAuth phishing) attacks, such as mail, mailbox settings, contacts, files, SharePoint, OneNote, Teams chat and Exchange Web Services. Graph scopes are evaluated together with offline_access, which returns a long-lived refresh token and gives an attacker-controlled application durable, silent access to the victim's data without stealing a password or re-prompting for MFA. The alert classifies the application owner as Microsoft first-party, in-tenant or external to help prioritize review.

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Identifies a modification to a conditional access policy (CAP) in Microsoft Entra ID. Adversaries may modify existing CAPs to loosen access controls and maintain persistence in the environment with a compromised identity or entity.

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Identifies when a new SharePoint Site Administrator is added in Microsoft 365. Site Administrators have full control over SharePoint Sites, including the ability to manage permissions, access all content, and modify site settings. Adversaries who compromise a privileged account may add themselves or a controlled account as a Site Administrator to maintain persistent, high-privilege access to sensitive SharePoint data. This technique was notably observed in the 0mega ransomware campaign, where attackers elevated privileges to exfiltrate data and deploy ransom notes across SharePoint sites.

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Detects potential Adversary-in-the-Middle (AiTM) session cookie replay attacks against Okta. This rule identifies when an Okta session is used from multiple IP addresses or with suspicious non-browser user agents after initial authentication. AiTM attacks capture session cookies via phishing proxies (e.g., Evilginx, Modlishka) and replay them from attacker infrastructure, bypassing MFA. The detection correlates session start events with subsequent policy evaluations or SSO attempts that occur from different IPs or programmatic user agents.

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Detects when a specific Okta actor has multiple sessions started from different geolocations. Adversaries may attempt to launch an attack by using a list of known usernames and passwords to gain unauthorized access to user accounts from different locations.

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Detects when an attacker abuses the Multi-Factor authentication mechanism by repeatedly issuing login requests until the user eventually accepts the Okta push notification. An adversary may attempt to bypass the Okta MFA policies configured for an organization to obtain unauthorized access.

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Detects when an attacker abuses the Multi-Factor authentication mechanism by repeatedly issuing login requests until the user eventually accepts the Okta push notification. An adversary may attempt to bypass the Okta MFA policies configured for an organization to obtain unauthorized access.

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Detects Anthropic activity for the same user email from at least three countries and two unique user agents within a four-hour interval. This highly unusual activity may indicate leaked session cookies being abused by a remote adversary using a VPN.

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Admin API keys grant programmatic access to organization and compliance APIs. An attacker can delete legitimate admin API keys to break security monitoring or integrations, or to cover tracks after creating replacement credentials they control. Deletion without a nearby rotation event points more at sabotage than routine key hygiene.

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Detects successful Anthropic magic link or SSO sign-ins for the same user email from source IP addresses whose query-time geo-locations (via IP_LOCATION) are separated by at least 1,000 km, with implied travel faster than 800 km/h, within a 24-hour window. That pattern can indicate account sharing, VPN or proxy egress mismatches, or an adversary authenticating from a geography far from the legitimate user's baseline.

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Magic link second factor adds an extra authentication step to passwordless sign-in for Anthropic. An attacker with administrative access can turn it off so magic link logins no longer require the second factor, which makes stolen or attacker-controlled mailboxes usable for interactive access. This often shows up alongside SSO weakening when the attacker wants a fallback authentication path outside the corporate IdP.

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Detects at least five failed Anthropic authentication events for the same user email within one hour. Failures are matched by authentication category and failure outcome (for example magic-link or SSO login failures). That pattern fits repeated guessing, stale magic link abuse, or automated login attempts against one account.

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Verified organization domains control which email addresses can join or be pulled into an Anthropic tenant. Verifying, claiming, adding, or removing a domain changes the tenant boundary and can pull in attacker-controlled mailboxes or push out legitimate corporate domains. These events are infrequent and affect organization-wide membership trust.

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Detects successful Anthropic audit activity for the same user email from source IP addresses whose query-time geo-locations (via IP_LOCATION) span at least two countries, are separated by at least 500 km, and imply travel faster than 800 km/h within a short (~15-minute) lookback. Unlike login-only impossible travel, this rule covers any successful user-actor activity and can surface session cookie replay or concurrent session reuse when no new authentication events appear.

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SSO routes Anthropic authentication through the corporate identity provider. Disabling SSO, or deactivating or deleting an SSO connection, moves users onto alternate sign-in paths where IdP-enforced MFA, conditional access, and session policies no longer apply. That opens the door to password or magic-link accounts the attacker controls.

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This rule correlates alerts from multiple integrations and event categories that involve different user.name values which may represent the same real-world identity. It uses an LLM-based similarity analysis to evaluate whether multiple user identifiers (e.g. naming variations, formats, aliases, or domain differences) likely belong to the same person.

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This rule correlates multiple security alerts involving the same user across hosts and data sources, then uses an LLM to analyze whether they indicate account compromise. The LLM evaluates alert patterns, MITRE tactics progression, geographic anomalies, and multi-host activity to provide a verdict and confidence score, helping analysts prioritize users exhibiting indicators of credential theft or unauthorized access.

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Detects when a user authorizes a GitHub OAuth application. Stolen OAuth grants persist after password changes until revoked and can clone or ZIP private repositories. This is not a GitHub App installation (integration_installation.create).

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Identifies when a new credential is added to an application in Azure. An application may use a certificate or secret string to prove its identity when requesting a token. Multiple certificates and secrets can be added for an application and an adversary may abuse this by creating an additional authentication method to evade defenses or persist in an environment.

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This rule detects the first observed successful login of a user with the Administrator role to the FortiGate management interface within the last 5 days. First-time administrator logins can indicate newly provisioned accounts, misconfigurations, or unauthorized access using valid credentials and should be reviewed promptly.

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This rule detects the first successful FortiCloud SSO login from a previously unseen source IP address to a FortiGate device within the last 5 days. FortiCloud SSO logins from new source IPs may indicate exploitation of SAML-based authentication bypass vulnerabilities such as CVE-2026-24858, where crafted SAML assertions allow unauthorized access to FortiGate devices registered to other accounts. Environments that regularly use FortiCloud SSO will only alert on new source IPs not seen in the lookback window.

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Detects a first-party FOCI tooling client (Azure CLI, PowerShell, VS Code, Graph CLI, Azure AD PowerShell, or Visual Studio) redeeming a device-bound Primary Refresh Token (PRT) for Microsoft Graph, SharePoint/OneDrive, or Exchange Online from an IP that is not among that user and device's Windows Sign-In or WAM addresses. Replay events are limited to compliant or Intune-managed devices: the stolen cookie keeps the workstation deviceid, so compliant-device Conditional Access can succeed off-box.

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Detects when an administrator role is assigned to an Okta group. An adversary may attempt to assign administrator privileges to an Okta group in order to assign additional permissions to compromised user accounts and maintain access to their target organization.

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Detects attempts to create an Okta API token. An adversary may create an Okta API token to maintain access to an organization's network while they work to achieve their objectives. An attacker may abuse an API token to execute techniques such as creating user accounts or disabling security rules or policies.

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Detects attempts to deactivate an Okta application. An adversary may attempt to modify, deactivate, or delete an Okta application in order to weaken an organization's security controls or disrupt their business operations.

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Detects attempts to deactivate an Okta network zone. Okta network zones can be configured to limit or restrict access to a network based on IP addresses or geolocations. An adversary may attempt to modify, delete, or deactivate an Okta network zone in order to remove or weaken an organization's security controls.

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Detects attempts to deactivate an Okta policy. An adversary may attempt to deactivate an Okta policy in order to weaken an organization's security controls. For example, an adversary may attempt to deactivate an Okta multi-factor authentication (MFA) policy in order to weaken the authentication requirements for user accounts.

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Detects attempts to deactivate a rule within an Okta policy. An adversary may attempt to deactivate a rule within an Okta policy in order to remove or weaken an organization's security controls.

