Superlog
Open-source autonomous observability tool that instruments code and automatically fixes bugs.
Overview
What is Superlog?
Superlog is an open-source autonomous observability tool that automatically installs itself, instruments repositories with OpenTelemetry, and monitors codebases without manual setup or vendor lock-in. When anomalies or system failures occur, it fingerprints and groups noisy repeated logs into a single clear incident. It then performs a root-cause analysis, provides severity scores, assesses the impact, and creates automated resolution pull requests directly in Slack to help engineering teams fix bugs immediately.
What is Superlog used for?

Top Features
- One-prompt OpenTelemetry instrumentation and automatic updates
- Autonomous bug fixing with agent-generated resolution pull requests
- Intelligent incident fingerprinting and error log grouping to prevent alert fatigue
- Continuous codebase and infrastructure scanning for drift prevention
- Model Context Protocol (MCP) integration for serverless dashboard management
- Vendor-neutral telemetry telemetry to maintain full data control
How to use Superlog?
To use Superlog, run the command `npx skills add superloglabs/skills --all` in your terminal. The open-source agent wizard will explore your codebase, add structured logs, traces, and metrics via OpenTelemetry, and automatically send incident reports and pull requests to your Slack workspace.
Alternative Tools
Pros & Cons
No Data
Use Cases
- Automatically instrumenting web, api, and worker services with OpenTelemetry spans and metrics
- Consolidating hundreds of repeated production error logs into a single categorized incident report
- Generating automated bug-fixing pull requests with regression tests directly in Slack channels
- Creating cloud cost and deployment dashboards through natural language prompts using MCP
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