statistics-verifier SKILL.md skillA

statistics-verifier from travisjneuman/.claude is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add travisjneuman/.claude/statistics-verifier@git:20260210.2fb1fb8

Pins git:20260210.2fb1fb8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
travisjneuman/.claude
Path
skills/statistics-verifier/SKILL.md
Versions recorded
1
Latest version
git:20260210.2fb1fb8, committed Feb 10, 2026
Size
15,763 bytes
Repository stars
105
License
MIT

Verify statistics from raw data with methodology checking, significance testing, claim validation, and bias detection. Use when fact-checking statistical claims, validating research findings, or auditing data analysis.

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

# Statistics Verifier

Structured frameworks for verifying statistical claims, validating research methodology, and detecting analytical errors and biases.

## Statistical Claim Verification Checklist

### Rapid Claim Assessment

```
CLAIM VERIFICATION PROTOCOL:

1. SOURCE CHECK
   - Who made the claim?
   - What is their expertise and incentive?
   - Where was it published (peer-reviewed, preprint, press release)?
   - Is the original data or study accessible?

2. METHODOLOGY CHECK
   - What type of study (RCT, observational, survey, meta-analysis)?
   - What was the sample size and population?
   - What was the measurement method?
   - Is the statistical test appropriate for the data type?

3. NUMBER SENSE CHECK
   - Does the claim pass a basic plausibility test?
   - Are units and denominators clearly stated?
   - Absolute vs relative numbers — which is being used?
   - Is the base rate provided for context?

4. REPLICATION CHECK
   - Have other studies found similar results?
   - Are the findings consistent across populations?
   - Has anyone attempted and failed to replicate?

5. CONCLUSION CHECK
   - Does the conclusion follow from the data?
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add travisjneuman/.claude/statistics-verifier@sha256:a0d380ea6f44318f

The line at the top of this page pins the label git:20260210.2fb1fb8, 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_uk644mdovp52qmjw.svg)](https://markdownregistry.com/a/art_uk644mdovp52qmjw)

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

Versions

The registry has recorded 1 version of this file, committed on Feb 10, 2026.

versioncommittedcommitsizeaudit
git:20260210.2fb1fb8 latest2026-02-10 2fb1fb8 15,763 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 (15763 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

travisjneuman/.claude · 105 stars · license MIT · pushed 2026-10-19 · branch master

API

GET https://markdownregistry.com/api/v1/artifacts/art_uk644mdovp52qmjw
GET https://markdownregistry.com/api/v1/resolve?ref=travisjneuman/.claude/statistics-verifier
GET https://markdownregistry.com/api/v1/blob/a0d380ea6f44318f100a2f570f26183f341cddf8c2e982ae86088338098943b8

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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