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Detects attempts to delete an Okta application. An adversary may attempt to modify, deactivate, or delete an Okta application in order to weaken an organization's security controls or disrupt their business operations.

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Detects attempts to delete an Okta network zone. Okta network zones can be configured to limit or restrict access to a network based on IP addresses or geolocations. An adversary may attempt to modify, delete, or deactivate an Okta network zone in order to remove or weaken an organization's security controls.

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Detects attempts to delete an Okta policy. An adversary may attempt to delete an Okta policy in order to weaken an organization's security controls. For example, an adversary may attempt to delete an Okta multi-factor authentication (MFA) policy in order to weaken the authentication requirements for user accounts.

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Detects attempts to delete a rule within an Okta policy. An adversary may attempt to delete an Okta policy rule in order to weaken an organization's security controls.

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Detects attempts to modify an Okta application. An adversary may attempt to modify, deactivate, or delete an Okta application in order to weaken an organization's security controls or disrupt their business operations.

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Detects attempts to modify an Okta network zone. Okta network zones can be configured to limit or restrict access to a network based on IP addresses or geolocations. An adversary may attempt to modify, delete, or deactivate an Okta network zone in order to remove or weaken an organization's security controls.

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Detects attempts to modify an Okta policy. An adversary may attempt to modify an Okta policy in order to weaken an organization's security controls. For example, an adversary may attempt to modify an Okta multi-factor authentication (MFA) policy in order to weaken the authentication requirements for user accounts.

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Detects attempts to modify a rule within an Okta policy. An adversary may attempt to modify an Okta policy rule in order to weaken an organization's security controls.

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Detects attempts to reset an Okta user's enrolled multi-factor authentication (MFA) factors. An adversary may attempt to reset the MFA factors for an Okta user's account in order to register new MFA factors and abuse the account to blend in with normal activity in the victim's environment.

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Identifies attempts to revoke an Okta API token. An adversary may attempt to revoke or delete an Okta API token to disrupt an organization's business operations.

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Detects attempts to bypass Okta multi-factor authentication (MFA). An adversary may attempt to bypass the Okta MFA policies configured for an organization in order to obtain unauthorized access to an application.

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Identifies when an Okta user account is locked out 3 times within a 3 hour window. An adversary may attempt a brute force or password spraying attack to obtain unauthorized access to user accounts. The default Okta authentication policy ensures that a user account is locked out after 10 failed authentication attempts.

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Identifies the first time, within a lookback window, an identity performs AWS Organizations or IAM account enumeration APIs. Attackers with compromised credentials often map the organization (accounts, OUs, roots, delegated admins) and account-level metadata (aliases, summary) using the AWS CLI or SDKs. This is a New Terms rule detecting a rare occurrence of the cloud.account.id and user.name pair for these actions.

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Detects successful AssumeRoleWithWebIdentity where the caller identity is a Kubernetes service account and the source autonomous system organization is present but not Amazon.com, Inc. EKS workloads that obtain IAM credentials via IAM Roles for Service Accounts (IRSA) normally reach STS from AWS-managed or AWS-associated networks; the same identity from a clearly external ASN can indicate a stolen or misused projected service-account token being exchanged for IAM credentials off-cluster.

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Flags the first time a given IAM principal invokes a narrow set of high-signal discovery APIs (credential check, account and IAM enumeration, bucket and compute inventory, logging introspection) from a source IP whose autonomous system number (ASN) matches a curated set commonly associated with consumer VPN brands, VPN-heavy hosting, and provider networks referenced in public reporting on TeamPCP activity (for example 31173 Services AB AS39351 and Oy Crea Nova Hosting Solution Ltd). Broad List*/Describe* patterns are intentionally omitted to reduce noise. Hosting ASNs are heavily dual-use; validate source.as.number in your data and extend event.action only when your baseline allows it.

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Identifies the first time a given IAM principal successfully creates an EC2 key pair when the request is sourced from a network whose autonomous system organization is not attributed to common cloud or hyperscaler providers in your GeoIP data. Adversaries may call CreateKeyPair to stage SSH access material before launching or accessing instances. A new terms baseline on user_identity.arn suppresses repeated noise from the same principal while still surfacing the initial suspicious creation from an unusual egress label.

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Identifies the first time an EC2 instance role session calls AWS STS GetCallerIdentity from a given source autonomous system (AS) organization name within the lookback window. Adversaries who steal instance role credentials often verify them with GetCallerIdentity from infrastructure outside your normal egress paths. Baseline learning on the pairing of identity and source network reduces noise from stable NAT or AWS-classified egress compared to alerting on every call from a non-Amazon ASN.

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Identifies deletion of the AWS account password policy via DeleteAccountPasswordPolicy. The account password policy enforces minimum password requirements (length, complexity, rotation, and reuse) for all IAM users in the account. Deleting it removes those requirements account-wide, weakening authentication and easing follow-on credential-based attacks. This is an account-level change that legitimately occurs only during deliberate administration, so its deletion by an unexpected principal warrants review.

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Identifies successful IAM API calls that create a new customer managed policy version or set the default version for an existing customer managed policy. Attackers with iam:CreatePolicyVersion or iam:SetDefaultPolicyVersion on a privileged policy can introduce a permissive policy document and activate it, escalating effective permissions without attaching a new policy. These APIs are high impact when the target policy is attached to powerful roles or users.

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Identifies an inline policy added to an IAM group via PutGroupPolicy. An inline policy attached to a group grants its permissions to every current and future member of that group. Adversaries can abuse this to escalate privileges (grant elevated permissions to a group they belong to, or will add themselves to) and to establish persistence through a durable, membership-based grant that is easy to overlook. Group inline policies are uncommon compared to managed-policy attachments, so their creation by an unexpected principal warrants review.

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Identifies creation or modification of a console login profile for an AWS IAM user via CreateLoginProfile or UpdateLoginProfile. A login profile enables password-based console sign-in for an IAM user. Adversaries who obtain programmatic credentials may create a login profile to add persistent interactive console access, or update an existing profile to reset another user's password and take over the account, even after the original access keys are rotated. Because console access for IAM users is increasingly provisioned through federation or IAM Identity Center, direct use of these APIs by an unexpected principal warrants review. This rule targets IAM users (the userName parameter is present); creation of a login profile for the account root user is covered by a separate rule.

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Identifies the modification or removal of an IAM permissions boundary on an IAM user or role. A permissions boundary caps the maximum permissions an identity can have, regardless of its attached identity policies. An adversary who can delete a boundary ("DeleteUserPermissionsBoundary", "DeleteRolePermissionsBoundary") or replace it with a more permissive one ("PutUserPermissionsBoundary", "PutRolePermissionsBoundary") can lift that cap and unlock permissions the identity's policies already grant, enabling privilege escalation. Boundary changes are infrequent and usually performed by a small set of administrators or infrastructure-as-code pipelines, so changes by unexpected principals warrant review.

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Detects successful IAM API calls that create or empower IAM users and roles, attach or embed policies, or wire roles to instance profiles when the caller is an assumed role session associated with AWS Lambda. Serverless execution roles are often over-permissioned; an adversary who can run or compromise function code can abuse these APIs for privilege escalation and persistence—for example creating users or roles, issuing keys, attaching managed or inline policies, or preparing EC2 instance profiles for lateral movement.

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Identifies an IAM user that successfully signs in to the AWS Management Console from two or more distinct countries within a short window. A single user authenticating from multiple geographic locations in a brief period is physically implausible and indicates that the account's credentials or console session are being used from more than one place at once. This is a hallmark of adversary-in-the-middle (AiTM) phishing and session theft, where the legitimate user signs in from their location while the attacker replays the captured session or credentials from their own infrastructure. Because the attacker logs in from a different network, the divergent sign-in geolocations are the detectable signal even when MFA appears satisfied (AiTM relays the live MFA challenge). This is the CloudTrail-native analog of identity-provider impossible-travel sign-in detections.

