ai-test-generation SKILL.md skillA

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

Install it, pinned
mdr add petrkindlmann/qa-skills/ai-test-generation@v2.0

Pins v2.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
petrkindlmann/qa-skills
Path
skills/ai-test-generation/SKILL.md
Versions recorded
5
Latest version
v2.0, committed Jun 10, 2026
First version recorded
Mar 30, 2026
Size
19,425 bytes
Repository stars
198
License
MIT

Use AI to write NEW test code from specs, PRDs, user stories, code diffs, bug reports, or OpenAPI specs. Staged pipeline: requirements extraction → risk analysis → coverage matrix → scenario generation → oracle design → test code → human review, with guardrails against hallucinated APIs and weak assertions. Use when: "generate tests from spec," "tests from PRD," "tests from user story," "auto-generate test cases," "AI write tests for me." Not for: testing AI/LLM features in your product — use…

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

<objective>
LLMs will happily emit fifty plausible-looking tests that assert nothing, target endpoints that do not exist, and duplicate each other. This skill is a staged pipeline that forces structured intermediates — assumptions, coverage matrix, oracle definitions — out of the model BEFORE any test code, so what you get is traceable, reviewable, and grounded in the real codebase instead of ad-hoc generated noise.

**Before starting:** Check for `.agents/qa-project-context.md` in the project root. It carries tech stack, test frameworks, naming conventions, selector strategy, and known risk areas that dramatically improve generated test quality.
</objective>

## Quick Route

The pipeline is the same for every input; only the Step 1 extraction emphasis changes. Jump to the matching row, then run Steps 2-7 unchanged.

| Input type | Step 1 extracts | Watch for |
|------------|-----------------|-----------|
| PRD / feature spec | Entities, business rules, acceptance criteria, NFRs, stated assumptions | Implicit requirements inferred from "seamless"/"fast" language |
| User story + AC | Each AC → ≥1 happy + ≥1 negative scenario | ACs that hide multiple behaviors in one line |
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add petrkindlmann/qa-skills/ai-test-generation@sha256:e675c3e58f7c170d

The line at the top of this page pins the label v2.0, 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_h5j5u5gb7gii75pv.svg)](https://markdownregistry.com/a/art_h5j5u5gb7gii75pv)

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

Versions

The registry has recorded 5 versions of this file, between Mar 30, 2026 and Jun 10, 2026, about one every 18 days.

versioncommittedcommitsizeaudit
v2.0 latest2026-06-10 bcd1201 19,425 BA view · diff
v1.02026-05-21 c7fb325 21,773 BA view · diff
v1.02026-05-10 f124fd9 21,582 BA view · diff
v1.02026-05-10 dcdf02c 21,095 BA view · diff
v1.02026-03-30 59713a4 20,247 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 (19425 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

petrkindlmann/qa-skills · 198 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_h5j5u5gb7gii75pv
GET https://markdownregistry.com/api/v1/resolve?ref=petrkindlmann/qa-skills/ai-test-generation
GET https://markdownregistry.com/api/v1/blob/e675c3e58f7c170dcd1a1e9adbeb6f13f4c8b236bcd3ebc1ab928019a07075fe

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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