debug SKILL.md skillA
debug from borda/ai-rig is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add borda/ai-rig/debug@git:20261025.2163c79Pins git:20261025.2163c79 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- borda/ai-rig
- Path
plugins/cc_develop/skills/debug/SKILL.md- Versions recorded
- 21
- Latest version
- git:20261025.2163c79, committed Oct 25, 2026
- First version recorded
- Aug 7, 2026
- Size
- 44,765 bytes
- Repository stars
- 31
- License
- Apache-2.0
Investigation-first debugging — gather evidence, form confirmed root-cause hypothesis, hand off to fix mode with diagnosis file. TRIGGER when: user reports a symptom or failing test with Python traceback, or asks to investigate a runtime/CI failure with reproducible evidence; phrases: "debug this failure", "why is X broken", "find the root cause of <error>", "investigate this CI failure". SKIP when: pure config quality issues (use `/foundry:audit`); broad system-wide diagnosis without…
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
<objective> Investigation-first debugging. Gather evidence, trace data flow, form confirmed root-cause hypothesis, hand off to fix mode. NOT for: production incidents without any CI run ID or local traceback (use `/foundry:investigate` (requires foundry plugin) for triage); `.claude/` config issues (use `/foundry:audit` (requires foundry plugin)); non-Python projects (JS/TS/Go/Rust) — toolchain assumes pytest, use language-native toolchain instead. CI-only failures ARE supported — pass `--ci-run <run-id or URL>` for GitHub Actions logs as evidence source. **Issue ID routing note**: issue mode selected when `--issue` flag present, or argument (after other flags stripped) is a pure run of digits with optional `#` prefix (e.g. `123` or `#123`). No numeric threshold. Pass `--issue <N>` to force issue mode for any argument. </objective> <compaction> - Key boundary: after Steps 1+2 — evidence gathered and pattern analysis complete, before hypothesis gate (Step 3). - Preserve: debug mode, CI run ID if set, evidence signals (issue body, test path), tried-hypotheses ledger (candidate causes + verdicts — refuted/ruled-out/open), --keep items. …
Read the whole file at its exact version.
How to install
mdr add borda/ai-rig/debug@sha256:592d243973456144The line at the top of this page pins the label git:20261025.2163c79, 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_vqwpcigexq7thrmf)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 21 versions of this file, between Aug 7, 2026 and Oct 25, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261025.2163c79 latest | 2026-10-25 | 2163c79 | 44,765 B | A | view · diff |
| git:20261023.0d5e714 | 2026-10-23 | 0d5e714 | 44,765 B | A | view · diff |
| git:20261021.7b6ff28 | 2026-10-21 | 7b6ff28 | 43,960 B | A | view · diff |
| git:20261012.8e6b67e | 2026-10-12 | 8e6b67e | 44,422 B | A | view · diff |
| git:20261009.253fdb3 | 2026-10-09 | 253fdb3 | 43,977 B | A | view · diff |
| git:20261005.6367f83 | 2026-10-05 | 6367f83 | 42,502 B | A | view · diff |
| git:20261002.e974f38 | 2026-10-02 | e974f38 | 42,493 B | A | view · diff |
| git:20261002.381549d | 2026-10-02 | 381549d | 42,480 B | A | view · diff |
| git:20260930.5b12456 | 2026-09-30 | 5b12456 | 40,345 B | A | view · diff |
| git:20260930.470cd2e | 2026-09-30 | 470cd2e | 40,302 B | A | view · diff |
| git:20260929.98a9e77 | 2026-09-29 | 98a9e77 | 40,130 B | A | view · diff |
| git:20260928.383bceb | 2026-09-28 | 383bceb | 39,846 B | A | view · diff |
| git:20260923.39e3a48 | 2026-09-23 | 39e3a48 | 38,918 B | A | view · diff |
| git:20260918.3e1a63d | 2026-09-18 | 3e1a63d | 37,456 B | A | view · diff |
| git:20260912.65e8e29 | 2026-09-12 | 65e8e29 | 37,645 B | A | view · diff |
| git:20260911.182df57 | 2026-09-11 | 182df57 | 37,497 B | A | view · diff |
| git:20260822.a5f4fd6 | 2026-08-22 | a5f4fd6 | 37,663 B | A | view · diff |
| git:20260821.d979319 | 2026-08-21 | d979319 | 37,068 B | A | view · diff |
| git:20260814.b9c6b5a | 2026-08-14 | b9c6b5a | 37,065 B | A | view · diff |
| git:20260808.1b905ff | 2026-08-08 | 1b905ff | 36,927 B | A | view · diff |
| git:20260807.e4d3730 | 2026-08-07 | e4d3730 | 37,693 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 (44765 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
borda/ai-rig · 31 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vqwpcigexq7thrmf GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/debug GET https://markdownregistry.com/api/v1/blob/592d2439734561448b9a4d26160327c511a649a9f2a862f6e97f9c715acc2b54
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.