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Identifies failed authentication attempts against the AWS Management Console root user from the same source IP address targeting multiple AWS accounts. Password spraying uses few attempts per target across many accounts to avoid lockout, making per-account volume an unreliable signal. This rule detects the cross-account breadth pattern: a single source IP generating root ConsoleLogin failures across two or more distinct AWS accounts. Requires an AWS Organizations-level CloudTrail trail aggregating events from member accounts.

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Identifies successful calls to AWS STS GetFederationToken where request parameters reference AdministratorAccess. This API returns temporary security credentials for a federated user with permissions bounded by the calling IAM user and any inline session policy passed in the request. Supplying or referencing the AWS managed AdministratorAccess policy (or an equivalent string in the policy payload) can grant broadly privileged temporary credentials and may indicate privilege abuse or dangerous automation.

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Identifies Azure AD Graph (graph.windows.net) requests originating from user-agent strings associated with offensive tooling, scripting libraries, or generic HTTP clients. First-party Microsoft components calling AAD Graph identify with specific user agents such as "Microsoft Azure Graph Client Library", "Microsoft ADO.NET Data Services", or "Microsoft.OData.Client". Anything outside that recognised set is either a developer prototyping against the legacy API or an enumeration tool walking the directory.

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Identifies Azure AD Graph (graph.windows.net) requests where the combination of calling OAuth client ("azure.aadgraphactivitylogs.properties.app_id") and signed-in user ("user.id") has not been observed in the tenant in a historical window. A user appearing against AAD Graph under an OAuth client that has not previously authenticated that user is a sign of a FOCI swap, a phished refresh token being redeemed for a new client, or an adversary running tooling under a client identity the user does not normally use.

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Identifies Azure AD Graph (graph.windows.net) requests originating from network sources outside the major public-cloud and Microsoft ASNs that legitimate first-party callers normally come from. Adversary tooling typically rides on commodity hosting (residential ISPs, VPS providers, anonymisers) which produces an ASN distribution very different from the Microsoft / AWS / GCP / Akamai / Cloudflare ranges that dominate legitimate AAD Graph traffic.

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Detects an unusually high ratio of 4xx HTTP responses from Azure AD Graph (graph.windows.net) per calling identity in a short window. Post-identity compromise leading to recon often leaves a tail of 403s and 404s as tooling walks endpoints it does not have permission for, asks for object IDs it does not have, or uses an OAuth client that has been pulled off the AAD Graph allow-list. Surges or an unexpected ratio of 4xx responses concentrated on a single (user and ASN) pair are characteristic of automated tooling rather than human or first-party traffic.

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Detects an Azure AD Graph (graph.windows.net) burst from a user-agent identifying as "aiohttp" (the default HTTP library used by ROADrecon's "gather" command) where a single calling identity issues many requests in a short window. ROADrecon walks every interesting directory object type via aiohttp, producing a large volume of requests from one user / source IP / UA triple. The combination of "aiohttp" UA with a burst threshold is a structural ROADrecon signature; legitimate first-party Microsoft components do not identify as aiohttp.

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Identifies when an Event Hub Authorization Rule is created or updated in Azure. An authorization rule is associated with specific rights, and carries a pair of cryptographic keys. When you create an Event Hubs namespace, a policy rule named RootManageSharedAccessKey is created for the namespace. This has manage permissions for the entire namespace and it's recommended that you treat this rule like an administrative root account and don't use it in your application.

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Identifies excessive secret or key retrieval operations from Azure Key Vault. This rule detects when a user principal retrieves secrets or keys from Azure Key Vault multiple times within a short time frame, which may indicate potential abuse or unauthorized access attempts. The rule focuses on high-frequency retrieval operations that deviate from normal user behavior, suggesting possible credential harvesting or misuse of sensitive information.

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Identifies modifications to a Key Vault in Azure. The Key Vault is a service that safeguards encryption keys and secrets like certificates, connection strings, and passwords. Because this data is sensitive and business critical, access to key vaults should be secured to allow only authorized applications and users. This is a New Terms rule that detects when this activity hasn't been seen by the user in a specified time frame.

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Identifies secrets, keys, or certificates retrieval operations from Azure Key Vault by a user principal that has not been seen previously doing so in a certain amount of days. Azure Key Vault is a cloud service for securely storing and accessing secrets, keys, and certificates. Unauthorized or excessive retrievals may indicate potential abuse or unauthorized access attempts.

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Detects when a service principal authenticates to Microsoft Entra ID and then lists credentials for an Azure Arc-connected Kubernetes cluster within a short time window. The listClusterUserCredential action retrieves tokens that enable kubectl access through the Arc Cluster Connect proxy. This sequence (service principal sign-in followed by Arc credential retrieval), represents the exact attack chain used by adversaries with stolen service principal secrets to establish a proxy tunnel into Kubernetes clusters. Service principals that authenticate externally (as opposed to managed identities) and immediately access Arc cluster credentials warrant investigation, particularly when the sign-in originates from an unexpected location or ASN.

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Identifies unusual high-privileged access to Azure Storage Account keys by users with Owner, Contributor, or Storage Account Contributor roles. This technique was observed in STORM-0501 ransomware campaigns where compromised identities with high-privilege Azure RBAC roles retrieved access keys to perform unauthorized operations on Storage Accounts. Microsoft recommends using Shared Access Signature (SAS) models instead of direct key access for improved security. This rule detects when a user principal with high-privilege roles accesses storage keys for the first time in 7 days.

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Identifies the occurrence of a CyberArk Privileged Access Security (PAS) error level audit event. The event.code correlates to the CyberArk Vault Audit Action Code.

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Identifies the occurrence of a CyberArk Privileged Access Security (PAS) non-error level audit event which is recommended for monitoring by the vendor. The event.code correlates to the CyberArk Vault Audit Action Code.

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Identifies potential abuse of actor tokens in Microsoft Entra ID audit logs. Actor tokens are undocumented backend mechanisms used by Microsoft for service-to-service (S2S) operations, allowing services to perform actions on behalf of users. These tokens appear in logs with the service's display name but the impersonated user's UPN. While some legitimate Microsoft operations use actor tokens, unexpected usage may indicate exploitation of CVE-2025-55241, which allowed unauthorized access to Azure AD Graph API across tenants before being patched by Microsoft.

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Detects suspicious OAuth 2.0 token requests where the Microsoft Authentication Broker (29d9ed98-a469-4536-ade2-f981bc1d605e) requests access to the Device Registration Service (01cb2876-7ebd-4aa4-9cc9-d28bd4d359a9) on behalf of a user principal. The presence of the adrs_access scope in the authentication processing details suggests an attempt to access ADRS, which is atypical for standard user sign-ins. This behavior may reflect an effort to abuse device registration for unauthorized persistence, such as acquiring a Primary Refresh Token (PRT) or establishing a trusted session.

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Identifies a Microsoft Entra ID identity-compromise chain in which a single user, within a 10-minute window, authenticates to the Device Registration Service through the Microsoft Authentication Broker (MAB) client, registers a device, and then uses the resulting Primary Refresh Token (PRT) to access a resource other than the Device Registration Service. This sequence is the core post-adversary-in-the-middle (AiTM) persistence pattern used by phishing kits such as Tycoon2FA and Kali365: after capturing a victim session, the kit registers an Azure AD-joined device to obtain a device-bound PRT, which survives user-level session revocation and password resets and grants trusted, MFA-free access. Correlating the broker sign-in, the device-registration audit event, and the follow-on PRT sign-in for the same user within a short window is a high-fidelity indicator of active account takeover.

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Identifies concurrent azure signin events for the same user and from multiple sources, and where one of the authentication event has some suspicious properties often associated to DeviceCode and OAuth phishing. Adversaries may steal Refresh Tokens (RTs) via phishing to bypass multi-factor authentication (MFA) and gain unauthorized access to Azure resources.

