debugging-patterns SKILL.md skillA

debugging-patterns from a5c-ai/babysitter is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add a5c-ai/babysitter/debugging-patterns@git:20260601.da7723a

Pins git:20260601.da7723a in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
a5c-ai/babysitter
Path
library/methodologies/cc10x/skills/debugging-patterns/SKILL.md
Versions recorded
5
Latest version
git:20260601.da7723a, committed Jun 1, 2026
First version recorded
Mar 25, 2026
Size
1,409 bytes
Repository stars
1,896
License
MIT

Root cause analysis frameworks including log-first investigation, git bisect correlation, and pattern-based diagnosis with confidence scoring.

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

## Pattern-Based Diagnosis

- Check patterns.md for known gotchas matching the error
- Cross-reference with common patterns: null pointer, race condition, resource leak, config error
- Rate root cause confidence (>=80% to proceed with fix)

## Evidence Collection

- Stack traces with full call chain
- Error messages with context
- Exit codes from reproduction attempts
- Git blame/log for change correlation
- Environment differences (if applicable)

## When to Use

- During DEBUG workflow investigation phase
- When BUILD tests fail unexpectedly
- When reviewing error handling gaps

## Agents Used

- `bug-investigator` (primary consumer)
- `silent-failure-hunter` (pattern reference)

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add a5c-ai/babysitter/debugging-patterns@sha256:c8751c88ff320f6c

The line at the top of this page pins the label git:20260601.da7723a, 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_z6f7jcxpto5uso6d.svg)](https://markdownregistry.com/a/art_z6f7jcxpto5uso6d)

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

Versions

The registry has recorded 5 versions of this file, between Mar 25, 2026 and Jun 1, 2026, about one every 17 days.

versioncommittedcommitsizeaudit
git:20260601.da7723a latest2026-06-01 da7723a 1,409 BA view · diff
git:20260507.9f5be952026-05-07 9f5be95 1,442 BA view · diff
git:20260507.8dfdcb42026-05-07 8dfdcb4 1,437 BC view · diff
git:20260507.56f011d2026-05-07 56f011d 1,517 BA view · diff
git:20260325.a6b3a882026-03-25 a6b3a88 1,421 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 (1409 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

a5c-ai/babysitter · 1,896 stars · license MIT · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_z6f7jcxpto5uso6d
GET https://markdownregistry.com/api/v1/resolve?ref=a5c-ai/babysitter/debugging-patterns
GET https://markdownregistry.com/api/v1/blob/c8751c88ff320f6c5601ffe305c05447146814683853643c7ecc657e5dc64ec1

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.

More from a5c-ai/babysitter

assimilate-popular-workflows SKILL.md skill
a5c-ai/babysitter · .claude/skills/assimilate-popular-workflows/SKILL.md · This skill should be used when the user asks to "find skills in the wild", "assimilate popular workflows", "discover…
git:20260607.b14b456 · audit A · 1,896 stars
babysit-babysitter-issues SKILL.md skill
a5c-ai/babysitter · .claude/skills/babysit-babysitter-issues/SKILL.md · This skill should be used when the user asks to "babysit issues", "work on assigned issues", "check a5c-agent issues"…
git:20260405.b203853 · audit A · 1,896 stars
catalog-babysitter-users SKILL.md skill
a5c-ai/babysitter · .claude/skills/catalog-babysitter-users/SKILL.md · Discover public GitHub repositories that import defineTask from @a5c-ai/babysitter-sdk and maintain a deduplicated…
git:20260412.50978ad · audit A · 1,896 stars
fix-failing-pipelines SKILL.md skill
a5c-ai/babysitter · .claude/skills/fix-failing-pipelines/SKILL.md · This skill should be used when the user asks to "fix pipelines", "fix CI", "check staging pipelines", "fix failing…
git:20260405.8e12d42 · audit A · 1,896 stars
process-builder SKILL.md skill
a5c-ai/babysitter · .claude/skills/process-builder/SKILL.md · Scaffold new babysitter process definitions following SDK patterns, proper structure, and best practices. Guides the…
git:20260602.7530e23 · audit A · 1,896 stars
retrospect-external-babysitter-run SKILL.md skill
a5c-ai/babysitter · .claude/skills/retrospect-external-babysitter-run/SKILL.md · For a repository in the babysitter-users catalog, locate its babysitter processes and any committed runs…
git:20260412.82342d6 · audit A · 1,896 stars
babysit SKILL.md skill
a5c-ai/babysitter · .codex/skills/babysit/SKILL.md · Orchestrate via @babysitter. Use this skill when asked to babysit a run, orchestrate a process or whenever it is called…
git:20260528.95a7c5d · audit A · 1,896 stars
AGENTS.md AGENTS.md file
a5c-ai/babysitter · AGENTS.md
git:20260602.ef3cb8f · audit A · 1,896 stars
CLAUDE.md CLAUDE.md file
a5c-ai/babysitter · CLAUDE.md
git:20260602.ef3cb8f · audit A · 1,896 stars
agent-dispatch SKILL.md skill
a5c-ai/babysitter · library/methodologies/automaker/skills/agent-dispatch/SKILL.md
git:20260601.da7723a · audit C · 1,896 stars
code-review-gate SKILL.md skill
a5c-ai/babysitter · library/methodologies/automaker/skills/code-review-gate/SKILL.md
git:20260601.da7723a · audit C · 1,896 stars
feature-intake SKILL.md skill
a5c-ai/babysitter · library/methodologies/automaker/skills/feature-intake/SKILL.md
git:20260601.da7723a · audit C · 1,896 stars

Every file in a5c-ai/babysitter

Other files named debugging-patterns

debugging-patterns SKILL.md skill
synaptiai/synapti-marketplace · plugins/flow/skills/debugging-patterns/SKILL.md · Isolate root causes through structured evidence gathering, pattern analysis, hypothesis testing (max 3 at a time…
git:20260914.941bdfb · audit A · 7 stars

Browse by kind, by grade A, or by owner.