deep-debugging SKILL.md skillA
deep-debugging from nguyenthienthanh/aura-frog is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nguyenthienthanh/aura-frog/deep-debugging@git:20260515.6be9f59Pins git:20260515.6be9f59 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nguyenthienthanh/aura-frog
- Path
aura-frog/skills/deep-debugging/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260515.6be9f59, committed May 15, 2026
- First version recorded
- Apr 21, 2026
- Size
- 5,985 bytes
- Repository stars
- 25
- License
- MIT
Systematic debugging protocol for bugs that resist quick fixes. Use bisection, hypothesis trees, and scientific method when a bug isn't obvious from the stack trace. Goes beyond bugfix-quick for production-grade root cause analysis.
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
> **AI-consumed reference.** Optimized for Claude to read during execution. > Human-readable explanation: see [docs/architecture/HIERARCHICAL_PLANNING.md](../../../docs/architecture/HIERARCHICAL_PLANNING.md) > or [docs/getting-started/](../../../docs/getting-started/) depending on topic. # Deep Debugging For bugs where `bugfix-quick` fails. Apply scientific method, not vibes. **Escalation path:** `bugfix-quick` (< 15 min, clear cause) → `deep-debugging` (scientific method) **Uses:** `tree-of-thoughts` skill for hypothesis trees, `chain-of-verification` for claim validation --- ## When to Use vs. bugfix-quick | Signal | Use | |--------|-----| | Stack trace points to clear line | bugfix-quick | | Reproduces 100% of the time | bugfix-quick | | Happens in known edge case | bugfix-quick | | Intermittent / flaky | **deep-debugging** | | Multiple plausible causes | **deep-debugging** | | "Works on my machine" class | **deep-debugging** | | Timing / race conditions | **deep-debugging** | | Production-only, can't repro locally | **deep-debugging** | --- ## The Protocol ### Step 1 — Reproduce reliably Cannot debug what you can't reproduce. Goals: …
Read the whole file at its exact version.
How to install
mdr add nguyenthienthanh/aura-frog/deep-debugging@sha256:54e578d3a1506dd8The line at the top of this page pins the label git:20260515.6be9f59, 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.
[](https://markdownregistry.com/a/art_24ia5m4whozawnut)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Apr 21, 2026 and May 15, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260515.6be9f59 latest | 2026-05-15 | 6be9f59 | 5,985 B | A | view · diff |
| git:20260428.3e00277 | 2026-04-28 | 3e00277 | 5,694 B | A | view · diff |
| git:20260428.bdee323 | 2026-04-28 | bdee323 | 5,672 B | A | view · diff |
| git:20260421.8f62455 | 2026-04-21 | 8f62455 | 5,520 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5985 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
nguyenthienthanh/aura-frog · 25 stars · license MIT · pushed 2026-10-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_24ia5m4whozawnut GET https://markdownregistry.com/api/v1/resolve?ref=nguyenthienthanh/aura-frog/deep-debugging GET https://markdownregistry.com/api/v1/blob/54e578d3a1506dd855041afbba4c89a65ba860ab8bd122822823d69a956e0ffd
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.