A curated list of Site Reliability and Production Engineering Tools
1,510
502 commits
updated Oct 12, 2026
A curated list of Site Reliability and Production Engineering tools - Maintained by Raghu Chinnannan and Squadcast
Ingero - eBPF-based GPU causal observability agent. Traces CUDA APIs and host kernel events to build causal chains explaining GPU latency. Includes MCP server for AI-assisted incident investigation.
Darkmoon - Open source autonomous AI penetration testing platform covering web, API, Active Directory and Kubernetes, fully self hosted and local
IncidentFox (open source)
tailscale-mcp - MCP server with 52 tools for managing Tailscale tailnets from AI assistants like Claude Code and Cursor.
KubeStellar Console - AI-powered multi-cluster Kubernetes management console with MCP server (kc-agent) for AI-assisted cluster operations, pod inspection, deployment management, and real-time observability across distributed environments.
Cynative - Deep research agent for your infra - sandboxed, read-only, covers AWS, GCP, Azure, Kubernetes, GitHub and GitLab.
Aurora - Open source (Apache 2.0) AI SRE agent that autonomously investigates incidents and performs root cause analysis across AWS, Azure, GCP, and Kubernetes. Self-hosted via Docker Compose or Helm, works with major LLM providers or local models via Ollama.
Anyshift - AI SRE built on a versioned resource graph of your infrastructure, for root cause analysis and predicting the impact of changes before they ship.
Radar - Open source Kubernetes visibility tool with a built-in MCP server for AI-assisted cluster operations — topology, service traffic, events, logs, and a 31-check best-practices audit.
KnoxOps - AI-native ops agent that gives agents production-safe execution with human review and a built-in knowledge graph.
NudgeBee - Unified AI agentic platform for cloud ops, offering AI SRE, AI FinOps, AI Kubernetes Ops, and AI CloudOps assistants that automate alert triage, root-cause analysis, and cost optimization.
Hyground - Self-hosted AI SRE agent that goes beyond on-call incident resolution.
Corelayer - Agentic production support platform that proactively investigates, resolves, and prevents incidents, with BYOC and on-prem support for regulated environments.
YYLO - Command-line orchestrator for coding agents, repeatable workflows, and receipt-backed repository changes. Each task freezes the protected target SHA and creates a dedicated branch/worktree behind typed task, validation, merge, and release-readiness boundaries; the merge queue owns risk-based review, and workflow runs retain declared receipt hashes and terminal manifests. MIT, on npm as @yylo/cli; orchestrates Pi and Codex subagents.
KubeIntellect - Open source (AGPL-3.0) multi-agent Kubernetes SRE agent. Investigates a live cluster via kubectl, Prometheus (PromQL) and Loki (LogQL) and explains root cause in plain English. Every mutating operation stops for human approval enforced at the tool boundary, with role-based access control and a hash-chained decision log.
OrcaReplay - Records an AI agent's model-provider exchange and replays it offline for postmortems, with no provider contacted; replay can fork from any step onto a different model to isolate what the model caused.
OpsMate (itops.sh) - AI-assisted server operations tool for small teams and solo developers: an SSH terminal and AI chat on one page, continuous patrols with Telegram alerts, and blocking of dangerous commands. The desktop client is open source (MPL-2.0).
heliograph (open source) - CLI and agent skill for debugging hosts you have no access to, for air-gapped, client-owned and change-controlled estates. Diagnostic steps go out over a private git repo, an on-site operator or an unattended runner executes them, and the logs come back the same way with every line timestamped in UTC.
Nexus Shell Agent Bridge - Local macOS MCP bridge that lets approved AI agents operate visible SSH terminals, transfer files, and inspect read-only server and network monitoring without receiving stored passwords or private keys.
ai-economics-mcp - MCP server that prices agent operations before they run: token cost across vendors, fully-loaded agent-hour cost including human review, model-routing savings, and the reviewer capacity a given agent fleet actually needs. 12 calculators by Michał Piszczek (piszczek.pl/tools), MIT, free keyless API.
Aiden for SRE - Aiden that acts autonomously on recurring incidents and works complex ones alongside your team through to resolution — policy-bound and fully auditable.
OpenSRE (opensre.in) - Self-hosted AI SRE platform for incident investigation with episodic memory, a Neo4j knowledge graph, Web UI, Slack, and Teams.
Aient AI - OpenTelemetry-native AI SRE agent that ingests logs, metrics, and traces, groups errors into problems, investigates root cause, and opens a GitHub pull request with a fix, then monitors production telemetry for recurrence. Integrates with GitHub, Slack, and Linear, and exposes a hosted MCP server. (docs)
Chronicle - AI-native incident response and operational memory platform featuring alert deduplication, multi-source ingestion, host telemetry, semantic runbook and historical incident retrieval, SLA automation, and AI-assisted root cause analysis.
This work is licensed under a Creative Commons Attribution 4.0 International License.
