What is an investigation credit?

Each completed debugging and root-cause investigation run by Superlog counts as one investigation credit. Paid packs bundle these credits at a discount.

What happens if an automated resolution PR fails the Confidence Gate?

If the Confidence Gate fails, Superlog will not open a blind PR. Instead, it posts its findings directly to the investigating team and tags the relevant engineers who can provide more context.

How does Superlog prevent vendor lock-in?

Superlog uses standard OpenTelemetry for all metrics, logs, and traces. Your telemetry remains vendor-neutral, ensuring you retain absolute control over your data without being tied to platforms like Datadog or Sentry.

Superlog: Open-source autonomous observability tool that instruments code and automatically fixes bugs.

Name: Superlog
Rating: 5 (73 reviews)
Author: toolify

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Introduction:

Open-source autonomous observability tool that instruments code and automatically fixes bugs.

Added on:

Jun 06 2026

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Superlog Product Information

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.

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.

Superlog's Core 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

Superlog's 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

FAQ from Superlog

What is an investigation credit?
What happens if an automated resolution PR fails the Confidence Gate?
How does Superlog prevent vendor lock-in?

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Superlog Reviews (0)

5 point out of 5 point

Superlog Pricing

Free

$0 forever

For side projects and first installs. Includes 1M spans, 5M logs, 10M metric points, 30-day retention, and 5 investigations per month.

Pay as you go

$44.00 / month (estimated example)

Only pay for what you send with no base fee or commitment. Metered at $1.50/investigation, $0.50/M spans, $0.50/M logs, and $0.15/M metric points.

Pro

$150 per month

For developers shipping fixes from real telemetry every week. Includes 120 investigation credits/month (then $1.25/investigation). Telemetry metered at pay-as-you-go rates.

Max

$300 per month

For teams wanting more investigation throughput at a lower marginal price. Includes 300 investigation credits/month (then $1.00/investigation). Telemetry metered at pay-as-you-go rates.

Enterprise

For organizations requiring higher volumes, custom retention, or SAML integration.

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