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Identifies the first observed instance of a Microsoft first-party public client application acquiring a Microsoft Graph token using single-factor (password-only) authentication while an MFA Conditional Access grant control went unenforced, for a given user, application, and source autonomous system (ASN). This pattern is associated with the Conditional Access "resource exclusion" bypass: when a tenant's "all resources" Conditional Access policy contains at least one application exclusion, Entra ID issues tokens for low-privilege baseline scopes (User.Read, openid, profile, email) to any resource, including Microsoft Graph, without enforcing the policy's grant controls (such as MFA). An adversary holding only a stolen password can therefore obtain a Graph token through a trusted first-party public client (for example, Microsoft Bing Search) and enumerate directory objects, even though the tenant requires MFA. Critically, the overall conditional_access_status is never "failure" for this technique (the sign-in is not blocked); it is reported as "success" or "notApplied" depending on what other policies exist in the tenant, so detections that key on Conditional Access failures will not observe it. The reliable fingerprint is in the per-policy results: a policy whose enforced grant control is MFA reports a result of "notApplied" for this sign-in, meaning the MFA requirement was silently not enforced while the single-factor, password-only sign-in still succeeded.

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Detects when a custom domain is added or verified in an Entra ID tenant. Adding and verifying a custom domain are precursor steps to configuring domain federation, which can be abused by adversaries to route authentication through an attacker-controlled identity provider (Golden SAML). In most organizations, custom domains are added infrequently and these events should be investigated to ensure they are part of a legitimate administrative workflow.

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Identifies a Microsoft Entra ID device registration where the recorded cloud device operating system build is "10.0.19045.2006" and the device display name follows the default "DESKTOP-" pattern. This is the frozen default device profile observed when adversary-in-the-middle (AiTM) phishing kits such as Tycoon2FA and Kali365 register Azure AD-joined devices after capturing a victim session, in order to acquire a Primary Refresh Token (PRT) and establish persistence. The build is hardcoded by the tooling and it is uncommon for the OS build to match this exact value across an environment of otherwise patched hosts, where a current Windows 10 22H2 device reports a far higher "10.0.19045." value.

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Identifies a Microsoft Entra ID device registration where the recorded cloud device operating system build is "10.0.19041.928" and the device display name follows the default "DESKTOP-" pattern. This combination is the default device profile that ROADtools (roadtx) uses when registering a device, and it is uncommon for the OS build to match the hardcoded value across an environment of otherwise patched hosts. Adversaries register rogue devices in Entra ID to acquire a Primary Refresh Token (PRT), establish persistence, and obtain trusted, programmatic access to the tenant. Because the OS build is a tool default, this is a high-fidelity but evadable indicator; baseline approved provisioning tooling and device naming conventions before relying on it.

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Identifies the first occurrence of a Microsoft Entra ID device, surfaced through the Entra ID Entity Analytics device inventory, whose host name follows the default "DESKTOP-" pattern and whose operating system build is 10.0.19041.928. This combination is the default device profile that ROADtools (roadtx) uses when registering a device, and the OS build typically differs from the patched OS versions of legitimate hosts in the environment. Adversaries register rogue devices in Entra ID to acquire a Primary Refresh Token (PRT), establish persistence, and obtain trusted, programmatic access to the tenant. Because the OS build is a tool default, this is a high-fidelity but evadable indicator; baseline approved device builds and naming conventions before relying on it.

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Detects a first-party FOCI tooling client (Azure CLI, PowerShell, VS Code, Graph CLI, Azure AD PowerShell, or Visual Studio) redeeming a device-bound Primary Refresh Token (PRT) for Microsoft Graph, SharePoint/OneDrive, or Exchange Online from a source IP that has not been seen with that deviceid. Replay events are limited to compliant or Intune-managed devices. Adversaries who steal a WAM PRT SSO cookie replay it off-box; the token keeps the workstation deviceid, so this pair is new even when Windows Sign-In for that device is outside a correlation window.

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Identifies a Microsoft Entra ID device registration by the same user within 15 minutes of a phishing-resistant, device-bound credential (Windows Hello for Business, FIDO2 security key, or passkey) signing in with no device identifier. In the "borrowing Windows Hello keys" technique, an adversary reuses a WHfB/NGC key or passkey away from its bound device to mint device-agnostic tokens, then uses those tokens to register an attacker-controlled device and obtain a Primary Refresh Token (PRT) for long-lived persistence. Timing is taken from the authentication step on the sign-in, not the sign-in document timestamp, because Entra can emit the sign-in record after the Register device audit event. This chain is distinct from device-code-flow phishing kits.

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Detects when domain federation settings are configured or modified in an Entra ID tenant via the Microsoft Graph API. Adversaries with Global Administrator or Domain Administrator privileges may add a custom domain, verify ownership, and configure it to federate authentication with an attacker-controlled identity provider. Once federated, the adversary can forge SAML or WS-Federation tokens to authenticate as any user under that domain, bypassing MFA and conditional access policies. This technique, commonly known as Golden SAML, was used by UNC2452 (APT29) during the SolarWinds campaign for persistent, stealthy access to victim tenants.

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Identifies when a user has elevated their access to User Access Administrator for their Azure Resources. The User Access Administrator role allows users to manage user access to Azure resources, including the ability to assign roles and permissions. Adversaries may target an Entra ID Global Administrator or other privileged role to elevate their access to User Access Administrator, which can lead to further privilege escalation and unauthorized access to sensitive resources. This is a New Terms rule that only signals if the user principal name has not been seen doing this activity in the last 14 days.

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Identifies a high count of failed Microsoft Entra ID sign-in attempts as the result of the target user account being locked out. Adversaries may attempt to brute-force user accounts by repeatedly trying to authenticate with incorrect credentials, leading to account lockouts by Entra ID Smart Lockout policies.

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Identifies when an external authentication method (EAM) is added or modified in Entra ID. EAM may allow adversaries to bypass multi-factor authentication (MFA) requirements, potentially leading to unauthorized access to user accounts and sensitive resources by using bring-your-own IdP (BYOIDP) methods.

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Identifies an invitation to an external user in Azure Active Directory (AD). Azure AD is extended to include collaboration, allowing you to invite people from outside your organization to be guest users in your cloud account. Unless there is a business need to provision guest access, it is best practice avoid creating guest users. Guest users could potentially be overlooked indefinitely leading to a potential vulnerability.

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In Microsoft Entra ID, permissions to manage resources are assigned using roles. The Global Administrator is a role that enables users to have access to all administrative features in Microsoft Entra ID and services that use Microsoft Entra ID identities like the Microsoft 365 Defender portal, the Microsoft 365 compliance center, Exchange, SharePoint Online, and Skype for Business Online. Attackers can add users as Global Administrators to maintain access and manage all subscriptions and their settings and resources. They can also elevate privilege to User Access Administrator to pivot into Azure resources.

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Identifies an Azure Active Directory (AD) Global Administrator role addition to a Privileged Identity Management (PIM) user account. PIM is a service that enables you to manage, control, and monitor access to important resources in an organization. Users who are assigned to the Global administrator role can read and modify any administrative setting in your Azure AD organization.

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Identifies Entra ID user accounts converted from Guest to Member type via an Update user operation. A Guest-to-Member conversion grants the account full directory read access, removes external-identity Conditional Access restrictions, and makes the account indistinguishable from an internal employee. An attacker who compromises a guest account and promotes it to Member type gains persistent tenant access without triggering role assignment alerts.

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Identifies high risk Microsoft Entra ID sign-ins by leveraging Microsoft's Identity Protection machine learning and heuristics. Identity Protection categorizes risk into three tiers: low, medium, and high. While Microsoft does not provide specific details about how risk is calculated, each level brings higher confidence that the user or sign-in is compromised.

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Identifies high risk Azure Active Directory (AD) sign-ins by leveraging Microsoft Identity Protection machine learning and heuristics.

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Identifies an illicit consent grant request on-behalf-of a registered Entra ID application. Adversaries may create and register an application in Microsoft Entra ID for the purpose of requesting user consent to access resources. This is accomplished by tricking a user into granting consent to the application, typically via a pre-made phishing URL. This establishes an OAuth grant that allows the malicious client applocation to access resources on-behalf-of the user.

