Zero Script Qa logo

Zero Script Qa

Organization
ww-w-ai
zero-script-qa

Zero Script QA - Testing methodology without test scripts. Uses structured JSON logging and real-time Docker monitoring. Use proactively when user needs to verify features through log analysis. Triggers: zero script qa, log-based testing, docker logs, 제로 스크립트 QA, 테스트, 로그 분석, ゼロスクリプトQA, ログ分析, 零脚本QA, 日志分析, QA sin scripts, pruebas basadas en logs, QA sans script, tests basés sur les logs, skriptloses QA, log-basiertes Testen, QA senza script, test basati sui log Do NOT use for: unit testing, projects without Docker

Overview

Publisherww-w-ai
Repositorybkit-gemini
Skill namezero-script-qa
Stars
66
Forks
16
Bundled files
Instructions only
LicenseApache-2.0
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 ww-w-ai on GitHub. Read the source before you install it.

Installation

Install the Zero Script Qa 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.
  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/ww-w-ai/bkit-gemini.git /tmp/bkit-gemini
mkdir -p .claude/skills
cp -r /tmp/bkit-gemini/skills/zero-script-qa .claude/skills/zero-script-qa
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Zero Script Qa 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 Zero Script Qa 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 Zero Script Qa 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.

Zero Script QA

Testing methodology using structured logging instead of test scripts

Philosophy

Instead of writing and maintaining test scripts, Zero Script QA uses:

  1. Structured JSON logging for all operations
  2. Real-time Docker log monitoring
  3. Pattern-based verification

Key Principles

1. Structured Logging

typescript
// Every operation logs structured JSON
logger.info({
  event: 'user.login',
  userId: user.id,
  method: 'email',
  success: true,
  duration: 234
});

2. Log Patterns

Define expected patterns for verification:

json
{
  "feature": "user-login",
  "patterns": [
    {"event": "user.login", "success": true},
    {"event": "session.created"},
    {"event": "audit.login"}
  ]
}

3. Real-time Monitoring

bash
# Monitor Docker logs in real-time
docker logs -f app-container 2>&1 | grep -E '"event":'

Usage

bash
# Start QA monitoring
/zero-script-qa start

# Monitor specific feature
/zero-script-qa monitor user-login

# Generate QA report
/zero-script-qa report

Benefits

Traditional TestingZero Script QA
Write test scriptsDefine log patterns
Maintain test codeLogs are automatic
Flaky testsConsistent logs
Separate test envSame as production

Log Categories

  1. Business Events: User actions, transactions
  2. System Events: Startup, shutdown, errors
  3. Performance Metrics: Response times, throughput
  4. Security Events: Auth, access control

Integration

Works with:

  • Docker Compose
  • Kubernetes
  • Any JSON logging system

Frequently asked questions

What does the Zero Script Qa AI skill do?

Zero Script QA - Testing methodology without test scripts. Uses structured JSON logging and real-time Docker monitoring. Use proactively when user needs to verify features through log analysis. Triggers: zero script qa, log-based testing, docker logs, 제로 스크립트 QA, 테스트, 로그 분석, ゼロスクリプトQA, ログ分析, 零脚本QA, 日志分析, QA sin scripts, pruebas basadas en logs, QA sans script, tests basés sur les logs, skriptloses QA, log-basiertes Testen, QA senza script, test basati sui log Do NOT use for: unit testing, projects without Docker

Why use Zero Script Qa on TypingMind?

Because you install it once and use it with any model. Zero Script Qa 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 Zero Script Qa in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/ww-w-ai/bkit-gemini/tree/main/skills/zero-script-qa. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Zero Script Qa?

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 Zero Script Qa?

As many as you like. As long as a model supports skills, you can use Zero Script Qa with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Zero Script Qa AI skill free?

Yes. It is published on GitHub by ww-w-ai under the Apache-2.0 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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