debug SKILL.md skillA

debug from langerrr/zforge is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add langerrr/zforge/debug@git:20260825.e6f8d51

Pins git:20260825.e6f8d51 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
langerrr/zforge
Path
codex/skills/debug/SKILL.md
Versions recorded
1
Latest version
git:20260825.e6f8d51, committed Aug 25, 2026
Size
2,546 bytes
Repository stars
12
License
MIT

Route a concrete reproducible failure through the installed debugging skills; not for open-ended exploration.

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

# Debugging Router

A concrete failure — a broken test, a reproducible bug, a failing deploy. This skill owns no debugging opinion of its own; it names which methodology applies and in what order, because the failure mode is applying one of them and skipping the rest.

Not for open-ended exploration ("this feels wrong"). That is `$compound-engineering:ce-ideate` territory.

## Sequence

**1. `$superpowers:systematic-debugging` — start here when installed.**
Investigation discipline comes before any fix, including when the cause seems obvious. When Superpowers is unavailable, use the host's equivalent systematic-debugging workflow; do not skip the investigation step.

**2. `$compound-engineering:ce-debug` — add when installed.**
Its hypothesis-and-prediction gate goes *before* any code change: state what you believe is wrong and what you expect to see if you are right, then check. Without Compound Engineering, apply that same hypothesis-and-prediction gate directly. A fix applied without a failed prediction is a guess that happened to be typed confidently.

**3. `$zforge:async-reasoning` — add when the failure involves timing.**
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add langerrr/zforge/debug@sha256:86544ea34bdaadcb

The line at the top of this page pins the label git:20260825.e6f8d51, 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_zuuzz4nw76wyyqd5.svg)](https://markdownregistry.com/a/art_zuuzz4nw76wyyqd5)

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

Versions

The registry has recorded 1 version of this file, committed on Aug 25, 2026.

versioncommittedcommitsizeaudit
git:20260825.e6f8d51 latest2026-08-25 e6f8d51 2,546 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 (2546 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

langerrr/zforge · 12 stars · license MIT · pushed 2026-09-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_zuuzz4nw76wyyqd5
GET https://markdownregistry.com/api/v1/resolve?ref=langerrr/zforge/debug
GET https://markdownregistry.com/api/v1/blob/86544ea34bdaadcbe6fabb9e38889302cbacd6079b636b84cee225b9e1087838

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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Every file in langerrr/zforge

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