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Identifies the default user agent string associated with Kali365 (also referred to as Kali365 Live), a phishing-as-a-service (PhaaS) platform that automates OAuth 2.0 device code phishing and adversary-in-the-middle (AiTM) session capture against Microsoft 365 and Microsoft Entra ID. The Kali365 Electron desktop client identifies itself with the user agent kali365-live/1.0.0 when polling for and replaying captured OAuth tokens, so its appearance in Entra ID sign-in logs, Entra ID audit logs, or the Microsoft 365 unified audit log indicates that an attacker-controlled Kali365 client is interacting with the tenant using stolen tokens. Unlike dual-use offensive tooling, Kali365 is a criminal service with no legitimate enterprise use, making this user agent a high-fidelity indicator of active account compromise.

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Identifies when multi-factor authentication (MFA) is disabled for an Entra ID user account. An adversary may disable MFA for a user account in order to weaken the authentication requirements for the account.

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Identifies brute force attempts against Azure Entra multi-factor authentication (MFA) Time-based One-Time Password (TOTP) verification codes. This rule detects high frequency failed TOTP code attempts for a single user in a short time-span with a high number of distinct session IDs. Adversaries may programmatically attemopt to brute-force TOTP codes by generating several sessions and attempt to guess the correct code.

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Detects Microsoft Entra ID sign-in activity where the Microsoft Authentication Broker requests the Device Registration Service from a source autonomous system number (ASN) associated with VPN, residential proxy, or hosting egress commonly observed in OAuth phishing and adversary-in-the-middle device registration flows. This pattern can indicate device join or primary refresh token acquisition staged from attacker-controlled infrastructure after a user completes authentication.

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Detects successful Microsoft Entra ID sign-ins where the client application is the Microsoft Authentication Broker (MAB) and the requested resource identifier is outside a short list of commonly observed first-party targets. Attackers abuse the broker in phishing and token broker flows to obtain tokens for unexpected APIs or enterprise applications. The exclusion list covers legacy Azure Active Directory, Microsoft Graph, Device Registration Service, Microsoft Intune Enrollment, extend or tune exclusions for your tenant after baselining broker traffic.

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Detects Microsoft Entra ID sign-in activity where the Microsoft Authentication Broker authenticates is using a user agent that is not consistent with common browser, mobile, or Windows platform authentication clients. Adversary-in-the-middle and OAuth phishing tooling often presents scripted or relayed user agents (for example Node.js, Python, or generic HTTP libraries) while still targeting first-party resources through the broker.

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Detects multiple Microsoft Entra ID device registrations by a single user, where three or more distinct devices are registered within a 15-minute window. A legitimate user enrolling a device produces a single "Register device" event; registering multiple distinct devices in quick succession is uncommon and is the fingerprint behavior of adversary-in-the-middle (AiTM) phishing kits and stolen-token replay tooling (for example Kali365), which mint a new Azure AD-joined device, and therefore a new Primary Refresh Token (PRT), per relay or replay attempt. Each registered device is a separate certificate-bound principal whose PRT survives user-level session revocation and password resets, so multiple registrations on a single low-privilege identity establish device-bound persistence at scale.

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Identifies modifications to OAuth application redirect URIs (ReplyUrls) in Entra ID. Adding an attacker-controlled redirect URI to an existing trusted application allows interception of OAuth authorization codes when users authenticate through that application's normal login flow, enabling token theft without requiring a new application registration or consent event.

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Identifies the first occurrence of an OAuth 2.0 authorization code grant flow for a specific combination of client application, target resource, and user principal in Microsoft Entra ID. Developer tools like Azure CLI, Visual Studio Code, and Azure PowerShell accessing Microsoft Graph or legacy Azure AD are flagged for infrequent or first time usage by a user. Additionally, any FOCI (Family of Client IDs) application accessing the deprecated Windows Azure Active Directory for the first time is flagged since this resource is rarely accessed legitimately. This pattern is indicative of OAuth phishing attacks like ConsentFix, where attackers steal authorization codes and exchange them for tokens from attacker controlled infrastructure.

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Identifies Entra ID device code authentication flows where multiple user agents are observed within the same session. This pattern is indicative of device code phishing, where an attacker's polling client (e.g., Python script) and the victim's browser both appear in the same authentication session. In legitimate device code flows, the user authenticates via browser while the requesting application polls for tokens - when these have distinctly different user agents (e.g., Python Requests vs Chrome), it may indicate the code was phished and redeemed by an attacker.

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Identifies device code authentication with an Azure broker client for Entra ID. Adversaries abuse Primary Refresh Tokens (PRTs) to bypass multi-factor authentication (MFA) and gain unauthorized access to Azure resources. PRTs are used in Conditional Access policies to enforce device-based controls. Compromising PRTs allows attackers to bypass these policies and gain unauthorized access. This rule detects successful sign-ins using device code authentication with the Entra ID broker client application ID (29d9ed98-a469-4536-ade2-f981bc1d605e).

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Identifies when a user is observed for the first time authenticating using the device code authentication workflow. This authentication workflow can be abused by attackers to phish users and steal access tokens to impersonate the victim. By its very nature, device code should only be used when logging in to devices without keyboards, where it is difficult to enter emails and passwords. This rule only applies to Entra ID user types and detects new users leveraging this flow.

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Detects successful Microsoft Entra ID sign-ins that use the OAuth device code authentication protocol with the Microsoft Authentication Broker client requesting first-party Office API resources (Exchange Online, Microsoft Graph, or SharePoint) while flagged as interactive. This pattern is associated with adversary-in-the-middle (AiTM) phishing kits such as Tycoon 2FA, where victims complete device code flows that ultimately broker tokens for mail and collaboration APIs.

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Correlates a successful Entra ID device-code sign-in to the legacy Azure AD Graph audience (00000002-0000-0000-c000-000000000000) from an unmanaged device with directory enumeration against graph.windows.net by the same user within a short window. Device-code phishing is the dominant OAuth phishing variant against Microsoft tenants: the adversary initiates the flow, relays the user-facing code to the victim, and on redemption walks away with an access or refresh token bound to the targeted resource without ever handling the user's password or MFA factor. When the redeemed audience is AAD Graph and the redeeming device is unmanaged, the follow-on Graph traffic is the compromised cloud account being used by the attacker, not by the user. This rule fires when that token is immediately turned around against the directory under the same identity to read user, group, service principal, application, role assignment, directory object, policy, OAuth permission grant, or tenant detail collections.

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Identifies separate OAuth authorization flows in Microsoft Entra ID where the same user principal and session ID are observed across multiple IP addresses within a 5-minute window. These flows involve the Microsoft Authentication Broker (MAB) as the client application and the Device Registration Service (DRS) as the target resource. This pattern is highly indicative of OAuth phishing activity, where an adversary crafts a legitimate Microsoft login URL to trick a user into completing authentication and sharing the resulting authorization code, which is then exchanged for an access and refresh token by the attacker.

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Detects potentially suspicious OAuth authorization activity in Microsoft Entra ID where first-party Microsoft applications from the FOCI (Family of Client IDs) group request access to Microsoft Graph or legacy Azure AD resources. Developer tools like Azure CLI, Visual Studio Code, and Azure PowerShell accessing these resources are flagged, as they are commonly abused in phishing campaigns like ConsentFix. Additionally, any FOCI family application accessing the deprecated Windows Azure Active Directory resource is flagged since this API is rarely used legitimately and attackers target it for stealth. First-party apps are trusted by default in all tenants and cannot be blocked, making them ideal for OAuth phishing attacks.

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Identifies when a user signs in with a refresh token using the Microsoft Authentication Broker (MAB) client, followed by a Primary Refresh Token (PRT) sign-in from the same device within 1 hour from an unmanaged device. This pattern may indicate that an attacker has successfully registered a device using ROADtx and transitioned from short-term token access to long-term persistent access via PRTs. Excluding access to the Device Registration Service (DRS) ensures the PRT is being used beyond registration, often to access Microsoft 365 resources like Outlook or SharePoint.

