audit SKILL.md skillA
audit from emaballarin/ccplugins is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add emaballarin/ccplugins/audit@git:20261003.6ee5419Pins git:20261003.6ee5419 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- emaballarin/ccplugins
- Path
plugins/tuneml/skills/audit/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261003.6ee5419, committed Oct 3, 2026
- First version recorded
- Jul 30, 2026
- Size
- 6,369 bytes
- Repository stars
- 4
- License
- MIT
Read a training/evaluation pipeline and emit ranked, evidence-graded, priced findings across the algorithmic (A), systems (B), protocol (C) and architecture (D) tiers. Use for `/tml:audit`, "why is my training slow", "how do I speed this up without losing accuracy", "review my training loop", "what am I leaving on the table", "is my pipeline input-bound", "is my eval setup sound", or before committing to a round of optimisation. Modality-agnostic — vision, text, audio, tabular, graph…
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
# /tml:audit — what is this pipeline leaving on the table
Produce a short, ranked, **graded** list of what could be improved, what each item
would cost to take, and what it would silently break. Auditing changes nothing and
decides nothing — `/tml:plan` decides.
## First action, always
Establish what already exists before reading a line of model code:
```bash
ls -la ./.tml/ 2>/dev/null; git -C . log --oneline -3 2>/dev/null
```
If `findings.md` is already there, read it, say when it was written, and audit as
a **delta** — re-confirming what changed, not re-deriving what did not. An audit
that silently re-proposes what was already rejected is noise.
## Hard rules
1. **Read-first.** Never edit project code. The only path written is
`./.tml/findings.md`, and only after the findings have been shown. No global
or shared state is touched.
2. **Every finding carries a grade.** From the ladder in
`${CLAUDE_PLUGIN_ROOT}/references/evidence-grades.md` §1. An ungraded claim is not emitted;
`folklore` is a respectable answer.
3. **Every finding is priced in time-to-target**, decomposed into
`steps-to-target × time-per-step`, and states whether it moves the other
…Read the whole file at its exact version.
How to install
mdr add emaballarin/ccplugins/audit@sha256:2224f67c3f780430The line at the top of this page pins the label git:20261003.6ee5419, 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_4nam7ug4lli2dfos)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Jul 30, 2026 and Oct 3, 2026, about one every 65 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261003.6ee5419 latest | 2026-10-03 | 6ee5419 | 6,369 B | A | view · diff |
| git:20260730.b9ce901 | 2026-07-30 | b9ce901 | 6,083 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 (6369 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
emaballarin/ccplugins · 4 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_4nam7ug4lli2dfos GET https://markdownregistry.com/api/v1/resolve?ref=emaballarin/ccplugins/audit GET https://markdownregistry.com/api/v1/blob/2224f67c3f7804304d148cd6663e16e5eb85774d94286d38d2c378d2b798c4f2
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 emaballarin/ccplugins
Every file in emaballarin/ccplugins