matlab-evaluate-tutor-quality SKILL.md skillA

matlab-evaluate-tutor-quality from matlab/agent-skills-playground is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add matlab/agent-skills-playground/matlab-evaluate-tutor-quality@v1.0

Pins v1.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
matlab/agent-skills-playground
Path
demos/ai-tutoring/skills/matlab-evaluate-tutor-quality/SKILL.md
Versions recorded
2
Latest version
v1.0, committed Sep 10, 2026
First version recorded
Aug 12, 2026
Size
5,663 bytes
Repository stars
198
License
a license file GitHub does not identify

Use when reviewing, auditing, scoring, or improving a real or synthetic MATLAB AI tutor transcript, tutoring prompt, generated lesson, exercise, feedback sequence, or skill behavior for MATLAB accuracy, active learning, assignment guardrails, feedback quality, debugging support, transfer prompts, and instructor-facing quality recommendations.

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

# MATLAB AI Tutor Evaluation

## Purpose

Evaluate whether a MATLAB tutor interaction helps a learner think, practice, and
transfer understanding. Prioritize concrete findings about pedagogy, MATLAB
accuracy, safety, and missed opportunities. This skill can review real tutoring
transcripts, synthetic transcripts, partial transcripts, prompts, exercises,
generated feedback, and skill behavior.

For instructors, this skill is a quality-control tool. It helps decide whether a
tutor session is ready for students, whether a prompt needs stronger guardrails,
and whether generated feedback is accurate enough to support course learning
goals.

Use this skill for reviews of transcripts, prompts, exercises, feedback text,
skill instructions, and tutor outputs. Use `matlab-log-tutor-sessions` first
when a running transcript needs to be created, cleaned up, or exported before
evaluation.

## Repeatable Review Workflow

1. Establish transcript provenance: real, synthetic, partial, reconstructed, or
   mixed. State any limits this creates for the review.
2. Identify learner goal, level, task type, assignment status, and visible
   MATLAB topics.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add matlab/agent-skills-playground/matlab-evaluate-tutor-quality@sha256:bccf6e0652c7418d

The line at the top of this page pins the label v1.0, 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_rki24t7p6k5x5afd.svg)](https://markdownregistry.com/a/art_rki24t7p6k5x5afd)

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

Versions

The registry has recorded 2 versions of this file, between Aug 12, 2026 and Sep 10, 2026, about one every 29 days.

versioncommittedcommitsizeaudit
v1.0 latest2026-09-10 051eea2 5,663 BA view · diff
v1.02026-08-12 a41fae6 5,628 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 (5663 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

matlab/agent-skills-playground · 198 stars · license a license file GitHub does not identify · pushed 2026-10-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rki24t7p6k5x5afd
GET https://markdownregistry.com/api/v1/resolve?ref=matlab/agent-skills-playground/matlab-evaluate-tutor-quality
GET https://markdownregistry.com/api/v1/blob/bccf6e0652c7418d7f65d0f825abf5128fc30c5fbf53048bc6bebfc2dfcbe352

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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