affaan-m/ecc · .kiro/skills/mle-workflow/SKILL.md

mle-workflow skillA

mle-workflow is agent-read markdown (skill) from affaan-m/ecc: 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..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add affaan-m/ecc/mle-workflow@git:20260607.4ad5756
Exact content
mdr add affaan-m/ecc/mle-workflow@sha256:80f288f44f0235d5

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_vkctzncxg7cbdtr7.svg)](https://markdownregistry.com/a/art_vkctzncxg7cbdtr7)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260607.4ad5756 latest2026-06-07 4ad5756 22,425 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (22425 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

GitHub

affaan-m/ecc · 261,002 stars · license MIT · pushed 2026-09-17 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_vkctzncxg7cbdtr7
GET https://markdownregistry.com/api/v1/resolve?ref=affaan-m/ecc/mle-workflow
GET https://markdownregistry.com/api/v1/blob/80f288f44f0235d57b2837f7ceee101e652458a5c98fbf671637370d0672b596

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.