ai-ml SKILL.md skillA

ai-ml from fabiandistler/agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add fabiandistler/agents/ai-ml@git:20261022.e7a86a8

Pins git:20261022.e7a86a8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
fabiandistler/agents
Path
skills/ai-ml/SKILL.md
Versions recorded
5
Latest version
git:20261022.e7a86a8, committed Oct 22, 2026
First version recorded
Sep 28, 2026
Size
2,837 bytes
Repository stars
2
License
none declared

Routes work on trained-model systems to the right sub-skill: LLM apps (prompting, RAG/retrieval, agents and tool use, evals and LLM judges, guardrails, fine-tuning) or classical ML projects (framing, baselines, model choice, missing data, deployment, retraining).

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

# AI & ML

This is a **router**. The ai-ml category ships several deep sub-skills; this
entry keeps one broad trigger on the surface and hands off to the specific one.
Do not answer an AI or ML engineering question from this file alone.

## When to use

The trigger situations live in this file's frontmatter (`description`, `when_to_use`) — match the request there, then follow How to use below.

## How to use

1. Match the request to a row in the table below.
2. **Read that sub-skill's `SKILL.md` before acting.** Open the file at the
   path in the last column (relative to this router's directory) with your
   file-reading tool. If your agent also lists them as skills, still route
   through this table. The file carries the real
   workflow, references, and scripts — this router only points the way.
3. If two rows seem to apply, read both; if none fit, use your general knowledge
   and say the catalogue had no dedicated sub-skill.

The sub-skills are nested under this router's `members/` directory, so they load
only when routed to (progressive disclosure) rather than each competing for the
model's trigger surface.

<!-- BEGIN generated:members -->
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add fabiandistler/agents/ai-ml@sha256:29b8654528c2de15

The line at the top of this page pins the label git:20261022.e7a86a8, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_hu47nez43ju3rtmd.svg)](https://markdownregistry.com/a/art_hu47nez43ju3rtmd)

0 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Sep 28, 2026 and Oct 22, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20261022.e7a86a8 latest2026-10-22 e7a86a8 2,837 BA view · diff
git:20261021.b7e353b2026-10-21 b7e353b 2,899 BA view · diff
git:20261021.cb6fbe42026-10-21 cb6fbe4 2,815 BA view · diff
git:20260928.1b16f522026-09-28 1b16f52 2,870 BA view · diff
git:20260928.934f0e32026-09-28 934f0e3 2,467 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (2837 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

fabiandistler/agents · 2 stars · license none declared · pushed 2026-11-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_hu47nez43ju3rtmd
GET https://markdownregistry.com/api/v1/resolve?ref=fabiandistler/agents/ai-ml
GET https://markdownregistry.com/api/v1/blob/29b8654528c2de15fd750d54027711f4b47cd6aa34ef63deba9792541e174b20

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.

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Every file in fabiandistler/agents

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