OpenSRE

OpenSRE is an open-source framework and reinforcement learning environment for building custom AI SRE agents.

OpenSRE is an open-source framework and training environment for AI SRE agents designed to handle infrastructure incident response. It helps engineering teams resolve production failures by connecting over 60 tools, including observability platforms, databases, and communication apps, to answer queries on local infrastructure. The platform features evidence-driven diagnosis, runbook-aware reasoning, and reversible identifier masking to protect sensitive data before external language model calls. It provides an interactive shell, a headless CLI, and a Python API for flexible deployments. The software is built for developers and reliability engineers who want to automate operations and establish reproducible incident workflows.

OpenSRE at a glance

Best for: Software engineer
Runs on: macOS, Linux, Windows, CLI, self-hosted, open source
Pricing: Free and open source under the Apache 2.0 license
Released: January 2026
Category: AI coding tool
Website: github.com/Tracer-Cloud/opensre

Key features

Evidence-driven diagnosis across logs, metrics, traces, and deploys
Runbook-aware reasoning that applies internal documentation
Evidence-backed root cause analysis linked to raw data
Reversible identifier masking for pods and accounts
Session cost and history tracking with resumable REPL sessions
Local agent fleet monitoring for coding assistants
LLM flexibility supporting Anthropic, OpenAI, Ollama, and others

Use it for

Investigating and resolving production infrastructure incidents
Querying correlated logs, metrics, and traces in plain language
Executing automated runbooks and posting summaries to Slack or PagerDuty
Testing agentic incident response workflows in cloud-backed scenarios

Companions

Tools that articles about OpenSRE recommend using with it, each with its job.

Context7 — Provides up-to-date documentation for AI agents and code editors.
Ollama — Run local models at zero marginal cost, with code kept on your machine.
OpenRouter — Access over 500 models and 80 providers through one unified API.
Composio — Equips AI agents with tools, managed user auth, and sandboxes across 1,500+ apps
Oh My OpenCode Slim — Lightweight multi-agent orchestration and background tasks.

Alternatives to OpenSRE

Robusta — Reduces costs and noise by investigating unique incidents instead of raw alerts.
OpenResearch — Run parallel research workflows locally or on remote compute.
OpenAPPA — Tracks data flows algebraically to prevent prompt injection without breaking agents.
Flyte — Resumes failed tasks automatically from the exact point of interruption.
OpenCode — Works with 75+ model providers, local models, and existing subscriptions
Polylane — It autonomously investigates production errors and submits ready-to-merge PR fixes.
Open SWE — It uses isolated cloud sandboxes and curated toolsets for production engineering.
OpenAI Agents SDK — Provider-agnostic multi-agent framework with built-in guardrails and tracing.
Daytona — It provisions sandboxes in under 90 milliseconds with full security isolation.
Eve — Builds durable AI agents with file system based configuration and isolated sandboxes.
AIOps — It provides 3D spatial topology visualization and human-in-the-loop safety controls.
Openscion — Handles massive monorepos by executing operations server-side and fetching only required files.

All OpenSRE alternatives