Home / ai-analyst-lab / ai-analyst · .claude/skills/stress-test/SKILL.md · GitHub

stress-test skillA

stress-test is agent-read markdown (skill) from ai-analyst-lab/ai-analyst: Pressure-test any analysis plan or investigation design for methodological flaws before execution — wrong baselines, survivorship bias, missing segments, uncontrolled confounds, absent kill criteria. Use on `/stress-test`, "review / gut-check / stress test my analysis plan", or before committing significant time to a plan from any source. Produces a 7-point PASS/WARNING/FAIL diagnostic with an A-F grade..

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What the file says

# Skill: Stress Test

**Type:** Standalone — reviews any analysis plan for methodological flaws

---

## Purpose

Takes an analysis plan, investigation design, or analytical approach and pressure-tests it for hidden flaws — wrong baselines, survivorship bias, missing segments, uncontrolled confounds, and absent kill criteria. Acts as a "senior data scientist code review" for your analytical thinking.

This skill is **standalone** — it works on any analysis plan, whether produced by `/analysis-design`, written by the user, or pulled from an existing document.

---

## When to Use

- Before committing a week to executing an analysis plan
- Before presenting an analysis design to stakeholders
- When you've written an analysis brief and want a gut-check
- When reviewing someone else's analytical approach
- After an analysis came back with unexpected results (was the design flawed?)

---

## Inputs

| Input | Required | Source | Description |
|-------|----------|--------|-------------|
| `{{PLAN}}` | Yes | User or file path | The analysis plan to review. Can be a file path, pasted text, or a description of the approach |
…

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How to install

Latest version
mdr add ai-analyst-lab/ai-analyst/stress-test@git:20260902.b370de6
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mdr add ai-analyst-lab/ai-analyst/stress-test@sha256:fcc19ac4e1ba8e61

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git:20260902.b370de6 latest2026-09-02 b370de6 11,881 BA view · diff
git:20260827.7ff2e252026-08-27 7ff2e25 13,415 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (11881 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 · 302 stars · license MIT · pushed 2026-09-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_k3wl6hfaxdrtlqbn
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/stress-test
GET https://markdownregistry.com/api/v1/blob/fcc19ac4e1ba8e61743b780d2e896e7db26a7d7ca2edb17a7c640b3205069be8

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