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awesome-autonomous-ops

Curated list for AI-powered autonomous operations and reliability, SRE/DevOps/SecOps agents for troubleshooting and self-healing, and Graph RAG for logs, MCP-based interop, and browser agents for ops consoles
https://github.com/nik-kale/awesome-autonomous-ops

Last synced: 6 days ago
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  • Agentic Remediation & Runbooks

    • Kubiya
    • Rundeck
    • StackStorm - driven automation platform for auto-remediation. Connects sensors, triggers, and actions across infrastructure and tools.
    • Ansible Rulebooks - driven automation using Ansible. Enables reactive remediation based on observability signals and alerts.
    • Robusta - remediation capabilities.
    • KubeStellar Console - powered multi-cluster Kubernetes dashboard with built-in AI chat for autonomous cluster troubleshooting, mission-based operations, and AI-guided remediation. 20+ CNCF integrations (Argo, Kyverno, Prometheus, Falco, OPA/Gatekeeper). CNCF Sandbox project (Apache 2.0).
  • Browser & Desktop Ops Agents

  • Compliance, Governance, and Safety for AI Ops

  • Datasets, Simulators, and Labs

  • Graph RAG & Root Cause Analysis for Logs and Incidents

    • LangGraph - based AI workflows. Useful for orchestrating multi-step diagnostic and remediation processes with cyclical reasoning.
    • txtai
    • Haystack - to-end framework for building RAG pipelines. Can be adapted for log analysis and incident documentation search.
  • MCP Servers & Gateways for Autonomous Ops

    • MCP Servers for Kubernetes - compatible interfaces for Kubernetes resources. Enables AI agents to query cluster state and (with proper guardrails) execute kubectl commands.
    • awesome-mcp-servers - relevant integrations.
    • MCP GitHub Server - based remediation workflows.
    • PulseMCP - focused implementations for observability and infrastructure tools.
    • GitHub MCP Server - based remediation workflows.
    • SandBase Harness - hosted MCP bridge for agent sessions, approvals, audit/replay, and backend-selectable Docker/Kubernetes execution sandboxes.
  • Projects by the Curator

    • AutoRCA-Core (ADAPT-RCA) - signal root cause analysis engine for autonomous reliability. Combines time-series correlation, dependency graphs, and LLM reasoning to identify incident causes across logs, metrics, traces, and configuration changes.
    • Secure-MCP-Gateway - first Model Context Protocol gateway for operational tools (Jira, Splunk, Kubernetes, GitHub, PagerDuty). Provides policy-based access control, human-in-the-loop approvals for write actions, and comprehensive audit trails for AI agent interactions with production systems.
    • Ops-Agent-Desktop - time visualization of agent investigations and remediations, with browser automation to show live interactions with ops consoles and dashboards.
    • ADAPT-Agents - Core for root cause analysis and Secure-MCP-Gateway for safe tool access.
    • Secure-AI-Support-Fabric - on autonomous operations lab and reference implementation. Demonstrates end-to-end AI-powered incident response, from detection through diagnosis to remediation, with proper security boundaries and human oversight.