property-based-testing SKILL.md skillA

property-based-testing from rysweet/amplihack-rs is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add rysweet/amplihack-rs/property-based-testing@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
rysweet/amplihack-rs
Path
amplifier-bundle/skills/property-based-testing/SKILL.md
Versions recorded
1
Latest version
v1.0.0, committed Jul 27, 2026
Size
10,253 bytes
Repository stars
11
License
none declared

Property-based and metamorphic testing expert for choosing a library, finding good properties (invariants, round-trips, idempotence, oracle/differential, metamorphic relations), and wiring generative tests into the existing test runner.

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

# Property-Based Testing Skill

Expert guidance for **property-based** and **metamorphic** testing: instead of
asserting one hand-picked example, you state a rule that must hold for *every*
input, and the library generates hundreds of inputs to try to break it.

## Where This Fits — the third leg of the formal-methods triad

amplihack ships two other formal-methods skills. Property-based testing is the
practical middle ground between them:

| Approach | Skill | What it checks | Cost |
| --- | --- | --- | --- |
| Example tests | (unit tests) | Behavior on inputs you thought of | Low |
| **Property-based / metamorphic** | **property-based-testing** | Invariants over *generated* inputs, at runtime, against real code | Medium |
| BDD acceptance | `gherkin-expert` | Human-readable behavior scenarios | Low–medium |
| Model checking / proof | `tla-plus-expert` | Exhaustive state-space or temporal properties of a *model* | High |

Reach for property-based testing when:

- Example tests keep missing edge cases (empty input, huge input, unicode,
  boundary numbers, duplicates, reordering).
- You can state a **rule** the code must obey but can't enumerate every input.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add rysweet/amplihack-rs/property-based-testing@sha256:7305b2bba4904544

The line at the top of this page pins the label v1.0.0, 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_u3me3gaput66xurj.svg)](https://markdownregistry.com/a/art_u3me3gaput66xurj)

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

Versions

The registry has recorded 1 version of this file, committed on Jul 27, 2026.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-07-27 18da0b6 10,253 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 (10253 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

rysweet/amplihack-rs · 11 stars · license none declared · pushed 2026-10-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_u3me3gaput66xurj
GET https://markdownregistry.com/api/v1/resolve?ref=rysweet/amplihack-rs/property-based-testing
GET https://markdownregistry.com/api/v1/blob/7305b2bba4904544604291d34e57253db8215a8d190af64f2845fdd14811e3db

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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Every file in rysweet/amplihack-rs

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