debugging SKILL.md skillA
debugging from akillness/jeo-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add akillness/jeo-skills/debugging@v2.1Pins v2.1 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- akillness/jeo-skills
- Path
.agent-skills/debugging/SKILL.md- Versions recorded
- 6
- Latest version
- v2.1, committed Sep 20, 2026
- First version recorded
- Apr 17, 2026
- Size
- 10,271 bytes
- Repository stars
- 52
- License
- none declared
Run a reproduce → isolate → verify debugging workflow for concrete bugs, regressions, flaky failures, and environment-specific behavior. Use when the user already has a failing command, test, request, UI flow, or narrowed symptom and needs root-cause diagnosis or fix verification rather than raw log-line selection, broad test-policy design, PR review, or generic performance tuning.
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 Use this skill when the job is to **turn a concrete failure into a bounded diagnosis loop**. The center of the skill is small and repeatable: 1. define the failing behavior in testable terms, 2. build or confirm the cheapest reliable reproducer, 3. isolate the narrowest failing boundary, 4. run one discriminating check per hypothesis, 5. verify the fix under the same conditions. Read [references/handoff-boundaries.md](references/handoff-boundaries.md) before taking work that may belong to `log-analysis`, `testing-strategies`, `code-review`, or `performance-optimization`. Read [references/debug-loop.md](references/debug-loop.md) for the full experiment-loop scaffolding. Read [references/mode-selection-and-fast-checks.md](references/mode-selection-and-fast-checks.md) when the case is clearly a regression, flake, env/config mismatch, or artifact-led investigation. ## When to use this skill - A command, test, request, or UI flow fails and the user needs a root-cause workflow - A bug is reproducible or close to reproducible and needs narrowing before patching - A regression has a likely change window or last-known-good state …
Read the whole file at its exact version.
How to install
mdr add akillness/jeo-skills/debugging@sha256:8bfd5e4974a10fe2The line at the top of this page pins the label v2.1, 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_3jqz7fawuxdzjtfu)
7 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Apr 17, 2026 and Sep 20, 2026, about one every 31 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v2.1 latest | 2026-09-20 | 2a2b733 | 10,271 B | A | view · diff |
| v2.1 | 2026-07-27 | 056e3f8 | 10,196 B | A | view · diff |
| v2.1 | 2026-06-26 | 48fd3af | 9,817 B | A | view · diff |
| v2.1 | 2026-06-26 | 4f9b684 | 9,814 B | A | view · diff |
| v2.1 | 2026-06-16 | ceeea9d | 10,542 B | A | view · diff |
| v2.1 | 2026-04-17 | 5574d7a | 10,544 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 (10271 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
akillness/jeo-skills · 52 stars · license none declared · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3jqz7fawuxdzjtfu GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/debugging GET https://markdownregistry.com/api/v1/blob/8bfd5e4974a10fe2650877180edbb2e2fa1a691334fad8a194cbb280d6ba568f
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 akillness/jeo-skills
Every file in akillness/jeo-skills