3,541 followers · starred May 2021
247 followers · starred Jul 2020
40 followers · starred May 2022
66 followers · starred May 2025
A curated list of Site Reliability and Production Engineering Tools
1,510
502 commits
updated Oct 12, 2026
A curated list of Site Reliability and Production Engineering tools - Maintained by Raghu Chinnannan and Squadcast
Ingero - eBPF-based GPU causal observability agent. Traces CUDA APIs and host kernel events to build causal chains explaining GPU latency. Includes MCP server for AI-assisted incident investigation.
Darkmoon - Open source autonomous AI penetration testing platform covering web, API, Active Directory and Kubernetes, fully self hosted and local
IncidentFox (open source)
tailscale-mcp - MCP server with 52 tools for managing Tailscale tailnets from AI assistants like Claude Code and Cursor.
KubeStellar Console - AI-powered multi-cluster Kubernetes management console with MCP server (kc-agent) for AI-assisted cluster operations, pod inspection, deployment management, and real-time observability across distributed environments.
Cynative - Deep research agent for your infra - sandboxed, read-only, covers AWS, GCP, Azure, Kubernetes, GitHub and GitLab.
Aurora - Open source (Apache 2.0) AI SRE agent that autonomously investigates incidents and performs root cause analysis across AWS, Azure, GCP, and Kubernetes. Self-hosted via Docker Compose or Helm, works with major LLM providers or local models via Ollama.
Anyshift - AI SRE built on a versioned resource graph of your infrastructure, for root cause analysis and predicting the impact of changes before they ship.
Radar - Open source Kubernetes visibility tool with a built-in MCP server for AI-assisted cluster operations — topology, service traffic, events, logs, and a 31-check best-practices audit.
KnoxOps - AI-native ops agent that gives agents production-safe execution with human review and a built-in knowledge graph.
NudgeBee - Unified AI agentic platform for cloud ops, offering AI SRE, AI FinOps, AI Kubernetes Ops, and AI CloudOps assistants that automate alert triage, root-cause analysis, and cost optimization.
Hyground - Self-hosted AI SRE agent that goes beyond on-call incident resolution.
Corelayer - Agentic production support platform that proactively investigates, resolves, and prevents incidents, with BYOC and on-prem support for regulated environments.
YYLO - Command-line orchestrator for coding agents, repeatable workflows, and receipt-backed repository changes. Each task freezes the protected target SHA and creates a dedicated branch/worktree behind typed task, validation, merge, and release-readiness boundaries; the merge queue owns risk-based review, and workflow runs retain declared receipt hashes and terminal manifests. MIT, on npm as @yylo/cli; orchestrates Pi and Codex subagents.
KubeIntellect - Open source (AGPL-3.0) multi-agent Kubernetes SRE agent. Investigates a live cluster via kubectl, Prometheus (PromQL) and Loki (LogQL) and explains root cause in plain English. Every mutating operation stops for human approval enforced at the tool boundary, with role-based access control and a hash-chained decision log.
OrcaReplay - Records an AI agent's model-provider exchange and replays it offline for postmortems, with no provider contacted; replay can fork from any step onto a different model to isolate what the model caused.
OpsMate (itops.sh) - AI-assisted server operations tool for small teams and solo developers: an SSH terminal and AI chat on one page, continuous patrols with Telegram alerts, and blocking of dangerous commands. The desktop client is open source (MPL-2.0).
heliograph (open source) - CLI and agent skill for debugging hosts you have no access to, for air-gapped, client-owned and change-controlled estates. Diagnostic steps go out over a private git repo, an on-site operator or an unattended runner executes them, and the logs come back the same way with every line timestamped in UTC.
Nexus Shell Agent Bridge - Local macOS MCP bridge that lets approved AI agents operate visible SSH terminals, transfer files, and inspect read-only server and network monitoring without receiving stored passwords or private keys.
ai-economics-mcp - MCP server that prices agent operations before they run: token cost across vendors, fully-loaded agent-hour cost including human review, model-routing savings, and the reviewer capacity a given agent fleet actually needs. 12 calculators by Michał Piszczek (piszczek.pl/tools), MIT, free keyless API.
Aiden for SRE - Aiden that acts autonomously on recurring incidents and works complex ones alongside your team through to resolution — policy-bound and fully auditable.
OpenSRE (opensre.in) - Self-hosted AI SRE platform for incident investigation with episodic memory, a Neo4j knowledge graph, Web UI, Slack, and Teams.
Aient AI - OpenTelemetry-native AI SRE agent that ingests logs, metrics, and traces, groups errors into problems, investigates root cause, and opens a GitHub pull request with a fix, then monitors production telemetry for recurrence. Integrates with GitHub, Slack, and Linear, and exposes a hosted MCP server. (docs)
Chronicle - AI-native incident response and operational memory platform featuring alert deduplication, multi-source ingestion, host telemetry, semantic runbook and historical incident retrieval, SLA automation, and AI-assisted root cause analysis.
This work is licensed under a Creative Commons Attribution 4.0 International License.
3,541 followers · starred May 2021
247 followers · starred Jul 2020
40 followers · starred May 2022
66 followers · starred May 2025