mle-workflow SKILL.md skillA
mle-workflow from affaan-m/ecc is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add affaan-m/ecc/mle-workflow@git:20260918.c752aacPins git:20260918.c752aac in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- affaan-m/ecc
- Path
.agents/skills/mle-workflow/SKILL.md- Versions recorded
- 3
- Latest version
- git:20260918.c752aac, committed Sep 18, 2026
- First version recorded
- May 11, 2026
- Size
- 22,477 bytes
- Repository stars
- 299,696
- License
- MIT
Production machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback. Use when building, reviewing, or hardening ML systems beyond one-off notebooks.
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
# Machine Learning Engineering Workflow Use this skill to turn model work into a production ML system with clear data contracts, repeatable training, measurable quality gates, deployable artifacts, and operational monitoring. ## When to Activate - Planning or reviewing a production ML feature, model refresh, ranking system, recommender, classifier, embedding workflow, or forecasting pipeline - Converting notebook code into a reusable training, evaluation, batch inference, or online inference pipeline - Designing model promotion criteria, offline/online evals, experiment tracking, or rollback paths - Debugging failures caused by data drift, label leakage, stale features, artifact mismatch, or inconsistent training and serving logic - Adding model monitoring, canary rollout, shadow traffic, or post-deploy quality checks ## Scope Calibration Use only the lanes that fit the system in front of you. This skill is useful for ranking, search, recommendations, classifiers, forecasting, embeddings, LLM workflows, anomaly detection, and batch analytics, but it should not force one architecture onto all of them. …
Read the whole file at its exact version.
How to install
mdr add affaan-m/ecc/mle-workflow@sha256:9366d2b47d58e6bdThe line at the top of this page pins the label git:20260918.c752aac, 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_igbchdmjwi6b2bgk)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between May 11, 2026 and Sep 18, 2026, about one every 65 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260918.c752aac latest | 2026-09-18 | c752aac | 22,477 B | A | view · diff |
| git:20260511.ab6e998 | 2026-05-11 | ab6e998 | 22,464 B | A | view · diff |
| git:20260511.240d52d | 2026-05-11 | 240d52d | 22,204 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 (22477 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
affaan-m/ecc · 299,696 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_igbchdmjwi6b2bgk GET https://markdownregistry.com/api/v1/resolve?ref=affaan-m/ecc/mle-workflow GET https://markdownregistry.com/api/v1/blob/9366d2b47d58e6bd1b9426d40a36c88efd1ba93919623b5002185cc80be87ecb
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.