What is superlog?

Superlog is an open-source autonomous observability tool that installs itself and fixes the bugs it finds. Backed by Y Combinator, it instruments your repository with OpenTelemetry using a single prompt and keeps that instrumentation up-to-date automatically. When something breaks, superlog groups noisy issues into a single incident and posts a mergeable pull request directly in Slack. Unlike Datadog or Sentry, there's no setup, no alert fatigue, and no manual fixing—your telemetry stays vendor-neutral, so you keep full control of your data.

Who it's for

• Engineering teams that want to reduce time spent on manual instrumentation and incident triage
• Startups and lean teams that need observability without dedicated DevOps or SRE headcount
• Developers tired of alert fatigue who prefer actionable PRs over noisy dashboards and endless Slack notifications

Key features

Autonomous installation and instrumentation

Run a single npx command, and superlog scans your repository, finds your services (API, worker, web), and adds request spans, queue metrics, and structured error logs. It opens a pull request with the full OpenTelemetry setup, so you're instrumented in minutes without manual configuration.

Intelligent incident grouping and PR generation

Superlog merges similar errors into clear-cut incidents, assigns a severity score (SEV1-3), and provides an impact assessment. Instead of repeated error logs, you get a concise summary. When a fix is needed, superlog prepares a mergeable PR in Slack—complete with regression tests—so you can resolve issues with one click.

Continuous scanning and autonomous fixes

Superlog continuously scans your environment for new alerts, metrics, and anomalies. It can create dashboards on demand (for example, a cloud cost dashboard for a specific service) and proactively suggests fixes. The tool maintains a custom evaluation suite to ensure summaries and assessments stay terse and relevant.

What stands out

"Install in one prompt, get PRs in Slack."

This one-liner captures superlog's core promise: observability that doesn't just monitor—it acts. While traditional tools like Datadog or Sentry require complex setup and still leave you to triage and fix issues manually, superlog handles the entire lifecycle. It instruments your code, detects problems, groups them intelligently, and delivers a ready-to-merge pull request. The result is a dramatic reduction in mean time to resolution (MTTR) and zero lock-in, since all telemetry remains vendor-neutral.

Worth checking out if…

You're tired of spending hours configuring observability tools, drowning in noisy alerts, or manually fixing the same bugs repeatedly. Superlog is especially valuable if you run a lean engineering team and want autonomous incident response without hiring dedicated SREs. It's also a strong fit if you value open-source, vendor-neutral infrastructure and want to keep full control of your telemetry data.