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Detects unusual resource owner password credential (ROPC) login attempts by a user principal in Microsoft Entra ID. ROPC is a legacy authentication flow that allows applications to obtain tokens by directly providing user credentials. This method is less secure and can be exploited by adversaries to gain access to user accounts without requiring multi-factor authentication (MFA), especially during enumeration or password spraying. This is a New Terms rule that identifies when user principals are involved in ROPC login attempts, not seen before in the last 10 days, indicating potential abuse or unusual activity.

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Identifies potential session hijacking or token replay in Microsoft Entra ID. This rule detects cases where a user signs in and subsequently accesses Microsoft Graph from a different IP address using the same session ID. This may indicate a successful OAuth phishing attack, session hijacking, or token replay attack, where an adversary has stolen a session cookie or refresh/access token and is impersonating the user from an alternate host or location.

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Identifies rare occurrences of OAuth workflow for a user principal that is single factor authenticated, with an OAuth scope containing user_impersonation for a token issued by Entra ID. Adversaries may use this scope to gain unauthorized access to user accounts, particularly when the sign-in session status is unbound, indicating that the session is not associated with a specific device or session. This behavior is indicative of potential account compromise or unauthorized access attempts. This rule flags when this pattern is detected for a user principal that has not been seen in the last 10 days, indicating potential abuse or unusual activity.

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Identifies the first occurrence of a Microsoft Entra ID device, surfaced through the Entra ID Entity Analytics device inventory, whose host name follows the default "DESKTOP-" pattern and whose operating system build is "10.0.19045.2006". This is the frozen default device profile observed when adversary-in-the-middle (AiTM) phishing kits such as Tycoon2FA and Kali365 register Azure AD-joined devices after capturing a victim session, in order to acquire a Primary Refresh Token (PRT) and establish persistence. The build is hardcoded by the tooling and differs from legitimate hosts: a patched Windows 10 22H2 device reports a far higher "10.0.19045." value, so a device frozen at ".2006" with a default name is a high-fidelity, though evadable, indicator.

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Detects Microsoft Entra ID sign-ins consistent with Tycoon2FA phishing-as-a-service (PhaaS) adversary-in-the-middle (AiTM) activity: the Microsoft Authentication Broker requesting tokens for Microsoft Graph or Exchange Online, or the Office web client application authenticating to itself, combined with Node.js-style user agents (node, axios, undici). Tycoon 2FA bypasses MFA by relaying authentication and capturing session material, often targeting Microsoft 365 and Gmail. Baseline legitimate automation and developer tooling before tuning.

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Identifies a sign-in using the Azure Active Directory PowerShell module. PowerShell for Azure Active Directory allows for managing settings from the command line, which is intended for users who are members of an admin role.

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Azure Active Directory (AD) Privileged Identity Management (PIM) is a service that enables you to manage, control, and monitor access to important resources in an organization. PIM can be used to manage the built-in Azure resource roles such as Global Administrator and Application Administrator. An adversary may add a user to a PIM role in order to maintain persistence in their target's environment or modify a PIM role to weaken their target's security controls.

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Identifies sign-in risk detection events via Microsofts Entra ID Protection service. Entra ID Protection detects sign-in activity such as anonymized IP addresses, unlikely travel, password spray, and more.

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Identifies user risk detection events via Microsofts Entra ID Protection service. Entra ID Protection detects user risk activity such as anonymized IP addresses, unlikely travel, password spray, and more.

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Identifies when an administrator has manually confirmed a user or sign-in as compromised in Microsoft Entra ID Protection. This indicates that an administrator has reviewed the risk detection and determined that the user account or sign-in activity is definitively compromised. This is a high-confidence indicator of account compromise and should be investigated immediately.

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Identifies more than two Microsoft Entra ID Protection alerts associated to the user principal in a short time period. Microsoft Entra ID Protection alerts are triggered by suspicious sign-in activity, such as anomalous IP addresses, risky sign-ins, or other risk detections. Multiple alerts in a short time frame may indicate an ongoing attack or compromised account.

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Identifies sequence of events where a Microsoft Entra ID protection alert is followed by an attempt to register a new device by the same user principal. This behavior may indicate an adversary using a compromised account to register a device, potentially leading to unauthorized access to resources or persistence in the environment.

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Detects successful Microsoft Entra ID audit events for Register device where additional details indicate an Azure AD join and the recorded user agent is not one of the common native registration clients (Dsreg, DeviceRegistrationClient, or Dalvik-based Android enrollment). Legitimate Windows and standard mobile enrollment flows often present predictable user-agent strings; unexpected clients may reflect scripted registration, third-party tooling, or adversary-driven device registration used for persistence or token abuse. Baseline approved provisioning tools and MDM integrations before tuning.

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Identifies potential OAuth client ID spoofing in Microsoft Entra ID sign-in logs. Adversaries submit fabricated or non-existent application identifiers (client IDs) in Resource Owner Password Credentials (ROPC) authentication requests to the token endpoint. Because Entra ID validates the submitted credential before rejecting the request on application resolution, the resulting error code acts as a credential- and account-validity oracle while never producing a successful sign-in. By fragmenting attempts across many fictional application identifiers, adversaries evade per-application detections, rate limiting, and application-scoped Conditional Access. This rule detects a ROPC authentication that fails with error code 700016 (application not found in the directory) where no application display name resolves, which is characteristic of a spoofed client ID used for stealthy user enumeration and password spraying.

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Identifies when a new service principal is added in Microsoft Entra ID. An application, hosted service, or automated tool that accesses or modifies resources needs an identity created. This identity is known as a service principal. For security reasons, it's always recommended to use service principals with automated tools rather than allowing them to log in with a user identity.

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Identifies when new Service Principal credentials have been added in Microsoft Entra ID. In most organizations, credentials will be added to service principals infrequently. Hijacking an application (by adding a rogue secret or certificate) with granted permissions will allow the attacker to access data that is normally protected by MFA requirements.

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Identifies when a service principal authenticates using a federated identity credential for the first time in the historical window. This indicates that Entra ID validated a JWT token potentially against an external OIDC identity provider and issued an access token. While legitimate for CI/CD workflows (GitHub Actions, Azure DevOps), adversaries may abuse this by configuring rogue identity providers (BYOIDP) to authenticate as compromised applications. First-time federated credential usage for a service principal warrants investigation to determine if the external identity provider is legitimate.

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Identifies Entra ID service principal sign-ins where the workload identity and source autonomous system number (ASN) together have not appeared in recent history. Attackers who obtain application secrets or tokens often authenticate from unfamiliar hosting providers, residential or VPN egress, or networks outside normal automation footprints, which can precede data access, lateral movement, or ransomware activity in the tenant. The detection emphasizes first-seen network context for non-interactive workload identities.

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Identifies when an application accesses SharePoint Online or OneDrive for Business for the first time in the tenant within a specified timeframe. This detects successful OAuth phishing campaigns, illicit consent grants, or compromised third-party applications gaining initial access to file storage. Adversaries often use malicious OAuth applications or phishing techniques to gain consent from users, allowing persistent access to organizational data repositories without traditional credential theft.

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Identifies potential enumeration activity using AzureHound, SharpHound, or BloodHound across Microsoft cloud services. These tools are often used by red teamers and adversaries to map users, groups, roles, applications, and access relationships within Microsoft Entra ID (Azure AD) and Microsoft 365.

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Identifies potential brute-force attacks targeting Microsoft 365 user accounts by analyzing failed sign-in patterns in Microsoft Entra ID Sign-In Logs. This detection focuses on a high volume of failed interactive or non-interactive authentication attempts within a short time window, often indicative of password spraying, credential stuffing, or password guessing. Adversaries may use these techniques to gain unauthorized access to Microsoft 365 services such as Exchange Online, SharePoint, or Teams.

