keephq/keep
Keep is an open-source AIOps and alert management platform that centralizes alerts, deduplicates, enriches, filters them, and correlates incidents using AI-powered automation and various backend in...
Awesome AI for Infra › Full-Stack AIOps Platforms
William-Lu-stack/Flawless
Flawless is an AI-native SRE control plane designed for Kubernetes and broader cloud infrastructure, focusing on 'AgenticOps' to automate and manage IT operations. It integrates alerts, evidence, topology, and human approval into an auditable loop for problem discovery, diagnosis, remediation, and recovery verification. The platform emphasizes "evidence first" by connecting various data sources like alerts, events, logs, metrics, runbooks, and recent changes. Crucially, it provides "guarded action," meaning that critical operational steps like RBAC, policy enforcement, dry-runs, human approval, and auditing remain outside the AI model's direct control, ensuring safety and compliance. Furthermore, Flawless focuses on "verified recovery" by re-testing the original symptom after a remediation effort, rather than simply assuming success based on command execution. Key features include an 'SRE Chat' for interactive operations with contextual awareness, an 'Inspection Queue' for scheduled or manual scans, 'Controlled Remediation' with detailed previews and human-approved execution, 'Topology Impact' analysis for understanding dependencies, and a 'Skills Library' for encoding expert knowledge. It also offers a 'Knowledge Base' for RAG (Retrieval Augmented Generation) across various document types and a 'Model Lab' for comparing AI model outcomes. The architecture involves a frontend console, a control plane API handling evidence pipelines, remediation job state machines, and integration with various observability and IT infrastructure tools. Flawless aims to address the complexity of modern cloud systems by providing an intelligent, auditable, and self-healing operational framework.
https://github.com/William-Lu-stack/Flawless
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