YAMAGoya – Real-Time Threat Monitoring Tool Using Sigma and YARA Rules

By Published On: November 26, 2025

The landscape of cyber threats has fundamentally shifted. Traditional defenses, reliant on signature-based detection and file-centric analysis, are increasingly outmatched by sophisticated adversaries employing fileless malware, obfuscation, and evasive techniques. These advanced threats operate in memory, leverage legitimate system tools, and leave minimal trace on disk, rendering conventional security tools less effective. This escalating challenge demands a new generation of threat monitoring capabilities – one built for real-time visibility and proactive hunting. Enter YAMAGoya.

Introducing YAMAGoya: Real-Time Threat Monitoring Redefined

Developed by the renowned cybersecurity experts at JPCERT/CC, YAMAGoya is an open-source threat hunting tool engineered to tackle the modern threat paradigm. Its core strength lies in its ability to identify suspicious activity in real time, going beyond static file analysis to monitor system behavior and process execution. By combining Event Tracing for Windows (ETW) with industry-standard detection rules, YAMAGoya provides analysts with an unprecedented level of insight into an endpoint’s activities, making it a critical asset in any cybersecurity stack.

Leveraging Sigma and YARA for Enhanced Detection

At the heart of YAMAGoya’s power are its integrations with two pivotal open-source detection standards: Sigma rules and YARA rules. This dual-pronged approach significantly enhances its detection capabilities:

  • Sigma Rules: Sigma is a generic and open signature format that allows security professionals to describe relevant log events in a structured manner. YAMAGoya translates these high-level, human-readable rules into actionable queries for real-time threat detection. This enables analysts to express complex attack patterns and TTPs (Tactics, Techniques, and Procedures) in a universal format, ensuring broad coverage against various threat vectors.
  • YARA Rules: YARA is often described as the “pattern matching swiss knife for malware researchers.” While traditionally associated with file scanning, YAMAGoya skillfully employs YARA rules to detect specific patterns within memory, processes, and event streams. This allows for the identification of known malware families, toolkits, and suspicious code segments in real time, even if they never touch the disk in a conventional way.

The combination of Sigma for behavioral detection and YARA for pattern matching provides a robust framework for identifying sophisticated threats that would otherwise evade detection.

How YAMAGoya Operates: Deep Dive into Event Tracing

YAMAGoya’s deep visibility into system operations is primarily facilitated by its utilization of Event Tracing for Windows (ETW). ETW is a powerful, high-performance, and scalable event tracing facility built into Windows operating systems. It allows applications and system components to generate trace events, which can then be collected and analyzed. YAMAGoya specifically taps into these vital data streams to gain real-time insights into:

  • Process Creation and Termination: Monitoring the launch and exit of processes, including parent-child relationships, helps identify unusual execution flows or malicious spawnings.
  • Module Loading: Observing which DLLs and executables are loaded into processes can reveal attempts to inject malicious code or load suspicious libraries.
  • Registry Modifications: Real-time tracking of changes to the Windows Registry is critical for detecting persistence mechanisms, configuration alterations, and privilege escalation attempts.
  • Network Connections: Monitoring outbound and inbound network activity helps identify command-and-control (C2) communications or data exfiltration attempts.
  • File System Activity: While focused on fileless threats, YAMAGoya still monitors file operations to catch any disk-based elements of an attack.

By ingesting and analyzing these rich ETW data streams against its integrated Sigma and YARA rule sets, YAMAGoya can pinpoint anomalous behavior indicative of advanced threats, including those leveraging techniques like process hollowing, reflective DLL injection, and memory-only execution.

Why YAMAGoya is a Game Changer for Threat Hunters

For cybersecurity analysts and threat hunters, YAMAGoya offers several compelling advantages:

  • Real-Time Detection: Unlike post-mortem analysis tools, YAMAGoya provides immediate alerts, enabling rapid response and containment before significant damage occurs.
  • Open-Source Flexibility: Its open-source nature means transparency, community-driven development, and the ability for organizations to customize and extend its capabilities to suit their specific needs.
  • Standardized Detection: By using Sigma and YARA, YAMAGoya benefits from a vast and continuously updated repository of community-contributed detection rules, keeping pace with evolving threats.
  • Fileless Threat Coverage: Specifically designed to combat fileless malware and obfuscation, YAMAGoya closes critical gaps in endpoint security.
  • Reduced Alert Fatigue: The precise nature of Sigma and YARA rules, when properly tuned, can lead to higher-fidelity alerts, reducing false positives and analyst fatigue.

Remediation Actions and Best Practices

While YAMAGoya excels at detection, it’s crucial to integrate its output into a comprehensive incident response plan. Here are key remediation actions and best practices:

  • Isolate and Contain: Upon a YAMAGoya alert, immediately isolate the affected endpoint from the network to prevent further compromise or lateral movement.
  • Forensic Analysis: Conduct a thorough forensic analysis of the compromised system to understand the full scope of the breach, including initial access, persistence mechanisms, and compromised data.
  • Threat Intelligence Integration: Integrate YAMAGoya’s findings with your threat intelligence platforms to enrich context and identify related indicators of compromise (IOCs).
  • Review and Update Rules: Regularly review and update your Sigma and YARA rule sets to ensure they are current with the latest threat landscape and tailored to your organization’s environment.
  • Employee Training: Reinforce cybersecurity awareness training among employees to mitigate common initial vectors like phishing and social engineering.
  • Patch Management: Maintain a rigorous patch management program to address known vulnerabilities attackers exploit. Examples include vulnerabilities like CVE-2024-21410 (critical Exchange vulnerability) or CVE-2023-23397 (Outlook elevation of privilege).
  • Principle of Least Privilege: Implement and enforce the principle of least privilege for all users and services to limit the impact of a compromised account.

Conclusion

The fight against advanced cyber threats requires innovative tools and proactive strategies. YAMAGoya from JPCERT/CC represents a significant leap forward in real-time threat monitoring, offering a powerful, open-source solution that leverages the strengths of Sigma and YARA rules alongside deep Event Tracing capabilities. By adopting YAMAGoya, organizations can enhance their visibility into suspicious activities, detect fileless and obfuscated threats with greater precision, and empower their security teams to respond effectively in the face of an ever-evolving threat landscape. Its contribution to endpoint threat detection is undeniable, marking it as an essential component for any modern security operation center.

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