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Identifies potential enumeration or password spraying activity using TeamFiltration tool. TeamFiltration is an open-source enumeration, password spraying and exfiltration tool designed for Entra ID and Microsoft 365. Adversaries are known to use TeamFiltration in-the-wild to enumerate users, groups, and roles, as well as to perform password spraying attacks against Microsoft Entra ID and Microsoft 365 accounts. This rule detects the use of TeamFiltration by monitoring for specific user-agent strings associated with the tool in Azure and Microsoft 365 logs.

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Identifies the creation of a Temporary Access Pass (TAP) for an Entra ID user account. A TAP is a time-limited passcode that allows passwordless authentication and bypasses existing MFA requirements, including phishing-resistant methods. An attacker with User Administrator or Authentication Administrator privileges can issue a TAP for a target account, sign in without the current password, and register new persistent authentication methods before the TAP expires.

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Detects a sequence of events in Microsoft Entra ID indicative of suspicious cloud-based device registration via automated tooling like ROADtools or similar frameworks. This behavior involves adding a device via the Device Registration Service, followed by the assignment of registered users and owners — a pattern consistent with techniques used to establish persistence or acquire a Primary Refresh Token (PRT). ROADtools and similar tooling leave distinct telemetry signatures such as the Microsoft.OData.Client user agent. These sequences are uncommon in typical user behavior and may reflect abuse of device trust for session hijacking or silent token replay.

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Identifies when a user is added as an owner for an Azure application. An adversary may add a user account as an owner for an Azure application in order to grant additional permissions and modify the application's configuration using another account.

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Identifies when a user is added as an owner for an Azure service principal. The service principal object defines what the application can do in the specific tenant, who can access the application, and what resources the app can access. A service principal object is created when an application is given permission to access resources in a tenant. An adversary may add a user account as an owner for a service principal and use that account in order to define what an application can do in the Azure AD tenant.

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Identifies suspicious activity reported by users in Microsoft Entra ID where users have reported suspicious activity related to their accounts, which may indicate potential compromise or unauthorized access attempts. Reported suspicious activity typically occurs during the authentication process and may involve various authentication methods, such as password resets, account recovery, or multi-factor authentication challenges. Adversaries may attempt to exploit user accounts by leveraging social engineering techniques or other methods to gain unauthorized access to sensitive information or resources.

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Identifies potential brute-force attacks targeting user accounts by analyzing failed sign-in patterns in Microsoft Entra ID Sign-In Logs. This detection focuses on a high volume of failed interactive or non-interactive authentication attempts within a short time window, often indicative of password spraying, credential stuffing, or password guessing. Adversaries may use these techniques to gain unauthorized access to applications integrated with Entra ID or to compromise valid user accounts.

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Detects a successful sign-in by a Member user principal through a legacy authentication client (such as Authenticated SMTP, IMAP4, POP3, Exchange ActiveSync, Exchange Web Services, or other basic-authentication clients) in Microsoft Entra ID, where the user principal has not been seen using a legacy client in the last 7 days. Legacy authentication clients rely on basic authentication, do not support modern authentication or interactive multi-factor authentication, and are frequently abused by adversaries for password spraying and account takeover because they translate into single-factor Resource Owner Password Credentials (ROPC) grants. This is a New Terms rule that surfaces the first occurrence of legacy client authentication for a given user, which is unusual in most modern environments.

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Identifies rare instances of authentication methods for Microsoft Entra ID principal users. An adversary with stolen credentials may attempt to authenticate with an unusual method, which may indicate an attempt to bypass conditional access policies (CAP) and multi-factor authentication (MFA) requirements. The authentication method may not be commonly used by the user based on their historical sign-in activity.

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Detects rare non-interactive sign-ins where an Entra ID client application authenticates on behalf of a principal user using an application (client) ID that is not commonly associated with that user's historical sign-in behavior. Adversaries with stolen credentials or OAuth tokens may abuse Entra ID–managed or first-party client IDs to perform on-behalf-of (OBO) authentication, blending into legitimate cloud traffic while avoiding traditional interactive sign-in flows. This technique is commonly observed in OAuth phishing, token theft, and access broker operations, and may precede lateral movement, persistence, or data access via Microsoft Graph or other cloud resources. The rule uses a New Terms approach to identify first-seen combinations of the UPN and Client ID within a defined history window, helping surface unexpected client usage that may indicate compromised identities, malicious automation, or unauthorized application impersonation.

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Identifies when a Microsoft Entra ID user signs in from a device that is not typically used by the user and is not managed, which may indicate potential compromise or unauthorized access attempts. This rule detects unusual sign-in activity by comparing the device used for the sign-in against the user's typical device usage patterns. Adversaries may create and register a new device to obtain a Primary Refresh Token (PRT) and maintain persistent access.

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Identifies the first-seen registration of a Windows Hello for Business (WHfB) credential for a Microsoft Entra ID user from a given source ASN in a tenant, based on a prefixed historic window. Enrollment is commonly part of legitimate onboarding or passwordless rollout and is not inherently malicious. Adversaries who have obtained a token that satisfies fresh (NGC) multi-factor authentication, for example by borrowing an existing WHfB key or passkey, can also enroll their own WHfB credential to establish durable, phishing-resistant persistence that survives password resets and standard session revocation. Correlate first-seen enrollments with the sign-in and device state that preceded them.

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Identifies a Microsoft Entra ID sign-in that is satisfied by a phishing-resistant, device-bound credential (Windows Hello for Business, FIDO2 security key, or passkey) while carrying no device identifier. Windows Hello for Business (WHfB) and passkey credentials are bound to a device's TPM, so a genuine sign-in with one of these methods is normally accompanied by the registered device it lives on. A WHfB or passkey assertion that authenticates with an empty device_detail.device_id indicates the underlying key material is being used away from its bound device, for example by an adversary who extracted the key (or signed an assertion with it) and replayed it from attacker infrastructure to mint device-agnostic tokens. This is the core primitive of the "borrowing Windows Hello keys" technique and is a strong precursor to attacker device registration and Primary Refresh Token (PRT) issuance. Cross-tenant (B2B) sign-ins are excluded because they are a common benign source of empty device identifiers.

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Identifies the first occurrence of an Okta user session started via a proxy.

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Identifies a successful SonicWall VPN- or WAN-zone administrator or remote-user login from a source IP that was not previously observed with the same user on the same appliance during the prior 14 days. This may indicate stolen credentials, compromised administrator access, or unauthorized remote access.

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This rule detects FortiGate administrator account creation from a source IP address not previously seen performing admin operations on the device. Threat actors exploiting CVE-2026-24858 (FG-IR-26-060) authenticate via FortiCloud SSO bypass and immediately create local administrator accounts for persistence, typically from infrastructure not associated with normal administrative activity.

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This rule detects successful logins to the FortiGate management interface using the same Administrator account from multiple distinct source IP addresses within an 24-hour period. Administrator logins from multiple locations in a short time window may indicate credential sharing, compromised credentials, or unauthorized access and should be investigated.

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This rule detects a FortiCloud SSO login followed by administrator account creation on the same FortiGate device within 15 minutes. This sequence is a high-confidence indicator of the FG-IR-26-060 attack pattern, where threat actors authenticate via SAML-based SSO bypass and immediately create local administrator accounts for persistence.

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This rule detects the creation of an administrator account on a FortiGate device. Administrator account creation on these devices should be infrequent and tightly controlled. In the FG-IR-26-060 campaign, threat actors created super_admin accounts immediately after gaining initial access via FortiCloud SSO bypass to establish persistence.

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Detects bursts of Google Workspace device registration events for the same user, where three or more distinct "google_workspace.device.id" values are emitted in a one-minute window. Although "DEVICE_REGISTER_UNREGISTER_EVENT" fires routinely on session/sync registration and is not a true physical device enrollment, legitimate user activity typically produces fewer than three distinct device IDs in a single minute. A high-cardinality burst is the fingerprint behavior of AiTM phishing-kit relays (Tycoon2FA Google variant, EvilGinx phishlets) and stolen-OAuth-token replay tooling, both of which mint a new session attestation per relay or replay attempt.

