method-ml-track SKILL.md skillA
method-ml-track from sajor2000/methodsmith is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add sajor2000/methodsmith/method-ml-track@git:20261018.ea7134cPins git:20261018.ea7134c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- sajor2000/methodsmith
- Path
plugins/methodsmith/skills/method-ml-track/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261018.ea7134c, committed Oct 18, 2026
- First version recorded
- Oct 16, 2026
- Size
- 9,769 bytes
- Repository stars
- 3
- License
- MIT
Adds reproducible ML experiment tracking (data hashes, splits, metrics, SAP links) with MLflow, W&B, DVC, or an offline log. Use when building or reviewing ML experiments.
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
# ML Experiment Tracking Setup ## Skill Value - **Problem it solves:** ML analyses lose reproducibility when splits, seeds, metrics, and artifacts are not tracked consistently. - **Use when:** The user builds or reviews ML experiments, prediction models, validation runs, or tracking setup. - **Output:** Experiment tracking plan or scaffold with run metadata, metrics, artifacts, and reproducibility checks. - **Ask only if:** Only when tracking backend, task type, or required metrics cannot be inferred. - **Do not do:** Do not make a tracking service mandatory when local artifacts are sufficient. - **Interaction:** Check repo/config/chat evidence first. Ask one decision-changing question at a time; use the current harness's blocking question UI when available, otherwise present numbered choices and wait. Most ML papers in biomedicine are unreproducible because runs are not tracked. By the time the analyst writes the manuscript, "the version that got 0.89 AUC" is on no disk, with no record of hyperparameters or training-data hash. This skill wires tracking from day 1. ## When this skill activates - New ML project (immediately after `method-cohort` and before model training) …
Read the whole file at its exact version.
How to install
mdr add sajor2000/methodsmith/method-ml-track@sha256:243c55fa7b0ad717The line at the top of this page pins the label git:20261018.ea7134c, 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_zumjeg7nf3vdm6bx)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Oct 16, 2026 and Oct 18, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261018.ea7134c latest | 2026-10-18 | ea7134c | 9,769 B | A | view · diff |
| git:20261017.73cbef7 | 2026-10-17 | 73cbef7 | 10,147 B | A | view · diff |
| git:20261016.73e5a37 | 2026-10-16 | 73e5a37 | 6,793 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 (9769 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
sajor2000/methodsmith · 3 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zumjeg7nf3vdm6bx GET https://markdownregistry.com/api/v1/resolve?ref=sajor2000/methodsmith/method-ml-track GET https://markdownregistry.com/api/v1/blob/243c55fa7b0ad71793e3d05aee38aee9647f27e41d98eebb34d80ecc1756033f
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.