analysis-qa SKILL.md skillA

analysis-qa from vm0-ai/vm0-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add vm0-ai/vm0-skills/analysis-qa@git:20260709.c4cfc48

Pins git:20260709.c4cfc48 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
vm0-ai/vm0-skills
Path
analysis-qa/SKILL.md
Versions recorded
4
Latest version
git:20260709.c4cfc48, committed Jul 9, 2026
First version recorded
Mar 13, 2026
Size
10,078 bytes
Repository stars
81
License
none declared

Quality-check data analysis for joins, metrics, denominators, date ranges, leakage, and statistical pitfalls.

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

## Review Checklist

Work through every section below before presenting findings to stakeholders.

### Data Foundation

- [ ] **Correct sources**: Confirmed that the tables and datasets used are the appropriate ones for this question
- [ ] **Freshness**: Data recency is sufficient; the "data as of" date is noted
- [ ] **Coverage**: No unexpected time gaps or missing segments in the dataset
- [ ] **Null treatment**: Null rates in critical columns have been reviewed; nulls are excluded, filled, or explicitly flagged
- [ ] **Duplicate control**: Row counts confirm no double-counting from faulty joins or repeated source records
- [ ] **Filter accuracy**: Every WHERE clause and filter condition has been verified; nothing is accidentally excluded or included

### Computation Integrity

- [ ] **GROUP BY correctness**: All non-aggregated columns appear in GROUP BY; the aggregation grain matches the analytical question
- [ ] **Denominator validity**: Rates and percentages use the intended base population; division by zero is prevented
- [ ] **Temporal alignment**: Compared periods span equal durations; partial periods are either excluded or called out
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add vm0-ai/vm0-skills/analysis-qa@sha256:1d139e88bd0938d0

The line at the top of this page pins the label git:20260709.c4cfc48, 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_ftetlacko63rto3k.svg)](https://markdownregistry.com/a/art_ftetlacko63rto3k)

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

Versions

The registry has recorded 4 versions of this file, between Mar 13, 2026 and Jul 9, 2026, about one every 39 days.

versioncommittedcommitsizeaudit
git:20260709.c4cfc48 latest2026-07-09 c4cfc48 10,078 BA view · diff
git:20260417.8c5d7c12026-04-17 8c5d7c1 10,294 BA view · diff
git:20260417.b284b7a2026-04-17 b284b7a 10,550 BA view · diff
git:20260313.d7233e42026-03-13 d7233e4 10,434 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 (10078 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

vm0-ai/vm0-skills · 81 stars · license none declared · pushed 2026-11-02 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ftetlacko63rto3k
GET https://markdownregistry.com/api/v1/resolve?ref=vm0-ai/vm0-skills/analysis-qa
GET https://markdownregistry.com/api/v1/blob/1d139e88bd0938d091f4337b6736198e9e85ea686bcdb626f3018f3c35b950ef

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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