Home / notque / vexjoy-agent · skills/process/debugging/SKILL.md · GitHub

debugging skillA

debugging is agent-read markdown (skill) from notque/vexjoy-agent: Debugging: guided diagnosis of application bugs, and post-mortem of failed agent sessions..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Debugging Skill

Two modes. Pick one based on the request:

| Signal | Mode |
|---|---|
| Guide me, teach debugging, ask me questions, coaching | **Socratic** |
| What went wrong, post-mortem, stuck loop, session crashed | **Forensics** |

---

## Mode 1: Socratic Debugging

Guide the user to discover root causes through structured inquiry. Never give
the answer -- the user must arrive at it. Read relevant code with Read/Grep/Glob
before formulating questions; code knowledge makes questions precise.

### Question Progression

Follow these 9 phases in order. Each builds evidence for the next.

| Phase | Purpose | Example |
|-------|---------|---------|
| 1. Symptoms | Gap between expected and actual | "What did you expect?" / "What happened instead?" |
| 2. Reproducibility | Deterministic or intermittent | "Can you reproduce this consistently?" |
| 3. Prior Attempts | Avoid retreading | "What have you already tried?" |
| 4. Minimal Case | Reduce search space | "What is the smallest failing input?" |
| 5. Error Analysis | Extract signal from output | "Which part of the error message is most informative?" |
…

Read the whole file at its exact version.

How to install

Latest version
mdr add notque/vexjoy-agent/debugging@git:20260919.28d30f9
Exact content
mdr add notque/vexjoy-agent/debugging@sha256:68c88799ddf6b265

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_nr2ftogky42ycw3g.svg)](https://markdownregistry.com/a/art_nr2ftogky42ycw3g)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260919.28d30f9 latest2026-09-19 28d30f9 7,695 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (7695 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

notque/vexjoy-agent · 424 stars · license MIT · pushed 2026-09-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_nr2ftogky42ycw3g
GET https://markdownregistry.com/api/v1/resolve?ref=notque/vexjoy-agent/debugging
GET https://markdownregistry.com/api/v1/blob/68c88799ddf6b26561cace09f03651d56c40bc01adc9ce70c532c4ee27e7d509

Your agent 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.

More from notque/vexjoy-agent

CLAUDE.md claude
notque/vexjoy-agent · CLAUDE.md
git:20260921.59e30cc · audit A · 424 stars
assessment skill
notque/vexjoy-agent · skills/analysis/assessment/SKILL.md · Assessment: read-only inspection, codebase overview, value analysis, health checks, ADR consultation, decision…
git:20260919.28d30f9 · audit A · 424 stars
data skill
notque/vexjoy-agent · skills/analysis/data/SKILL.md · Data analysis and reference enrichment.
git:20260919.28d30f9 · audit A · 424 stars
business-ops skill
notque/vexjoy-agent · skills/business/business-ops/SKILL.md · Business operations: strategy, technology, growth, competitive intelligence, support, finance, HR, legal, operations…
git:20260919.28d30f9 · audit A · 424 stars
code-quality skill
notque/vexjoy-agent · skills/code-quality/code-quality/SKILL.md · Code quality: cleanup, linting, formatting, quality gates.
git:20260919.28d30f9 · audit A · 424 stars
comment-quality skill
notque/vexjoy-agent · skills/code-quality/comment-quality/SKILL.md · Review and fix temporal references in code comments.
git:20260919.28d30f9 · audit A · 424 stars
condense skill
notque/vexjoy-agent · skills/code-quality/condense/SKILL.md · Maximize information density: preserve all instructions, remove prose filler.
git:20260919.28d30f9 · audit A · 424 stars
joy-check skill
notque/vexjoy-agent · skills/code-quality/joy-check/SKILL.md · Validate content framing on joy-grievance spectrum.
git:20260920.c4063a3 · audit A · 424 stars
content-engine skill
notque/vexjoy-agent · skills/content/content-engine/SKILL.md · Repurpose source assets into platform-native social content.
git:20260919.28d30f9 · audit A · 424 stars
content skill
notque/vexjoy-agent · skills/content/content/SKILL.md · Content operations: editorial calendar, marketing, publishing, social media management.
git:20260919.28d30f9 · audit A · 424 stars
headlines skill
notque/vexjoy-agent · skills/content/headlines/SKILL.md · Generate headlines, titles, and subject lines: charge, volume, tighten.
git:20260919.28d30f9 · audit A · 424 stars
image-gen skill
notque/vexjoy-agent · skills/content/image-gen/SKILL.md · AI image generation: Gemini and Nano Banana backends; single/series/batch workflows with prompt-to-disk.
git:20260919.28d30f9 · audit A · 424 stars

Every file in notque/vexjoy-agent

Other files named debugging

debugging skill
code-yeongyu/oh-my-openagent · packages/shared-skills/skills/debugging/SKILL.md · Runs a hypothesis-driven debugging loop across any language or binary, escalating to orthogonal oracle angles and…
git:20260923.327afa4 · audit A · 69,349 stars
debugging skill
romiluz13/cc10x · plugins/cc10x/skills/debugging/SKILL.md · Debugging discipline: feedback loop FIRST, root cause before fix, blast radius after fix. Covers the 10-rung…
git:20260910.86c7f84 · audit A · 164 stars
debugging skill
insajin/autopus-adk · .omp/skills/debugging/SKILL.md · 체계적 디버깅 및 버그 수정 스킬
git:20260826.34a9b20 · audit A · 111 stars
debugging skill
akillness/jeo-skills · .agent-skills/debugging/SKILL.md · Run a reproduce → isolate → verify debugging workflow for concrete bugs, regressions, flaky failures, and…
v2.1 · audit A · 47 stars
debugging skill
iliaal/ai-skills · skills/debugging/SKILL.md · Systematic root-cause debugging with verification. Use for errors, stack traces, broken tests, flaky tests…
git:20260908.6c9fed1 · audit A · 42 stars
debugging skill
iliaal/whetstone · distillery/generated-skills/debugging/SKILL.md · Systematic root-cause debugging: reproduce, investigate, hypothesize, fix with verification. Use when asked to "debug…
git:20260227.215f429 · audit A · 34 stars
debugging skill
tamnguyendinh/anvien · internal/aicontext/skills/debugging/SKILL.md · Use when the user asks to debug.
v2.0.0 · audit A · 10 stars
debugging skill
calebnewtonusc/chewbacca · skills/debugging/SKILL.md · Find the root cause of a bug instead of guessing at it. Use when the user reports something broken, pastes an error or…
git:20260921.84800ca · audit A · 8 stars

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