metamorphic-test-generator

metamorphic-test-generator is a skill for Claude Code, Codex from ArabelaTso/Skills-4-SE. It costs 110 tokens per session (646 once invoked), scanned A, original, Apache-2.0.

A test generator that creates new inputs by applying known relationships between inputs and expected outputs. Metamorphic testing checks these relationships when there is no single expected answer for every input.

In plain words
What is it for?
It creates follow-up tests, checks whether outputs follow properties such as permutation or scaling, reports violations, and summarizes coverage.
Why use it?
It expands a test suite and can reveal bugs that ordinary example-based tests miss. It is useful when writing an exact expected result for each test is difficult.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit It creates follow-up tests, checks whether outputs follow properties such as permutation or scaling, reports violations, and summarizes coverage.

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Install with agentmods
npx agentmods add skills/arabelatso/skills-4-se/metamorphic-test-generator
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add ArabelaTso/Skills-4-SE --skill metamorphic-test-generator
Clone the repo
git clone --depth 1 https://github.com/ArabelaTso/Skills-4-SE

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for metamorphic-test-generator

README.md
[![agentmods](https://agentmods.dev/badge/skills/arabelatso/skills-4-se/metamorphic-test-generator/github.svg)](https://agentmods.dev/skills/arabelatso/skills-4-se/metamorphic-test-generator)
Your own site
<a href="https://agentmods.dev/skills/arabelatso/skills-4-se/metamorphic-test-generator"><img src="https://agentmods.dev/badge/skills/arabelatso/skills-4-se/metamorphic-test-generator/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for metamorphic-test-generator

Your own site · 80×15
<a href="https://agentmods.dev/skills/arabelatso/skills-4-se/metamorphic-test-generator"><img src="https://agentmods.dev/badge/skills/arabelatso/skills-4-se/metamorphic-test-generator.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 110 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 646 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00110 $0.00646
Opus 5 $0.00055 $0.00323
Sonnet 5 $0.00022 $0.00129
Haiku 4.5 $0.00011 $0.00065

Measured 9d ago against content hash b10c94ce78b8, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

metamorphic-test-generator scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (assets/example-program.py, scripts/generate.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/metamorphic-test-generator/SKILL.md · 78 lines

How it starts

The opening of the file, as written. The whole thing — 78 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Metamorphic Test Generator

Overview

This skill generates test cases using metamorphic testing, applying transformations based on metamorphic properties to expand test suites and detect bugs through input-output relationships.

Quick Start

# Generate metamorphic tests
python scripts/generate.py program.py --tests tests/ --properties properties.json

# Use specific metamorphic properties
python scripts/generate.py program.py --tests tests/ --properties "permutation,addition"

# Generate report
python scripts/generate.py program.py --tests tests/ --properties props.json --output report.json

What Gets Generated

  1. Follow-up Test Cases - New inputs derived from original tests
  2. Property Verification - Checks that outputs satisfy metamorphic relations
  3. Violation Reports - Identifies property violations and anomalies
  4. Expanded Test Suite - Original plus generated tests
  5. Coverage Summary - Property coverage and effectiveness

Common Metamorphic Properties

  • Permutation - Reordering inputs should not affect output
  • Addition - Adding elements should increase/maintain result
  • Multiplication - Scaling inputs should scale outputs proportionally
  • Inverse - Applying inverse operation should return original
  • Equivalence - Different representations should yield same result
  • Monotonicity - Increasing input should increase/maintain output

Test Generation Report

Generates detailed report with:

  • Original Tests - Initial test cases count
  • Generated Tests - New test cases created
  • Properties Applied - Metamorphic relations used
  • Violations Found - Property violations detected
  • Property Coverage - Percentage of properties satisfied
  • Anomalies - Unexpected behaviors identified

Example report:

{
  "original_tests": 20,
  "generated_tests": 60,
  "properties_applied": ["permutation", "addition", "inverse"],
  "violations": 3,
  "property_coverage": 95.0,
  "anomalies": ["inverse property failed for negative inputs"]
}

Read the full file on GitHub · 78 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 78 lines · 110 tokens per session scan A b10c94ce78b8

Subscribe to this mod's changes

metamorphic-test-generator is a skill published in the GitHub repository ArabelaTso/Skills-4-SE (252 stars, last pushed 22d ago), licensed Apache-2.0. It adds 110 tokens to every session and 646 once invoked, about $0.0006 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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