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Principle Test Behavior Not Implementation

CommunityPopular
michael-denyer
principle-test-behavior-not-implementation

Apply when you write, change, or keep a test. Identify a relevant defect and check that the test detects it. Assert the required result or observable effect, including absence when the contract requires it.

Overview

Publishermichael-denyer
Repositorypstack-claude
Skill nameprinciple-test-behavior-not-implementation
Stars
1.2K
Forks
139
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by michael-denyer on GitHub. Read the source before you install it.

Installation

Install the Principle Test Behavior Not Implementation AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
    https://github.com/michael-denyer/pstack-claude/tree/main/plugins/pstack/skills/principle-test-behavior-not-implementation
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/michael-denyer/pstack-claude.git /tmp/pstack-claude
mkdir -p .claude/skills
cp -r /tmp/pstack-claude/plugins/pstack/skills/principle-test-behavior-not-implementation .claude/skills/principle-test-behavior-not-implementation
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Principle Test Behavior Not Implementation in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Principle Test Behavior Not Implementation on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Principle Test Behavior Not Implementation is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Test behavior, not implementation

Before keeping a test, name a relevant defect and determine whether the complete test arrangement detects it. Where practical, introduce that defect temporarily and observe the failure. Exercise the subject through its public interface and check the required result or effect.

  • A missing-result experiment helps when the contract requires a result. toBeDefined detects a missing result, but accepts the wrong one. Strengthen it to check the particular result when correctness requires one.
  • Keep absence assertions when absence is required. For a denied operation that must send no email, exercise the denial and check the outbox is empty. Temporarily make the denied path send an email and confirm the test fails. An assertion on absence does not require a positive case in the same test.
  • Keep fixed-value checks when the value is an explicit user-facing contract, such as a promised default or instruction. Name that contract and the defect a changed value would cause. Avoid freezing incidental constants or prompt wording with no such contract.
  • Keep comparisons between results when disagreement exposes a real defect. An expected result computed through the same faulty path as the actual result can confirm itself. Use an independent expectation or a relation that the identified defect actually violates.
  • Assess shared setup and the test body together. Calling the subject in beforeEach is valid; asserting only untouched fixture data is not.

Reject tests that exercise nothing relevant, assert nothing meaningful, or only show that a substitute was called without checking the required effect. Check its payload or resulting state when that establishes the contract. An assertion's syntax alone cannot tell you whether it detects a defect.

Frequently asked questions

What does the Principle Test Behavior Not Implementation AI skill do?

Apply when you write, change, or keep a test. Identify a relevant defect and check that the test detects it. Assert the required result or observable effect, including absence when the contract requires it.

Why use Principle Test Behavior Not Implementation on TypingMind?

Because you install it once and use it with any model. Principle Test Behavior Not Implementation is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Principle Test Behavior Not Implementation in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/michael-denyer/pstack-claude/tree/main/plugins/pstack/skills/principle-test-behavior-not-implementation. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Principle Test Behavior Not Implementation?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Principle Test Behavior Not Implementation?

As many as you like. As long as a model supports skills, you can use Principle Test Behavior Not Implementation with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Principle Test Behavior Not Implementation AI skill free?

Yes. It is published on GitHub by michael-denyer under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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