eval SKILL.md skillA

eval from ai-analyst-lab/ai-analyst is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ai-analyst-lab/ai-analyst/eval@git:20260925.9576b2b

Pins git:20260925.9576b2b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ai-analyst-lab/ai-analyst
Path
.claude/skills/eval/SKILL.md
Versions recorded
9
Latest version
git:20260925.9576b2b, committed Sep 25, 2026
First version recorded
Aug 28, 2026
Size
9,644 bytes
Repository stars
322
License
MIT

Evaluate a named AI Analyst configuration across a frozen suite. Use when the user asks to run an eval suite, compare a change, inspect system accuracy, or run working or heldout capability and regression cases.

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

# Evaluate the system

## Before running

Name the exact system under test. Record its model, instructions, skills, agents, helpers, knowledge, workflow, tools, connector configuration, and data snapshot.

Use one of these modes honestly:

- Working mode supports iteration. Its references may be visible to the evaluator, but never to the child trial before its output is locked.
- Course heldout mode sends locked outputs to the course-controlled grader. The expected results do not live in the student clone.
- A local visible answer file is development material. Do not call it a secret heldout evaluation.

## Run

1. For a complete-analysis case, load the question-only case from `evals/cases/public/`. Focused component and calculation suites live under `evals/focused/public/`.
2. Select the exposure, purpose, named cases, and any slice before the run starts. Exposure is `working` or `heldout`. Purpose is `capability` or `regression`. Do not treat these as one dimension.
3. Use `helpers.evals.controller.EvaluationController` to launch and record the trials.
4. Give each trial only its public task, permitted system files, permitted data, and permitted tools.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ai-analyst-lab/ai-analyst/eval@sha256:3696e3567bb898cd

The line at the top of this page pins the label git:20260925.9576b2b, 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_orbnwby5ctcggjka.svg)](https://markdownregistry.com/a/art_orbnwby5ctcggjka)

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

Versions

The registry has recorded 9 versions of this file, between Aug 28, 2026 and Sep 25, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20260925.9576b2b latest2026-09-25 9576b2b 9,644 BA view · diff
git:20260922.fb664722026-09-22 fb66472 5,897 BA view · diff
git:20260922.4ff21c32026-09-22 4ff21c3 5,629 BA view · diff
git:20260920.18d26752026-09-20 18d2675 3,583 BA view · diff
git:20260918.53c618f2026-09-18 53c618f 2,693 BA view · diff
git:20260910.c4b91ef2026-09-10 c4b91ef 2,462 BA view · diff
git:20260902.b370de62026-09-02 b370de6 9,116 BA view · diff
git:20260828.5cc61992026-08-28 5cc6199 9,140 BA view · diff
git:20260828.99f30972026-08-28 99f3097 9,188 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 (9644 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

ai-analyst-lab/ai-analyst · 322 stars · license MIT · pushed 2026-09-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_orbnwby5ctcggjka
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/eval
GET https://markdownregistry.com/api/v1/blob/3696e3567bb898cd9e0d2825b83dafaf7e3fca4a853b6fd01d2c3c52d6704b24

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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