microsoft/AIOpsLab
AIOpsLab is a comprehensive framework for designing, developing, and evaluating autonomous AIOps agents, providing reproducible and scalable benchmarks for AIOps solutions.
Awesome AI for Infra › Weekly › 2026-06-14
AIOpsLab is a comprehensive framework for designing, developing, and evaluating autonomous AIOps agents, providing reproducible and scalable benchmarks for AIOps solutions.
Savvy is a CLI tool that uses AI to create, share, and run command-line workflows, leveraging natural language for automation and explanation of commands and error messages.
Clanker is an AI-powered CLI agent designed for autonomous systems engineering across various cloud environments, enabling intelligent infrastructure operations and agent-human collaboration.
osModa is an AI-native operating system based on NixOS, allowing AI agents to manage server operations through typed, auditable tool access and atomic rollbacks.
PyOD is a comprehensive Python library for multi-modal anomaly detection, offering 60+ detectors and an agentic workflow for AI agents to drive investigations across various data types.
TODS is a comprehensive automated machine learning system for multivariate time-series outlier detection, providing modules for preprocessing, feature extraction, and a wide array of detection algo...
Orion is an open-source machine learning library from MIT's Data to AI Lab, focused on unsupervised time series anomaly detection using various AI-driven pipelines.
Telemanom is a framework using LSTMs and automatic thresholding for unsupervised anomaly detection in multivariate time series data, originally developed for spacecraft telemetry.
datastream.io is an open-source framework for real-time anomaly detection in streaming data using Python, Elasticsearch, and Kibana.
Luminaire is a Python package from Zillow that provides ML-driven solutions for monitoring time series data through automated anomaly detection and forecasting.
MIDAS is a C++ implementation for real-time anomaly detection in dynamic, time-evolving graphs, designed to identify intrusions, fraud, and fake rating anomalies with high accuracy and speed.
Skyline is a real-time anomaly detection and time series analysis system designed for passive monitoring of numerous high-resolution metrics without pre-configured models or thresholds.
DeepOD is an open-source Python library providing a unified API for 27 deep learning-based outlier and anomaly detection algorithms for tabular and time-series data.
RITA (Real Intelligence Threat Analytics) is an open-source framework that detects command and control (C2) communication by analyzing network traffic, identifying beaconing, long connections, DNS ...
rrcf provides a Python implementation of the Robust Random Cut Forest algorithm for anomaly detection on streaming data, designed for high-dimensional datasets.
LogDeep is an open-source deep learning-based toolkit for automated log anomaly detection, implementing state-of-the-art models like DeepLog, LogAnomaly, and RobustLog.
AIopstools is a Python toolkit offering fundamental AI-driven functionalities for IT operations, including anomaly detection, alarm convergence, time series forecasting, and alarm association analy...
EasyRAG is an efficient Retrieval-Augmented Generation (RAG) framework designed for automated network operations, achieving top results in the CCF AIOps International Challenge 2024.
OpsPilot is an open-source intelligent operation and maintenance assistant that uses deep learning and LLM technology to link various O&M systems for enhanced capabilities.
HomeButler is a homelab management tool that uses AI agents and structured interfaces to monitor, diagnose, and automate operations for self-hosted applications and services.
Infracost provides cloud cost estimates and FinOps best practices for Infrastructure as Code (IaC) by integrating with CI/CD pipelines, IDEs, and AI coding agents to enable cost-aware development.
OpenOps is a no-code FinOps automation platform that uses AI to optimize cloud costs and streamline financial operations through customizable workflows and integrations.
KubeLedger is a Kubernetes cost accounting system that tracks CPU, memory, and GPU usage per namespace, making hidden non-allocatable overhead visible for precise financial analysis and optimization.
ACK MCP Server by Alibaba Cloud unifies container operations for AI assistants, enabling natural language interaction to manage Kubernetes resources, observability, and diagnostic tasks, facilitati...
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...
SREWorks is Alibaba Cloud's cloud-native AIOps and DataOps platform designed to enhance IT operation and maintenance through AI and big data.
HoloInsight is a cloud-native observability platform that emphasizes real-time log analysis and integrates AI for enhanced monitoring and insights.
UModel is a vendor-neutral semantic runtime that provides a unified object graph for enterprise AI agents, enabling them to understand and process fragmented IT operational data, services, and busi...
RunbookHermes is an AIOps agent built on the Hermes Agent framework, designed for evidence-driven incident response, approval-gated remediation, and self-evolving runbook learning.
Aurora is an open-source, AI-powered incident management platform that uses AI agents to autonomously investigate incidents, perform root cause analysis, and suggest remediations across multi-cloud...
Ongrid is an AI-powered ops agent that autonomously investigates alerts, performs root-cause analysis, and orchestrates fixes for IT infrastructure issues, interacting via chat platforms.
This project implements a multi-agent ChatOps system that uses AI/ML to autonomously triage, investigate, and propose fixes for infrastructure alerts, including self-improving prompts and a causal ...
Cruise Control is a self-healing and workload rebalancing tool for Apache Kafka clusters, optimizing resource utilization and detecting anomalies to simplify large-scale operations.
Logparser is a machine learning toolkit that provides automated log parsing and benchmarks for structured log analytics via event template extraction.
Loglizer is an open-source machine learning toolkit designed for automated anomaly detection in system logs, supporting various supervised and unsupervised models.
Drain3 is an online log template miner that extracts structured templates from raw log messages for enhanced observability and anomaly detection.
LogAI is an open-source library that provides a comprehensive platform for log analytics and intelligence, including summarization, clustering, and anomaly detection.
Log3C is a framework that identifies impactful service system problems by analyzing system logs and KPI metrics through a process of log parsing, sequence vectorization, cascading clustering, and c...
Sentinel is a self-healing edge computing agent for Kubernetes, providing predictive failure detection and partition-resilient orchestration for edge nodes using lightweight statistical models.
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.
OpenSRE is an open-source framework for building, training, and evaluating AI SRE agents specifically designed for incident investigation and response, running on your own infrastructure.
HolmesGPT is an open-source AI agent for SRE that investigates production incidents, finds root causes, and can automatically identify and fix problems 24/7.
OpenDeRisk is an AI-native risk intelligence system providing 24/7 comprehensive protection for application systems through multi-agent collaboration for deep root cause analysis.
MicroRCA-Agent is an LLM-agent-based solution for microservice root cause localization and fault analysis, processing multi-modal Log, Trace, and Metric data.
CueObserve is an open-source platform for time-series anomaly detection and root cause analysis directly on data warehouses, designed to monitor key metrics and identify causative factors.
Siclaw is an open-source AI agent designed for DevOps and SRE teams to perform read-only infrastructure diagnostics and root-cause analysis through deep investigation workflows.
RiskLoc is an AI-powered method for localizing multi-dimensional root causes in time-series data, identifying the specific dimensions and values contributing to anomalies.
OpenRCA provides automated root cause analysis for Kubernetes clusters by constructing a real-time topology graph enriched with telemetry data from various sources.
AiSOC is an open-source, self-hostable AI-powered Security Operations Center that ingests, correlates, and investigates security events using AI, providing a transparent investigation ledger.
Clawdstrike is an AI-powered Endpoint Detection and Response (EDR) system providing policy enforcement, a signed audit chain, and threat detection for developer workstations and autonomous agent fl...
Watcher is an AI-powered open-source platform for cybersecurity threat intelligence and hunting, designed to discover and monitor emerging cyber threats.
Taranis AI is an open-source intelligence (OSINT) tool that leverages AI and NLP to gather, analyze, and structure information from diverse sources for situational analysis and threat intelligence.