Incident Score: Analysis & Impact (FLODEEANTOPEN8N1777984637)

Rankiteo's analysis has identified several MITRE ATT&CK tactics and techniques associated with this incident, each with varying levels of confidence based on available evidence. Under the Initial Access tactic, the analysis identified Exploit Public-Facing Application (T1190) with high confidence (90%), with evidence including scanning over 2 million hosts with 1 million exposed services, and exposed APIs, unauthenticated access, Valid Accounts (T1078) with moderate to high confidence (80%), with evidence including no authentication by default in self-hosted AI projects, and static credentials in setup examples, and External Remote Services (T1133) with moderate to high confidence (85%), supported by evidence indicating 5,200+ exposed Ollama APIs with 31% responding to unauthenticated queries. Under the Execution tactic, the analysis identified Exploitation for Client Execution (T1203) with moderate to high confidence (70%), supported by evidence indicating arbitrary code execution found in a popular AI project and Command and Scripting Interpreter (T1059) with moderate to high confidence (75%), supported by evidence indicating server-side code execution via exposed parsing tools and local functions. Under the Persistence tactic, the analysis identified Account Manipulation (T1098) with moderate to high confidence (70%), with evidence including users granted high-privilege access by default, and misconfigured agent platforms enabling workflow modification and Server Software Component: Web Shell (T1505.003) with moderate confidence (60%), supported by evidence indicating exposed agent platforms (n8n, Flowise) enabling traffic redirection. Under the Privilege Escalation tactic, the analysis identified Valid Accounts (T1078) with moderate to high confidence (80%), with evidence including applications running as root, and high-privilege access granted by default and Abuse Elevation Control Mechanism: Setuid and Setgid (T1548.001) with moderate confidence (60%), supported by evidence indicating poor deployment practices, misconfigured Docker setups. Under the Defense Evasion tactic, the analysis identified Impair Defenses: Disable or Modify Tools (T1562.001) with moderate to high confidence (70%), with evidence including no authentication by default in AI projects, and weak sandboxing amplifies risks and Valid Accounts (T1078) with moderate to high confidence (75%), with evidence including hardcoded credentials in setup examples, and static credentials in docker-compose files. Under the Credential Access tactic, the analysis identified Unsecured Credentials: Credentials In Files (T1552.001) with high confidence (90%), with evidence including hardcoded credentials in setup examples, and static credentials in docker-compose files and Unsecured Credentials: Container API (T1552.007) with moderate to high confidence (80%), with evidence including aPI keys leaked in plaintext by NSFW chatbots, and exposed credential lists in Flowise deployments. Under the Discovery tactic, the analysis identified File and Directory Discovery (T1083) with moderate to high confidence (70%), with evidence including exposed business logic in Flowise deployments, and lLM conversation logs accessible and Network Service Scanning (T1046) with moderate to high confidence (85%), supported by evidence indicating scanning over 2 million hosts with 1 million exposed services. Under the Collection tactic, the analysis identified Data from Local System (T1005) with high confidence (90%), with evidence including lLM conversation logs exposed, and user conversation histories accessible and Data from Information Repositories (T1213) with moderate to high confidence (80%), with evidence including business logic exposed in Flowise deployments, and credential lists accessible. Under the Exfiltration tactic, the analysis identified Exfiltration Over C2 Channel (T1041) with moderate to high confidence (70%), supported by evidence indicating data exposure via exposed APIs and unauthenticated access and Transfer Data to Cloud Account (T1537) with moderate confidence (60%), supported by evidence indicating cloud management integrations exposed via Ollama APIs. Under the Impact tactic, the analysis identified Defacement: Internal Defacement (T1491.001) with moderate to high confidence (70%), supported by evidence indicating unauthorized modification of workflows in agent platforms, Data Manipulation: Transmitted Data Manipulation (T1565.002) with moderate to high confidence (75%), supported by evidence indicating response poisoning via exposed agent platforms, and Endpoint Denial of Service: Application or System Exploitation (T1499.004) with moderate confidence (60%), supported by evidence indicating server-side code execution via exposed parsing tools. These correlations help security teams understand the attack chain and develop appropriate defensive measures based on the observed tactics and techniques.