bronto-error-investigation SKILL.md skillA

bronto-error-investigation from aws/tools-for-devops-agent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add aws/tools-for-devops-agent/bronto-error-investigation@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
aws/tools-for-devops-agent
Path
skills/bronto-error-investigation/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed Nov 3, 2026
Size
9,822 bytes
Repository stars
137
License
Apache-2.0

Load this skill when an investigation needs to explain errors in logs held in Bronto - an error surge, a failing service, a specific error event or a Bronto monitor alert. It isolates the error, finds when it started, breaks it down by version, host, customer, endpoint, client and region to find what it is concentrated on, verifies the suspect against a control query, and reports the scope, a hypothesis and next steps with links to the supporting searches.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Investigate an error with Bronto logs

Most error investigations end with the same question: what do the failing events have in common that the healthy ones don't? This skill answers it from the error's distribution rather than from reading log lines one by one. It defines the error precisely, finds when it started, splits it by the dimensions that usually explain errors, and confirms the strongest suspect with a control query.

This skill covers the investigation method. For Bronto's search syntax, quoting rules and which tool returns what, use the `bronto-log-search` skill. To find the datasets that hold a service's logs, use the `bronto-dataset-discovery` skill.

All steps are read-only. Do not create monitors or saved searches as part of this skill.

## 1. Start from what you were given

- **A Bronto monitor alert.** The incident description carries the monitor's `Query`, `Group`, `Value`, `Window` and a monitor link. Use `Query` as the starting error filter in step 2, and take the alert time as the end of the window. If `Group` names a value, such as one host or path, note it: it is already a suspect to check in step 5.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add aws/tools-for-devops-agent/bronto-error-investigation@sha256:44fe4ecac114522c

The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_oaubjpp5q6xsjdbn.svg)](https://markdownregistry.com/a/art_oaubjpp5q6xsjdbn)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Nov 3, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-11-03 433f19a 9,822 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9822 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

aws/tools-for-devops-agent · 137 stars · license Apache-2.0 · pushed 2026-11-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_oaubjpp5q6xsjdbn
GET https://markdownregistry.com/api/v1/resolve?ref=aws/tools-for-devops-agent/bronto-error-investigation
GET https://markdownregistry.com/api/v1/blob/44fe4ecac114522cdc53d6c5505f561dc689e4c4c335526b3c88d87d961e4558

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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