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Auto Test Execution

Community
jmagly
auto-test-execution

Automatically execute tests when code-generating agents modify source files, enforcing the execute-before-return pattern

Overview

Publisherjmagly
Repositoryaiwg
Skill nameauto-test-execution
Stars
225
Forks
34
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 jmagly on GitHub. Read the source before you install it.

Installation

Install the Auto Test Execution 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/jmagly/aiwg/tree/main/agentic/code/addons/agent-loop/skills/auto-test-execution
  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/jmagly/aiwg.git /tmp/aiwg
mkdir -p .claude/skills
cp -r /tmp/aiwg/agentic/code/addons/agent-loop/skills/auto-test-execution .claude/skills/auto-test-execution
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Auto Test Execution 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 Auto Test Execution 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 Auto Test Execution 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.

auto-test-execution

Automatically execute tests when code-generating agents write to source files, enforcing the execute-before-return pattern.

Triggers

Primary phrases matched automatically from skill description. No additional alternate expressions defined.

Purpose

This skill enforces the MetaGPT executable feedback pattern: code-generating agents must execute tests before returning results to the user. It activates automatically when agents modify source code files.

Behavior

When triggered, this skill:

  1. Detect modified files:

    • Track which source files the agent has written to
    • Identify the relevant test framework
  2. Find related tests:

    • Look for test files matching the modified source
    • Convention: src/foo/bar.ts -> test/unit/foo/bar.test.ts
    • If no tests exist, prompt agent to generate them
  3. Execute tests:

    • Run the project's test command focused on relevant tests
    • Capture results: passed, failed, errors
  4. Handle results:

    • All pass: Allow agent to return results
    • Failures: Trigger debug-and-retry loop (max 3 attempts)
    • Persistent failures: Escalate with debug memory context
  5. Update debug memory:

    • Record session in .aiwg/ralph/debug-memory/sessions/
    • Extract patterns for future reference

Activation Conditions

yaml
activation:
  always_active_for:
    - software-implementer
    - debugger
    - test-engineer

  triggered_by:
    - file_write:
        patterns:
          - "src/**/*.ts"
          - "src/**/*.js"
          - "src/**/*.py"
          - "**/*.go"
          - "**/*.rs"

  skip_when:
    - test_files_only: true
    - documentation_only: true
    - configuration_only: true

Integration

This skill uses:

  • project-awareness: Detect test framework and configuration
  • Debug memory at .aiwg/ralph/debug-memory/ for pattern learning

References

  • @$AIWG_ROOT/agentic/code/frameworks/sdlc-complete/rules/executable-feedback.md - Feedback rules
  • @$AIWG_ROOT/agentic/code/addons/agent-loop/docs/executable-feedback-guide.md - Guide
  • @$AIWG_ROOT/agentic/code/addons/agent-loop/schemas/debug-memory.yaml - Memory schema
  • @.aiwg/research/findings/REF-013-metagpt.md - Research foundation

Frequently asked questions

What does the Auto Test Execution AI skill do?

Automatically execute tests when code-generating agents modify source files, enforcing the execute-before-return pattern

Why use Auto Test Execution on TypingMind?

Because you install it once and use it with any model. Auto Test Execution 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 Auto Test Execution in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/jmagly/aiwg/tree/main/agentic/code/addons/agent-loop/skills/auto-test-execution. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Auto Test Execution?

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 Auto Test Execution?

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

Is the Auto Test Execution AI skill free?

Yes. It is published on GitHub by jmagly 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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