python-mlops SKILL.md skillA
python-mlops from fmind/dot is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fmind/dot/python-mlops@git:20261031.ad68ebdPins git:20261031.ad68ebd in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fmind/dot
- Path
skills/python-mlops/SKILL.md- Versions recorded
- 12
- Latest version
- git:20261031.ad68ebd, committed Oct 31, 2026
- First version recorded
- Sep 16, 2026
- Size
- 2,763 bytes
- Repository stars
- 13
- License
- MIT
Build Python ML pipelines: Polars, Pandera, scikit-learn, MLflow, monitoring, marimo.
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
# Python MLOps Develop machine learning workflows from exploration to evaluated delivery, grounded in the [four reviewed MLOps repositories](references/sources.md). ## Routing Read only the matching guide. For notebook authoring or reactivity, go directly to marimo; experiment tracking and model delivery are separate tasks. Preserve the project's libraries and notebook format. The reference package illustrates boundaries, not a mandatory architecture. For ML work, establish permitted compute and artifact destinations before running jobs. Training, tracking, registry writes, and promotion have different effects; inspect the selected task's dependencies before execution. ## Task guides <!-- guides:start --> - [experiments](references/experiments.md): Track reproducible MLflow experiments, data lineage, metrics, model signatures, and bounded artifacts. - [marimo](references/marimo.md): Create, debug, convert, and export reactive marimo Python notebooks and apps, including agent pairing. - [ml-jobs](references/ml-jobs.md): Turn notebook experiments into typed, configurable ML jobs; select the MLOps template or reference architecture. …
Read the whole file at its exact version.
How to install
mdr add fmind/dot/python-mlops@sha256:0d66f891d9142b38The line at the top of this page pins the label git:20261031.ad68ebd, 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_o7tik37mu4rzyo2m)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 12 versions of this file, between Sep 16, 2026 and Oct 31, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261031.ad68ebd latest | 2026-10-31 | ad68ebd | 2,763 B | A | view · diff |
| git:20261029.727fb3c | 2026-10-29 | 727fb3c | 2,763 B | A | view · diff |
| git:20261025.d073d3a | 2026-10-25 | d073d3a | 2,773 B | A | view · diff |
| git:20261024.692d8d2 | 2026-10-24 | 692d8d2 | 2,773 B | A | view · diff |
| git:20261021.01ebf0c | 2026-10-21 | 01ebf0c | 2,773 B | A | view · diff |
| git:20261009.5b2237c | 2026-10-09 | 5b2237c | 2,731 B | A | view · diff |
| git:20261007.fbd724a | 2026-10-07 | fbd724a | 2,731 B | A | view · diff |
| git:20261006.2c43c9d | 2026-10-06 | 2c43c9d | 2,811 B | A | view · diff |
| git:20261006.b937f95 | 2026-10-06 | b937f95 | 2,811 B | A | view · diff |
| git:20261005.e9af7a2 | 2026-10-05 | e9af7a2 | 2,644 B | A | view · diff |
| git:20261002.4d31436 | 2026-10-02 | 4d31436 | 2,687 B | A | view · diff |
| git:20260916.50d6810 | 2026-09-16 | 50d6810 | 2,687 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 (2763 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
fmind/dot · 13 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_o7tik37mu4rzyo2m GET https://markdownregistry.com/api/v1/resolve?ref=fmind/dot/python-mlops GET https://markdownregistry.com/api/v1/blob/0d66f891d9142b38aebd032268f1b5814bc07eeae4b75f408595e40fb7c594a9
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.