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Detects successful Google Workspace sign-ins for the same user from two geographically separated locations within a 90-minute window, where the implied travel speed between the two points exceeds what is physically possible (>=800 km/h, faster than modern commercial airliners) and the geographic separation is at least 500 km. This pattern indicates either VPN/proxy use or an adversary signing in to a compromised account from a different location than the legitimate user.

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Detects the first time a Google Workspace user successfully signs in from a given source ASN within a 14-day historical window. Most users have a stable set of egress ASNs (home ISP, corporate VPN, mobile carrier). A new ASN for a user is a meaningful anomaly as it surfaces ISP changes and travel, but also catches AiTM phishing-kit relays whose egress ASN was never previously associated with the user.

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Detects the first time a Google Workspace user is observed authenticating from a device of a given type (e.g., WINDOWS, MAC, ANDROID, IOS, LINUX) within a historical window. Note that "DEVICE_REGISTER_UNREGISTER_EVENT" events do not represent one-time physical device enrollments; the Google Reports API emits a fresh "google_workspace.device.id" on each event, and the same physical device may produce multiple events per day as sessions/sync renewals occur. The rule therefore surfaces a user authenticating from a new device type, not a new physical device. This is still high-fidelity because adversaries who compromise a Workspace identity via AiTM kits or stolen OAuth refresh tokens frequently relay sessions from device types that diverge from the legitimate user's baseline (e.g., a WINDOWS session appearing for a known macOS user, or simultaneous WINDOWS+MAC sessions within minutes), which is the canonical kit fingerprint. Because the underlying token retains access after password rotation, treat unexpected device-type divergence as a compromise indicator and revoke tokens, not just credentials.

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Identifies a high number of Okta user password reset or account unlock attempts. An adversary may attempt to obtain unauthorized access to Okta user accounts using these methods and attempt to blend in with normal activity in their target's environment and evade detection.

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Identifies a Microsoft 365 user completing an OAuth device code grant ("Cmsi:Cmsi") from a non-compliant device for the first time within the rule's historical window, regardless of the requesting application or target resource. Device code phishing kits complete the full login (password and MFA) at the genuine Microsoft endpoint and harvest the resulting token by polling, so MFA does not stop them. Because the victim authorizes the flow in their own browser, the grant is frequently completed on a personal or attacker-controlled device that is not enrolled or compliant with the organization's device policies. A user appearing with this device code flow on a non-compliant device for the first time in the lookback window is a strong early indicator of device code phishing, and removing the application and target constraints catches grants against any first-party application, not just the Microsoft Authentication Broker.

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Identifies a Microsoft 365 OAuth device code grant ("Cmsi:Cmsi") with application Microsoft Authentication Broker ("29d9ed98-a469-4536-ade2-f981bc1d605e") for Microsoft Graph from a source ASN not previously observed for that user in a historical window. Phishing kits leveraging device code phishing complete the full login (password and MFA) at the genuine Microsoft endpoint and harvest the resulting token by polling, so MFA does not stop them and the authorization commonly originates from attacker-controlled residential proxy or hosting infrastructure rather than the user's normal network.

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Identifies when the Microsoft 365 Global Administrator or Company Administrator role is assigned to a user or service principal. The Global Administrator role has extensive privileges across Entra ID and Microsoft 365 services, making it a high-value target for adversaries seeking persistent access. Successful assignments of this role may indicate potential privilege escalation or unauthorized access attempts, especially if performed by accounts that do not typically manage high-privilege roles.

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Detects successful Microsoft 365 portal logins from a country and region the user has not previously authenticated from in a specific time window. Atypical regions are identified by combining the user's country and region geolocation history; an authentication from a new country/region pair for that user may indicate an adversary attempting to access the account from an unusual location or behind a VPN.

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Detects successful Microsoft 365 portal logins from impossible travel locations. Impossible travel locations are defined as two different countries within a short time frame. This behavior may indicate an adversary attempting to access a Microsoft 365 account from a compromised account or a malicious actor attempting to access a Microsoft 365 account from a different location.

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Identifies sign-ins on behalf of a principal user to the Microsoft Graph or legacy Azure AD API from multiple IPs using first-party Microsoft applications from the FOCI (Family of Client IDs) group. Developer tools like Azure CLI, VSCode, and Azure PowerShell accessing these resources from multiple IPs are flagged, along with any FOCI application accessing the deprecated Windows Azure Active Directory from multiple IPs. This behavior may indicate an adversary using a phished OAuth authorization code or refresh token, as seen in attacks like ConsentFix where attackers steal localhost OAuth codes and replay them from attacker infrastructure.

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Identifies a successful login by a user principal through a legacy authenticated client (such as Authenticated SMTP, IMAP, POP, or Exchange ActiveSync) in the Microsoft 365 Unified Audit Log, evidenced by the "BAV2ROPC" user agent. Legacy basic-authentication clients are translated by Entra ID into a Resource Owner Password Credentials (ROPC) grant, a single-factor flow that submits the user's password directly and bypasses interactive multi-factor authentication. This is commonly abused during password spraying and account takeover.

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Identifies the first occurrence of SSO, SAML, or federated authentication errors for a user. These errors may indicate token manipulation, SAML assertion tampering, or OAuth phishing attempts. Modern adversaries often target SSO mechanisms through token theft, SAML response manipulation, or exploiting federated authentication weaknesses rather than traditional brute force attacks.

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This rule correlate Entra-ID or Microsoft 365 mail successful sign-in events with network security alerts by source address. Adversaries may trigger some network security alerts such as reputation or other anomalies before accessing cloud resources.

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Detects Microsoft 365 audit "UserLoggedIn" events consistent with Tycoon 2FA phishing-as-a-service (PhaaS) adversary-in-the-middle (AiTM) activity: the Microsoft Authentication Broker requesting access where the object identifier matches Microsoft Graph or Exchange Online, or the Office web client application authenticating to itself, combined with Node.js-style user agents (node, axios, undici). Tycoon 2FA bypasses MFA by relaying authentication and capturing session material, often targeting Microsoft 365 and Gmail. Baseline legitimate automation and developer tooling before tuning.

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Detects multi-factor authentication (MFA) deactivation with no subsequent re-activation for an Okta user account. An adversary may deactivate MFA for an Okta user account in order to weaken the authentication requirements for the account.

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Detects successful Microsoft Entra ID interactive sign-ins for the same user from two geographically separated locations within a 90-minute window, where the implied travel speed between the two points exceeds what is physically possible (>=800 km/h, faster than modern commercial airliners) and the geographic separation is at least 500 km. This pattern indicates either VPN/proxy use or an adversary signing in to a compromised account from a different location than the legitimate user. Non-interactive sign-in categories are excluded because backend token refresh activity routinely egresses through cloud regions unrelated to the user. This activity is often observed from AiTM phishing kits or successful phishing campaigns.

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Identifies access to email resources via Microsoft Graph API using an first-party application on behalf of a user principal. This behavior may indicate an adversary using a phished OAuth refresh token or a Primary Refresh Token (PRT) to access email resources. The pattern includes requests to Microsoft Graph API endpoints related to email, such as /me/mailFolders/inbox/messages or /users/{user_id}/messages, using a public client application ID and a user principal object ID. This is a New Terms rule that only signals if the application ID, user principal object ID, and source ASN have not been seen doing this activity historically.

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Detects Microsoft Graph activity from delegated user tokens (public client, client_auth_method 0) where a single user session and source IP rapidly touches multiple high-value Graph paths indicative of reconnaissance. The query classifies requests into categories such as role discovery, cross-tenant relationship queries, mailbox paths, contact harvesting, and organization or licensing metadata. When three or more distinct categories appear within a short burst window, it suggests a broad enumeration playbook rather than normal application traffic.

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