kubeshark/kubeshark
Kubeshark provides eBPF-powered network observability for Kubernetes, indexing L4/L7 traffic with full K8s context and decrypting TLS, queryable by AI agents and humans.
Awesome AI for Infra › Root Cause Analysis
derisk-ai/OpenDerisk
OpenDeRisk is an AI-native risk intelligence system designed to offer continuous and in-depth protection for application systems. Its core functionality revolves around AI-driven operations, specifically focusing on incident management and root cause analysis (RCA). The platform leverages a multi-agent architecture, including SRE-Agent, Code-Agent, ReportAgent, Vis-Agent, and Data-Agent, which coordinate to perform deep research and quickly pinpoint root causes by analyzing logs, traces, and code. It also provides a visualized evidence chain to clearly represent diagnostic processes and judgments. Key features include 'DeepResearch RCA' for rapid root cause identification, 'Visualized Evidence Chain' for transparent diagnostic workflows, and 'Multi-Agent Collaboration' for comprehensive analysis. The system supports various usage modes such as AI-SRE informed by datasets like OpenRCA, a Flame Graph Assistant for analyzing application performance, and a DataExpert for conversational analysis of metrics, logs, traces, or Excel data. Built with an open-source architecture, OpenDeRisk promotes framework and code reuse. It aims to automate and enhance risk intelligence and incident resolution processes in IT operations, providing proactive and reactive capabilities for system reliability.
https://github.com/derisk-ai/OpenDerisk
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