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Investigue

Community
naiersaidane
investigue

Investiguer méthodiquement un bug en 4 phases validées : localiser/reproduire, 3 hypothèses classées sur la cause racine, logs ciblés, fix minimal. Utilise sur /investigue, ou dès que l'utilisateur décrit un symptôme ("ça plante quand…", "je vois X mais j'attends Y", "comportement inattendu", "pourquoi ça crash", "investigue ce bug", "debug ça", "analyse le bug"). Ne propose jamais de fix immédiat — chaque phase s'arrête et attend une validation explicite avant de passer à la suivante.

Overview

Publishernaiersaidane
Repositoryclaude-mastery
Skill nameinvestigue
Stars
65
Forks
18
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 naiersaidane on GitHub. Read the source before you install it.

Installation

Install the Investigue 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/naiersaidane/claude-mastery/tree/main/skills/investigue
  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/naiersaidane/claude-mastery.git /tmp/claude-mastery
mkdir -p .claude/skills
cp -r /tmp/claude-mastery/skills/investigue .claude/skills/investigue
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Investigue 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 Investigue 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 Investigue 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.

Avant de commencer, vérifie que tu disposes de deux éléments :

  • Le symptôme : ce qui se passe concrètement (message d'erreur, comportement observé, valeur retournée…)
  • Le comportement attendu : ce qui devrait se passer à la place

Si l'un ou l'autre manque, demande-le explicitement avant d'aller plus loin.


Avant tout fix, déroule ces 4 phases dans l'ordre. Arrête-toi à la fin de chacune et attends ma validation.

PHASE 1 : Localiser et reproduire.

À partir du symptôme, explore le code (utilise le sous-agent Explore si nécessaire) pour identifier les 2-3 zones les plus susceptibles d'héberger la cause. Liste-les avec une phrase de justification chacune. Puis décris en 3 lignes le scénario minimal qui rejoue ce bug à coup sûr. Si tu ne peux pas le reproduire de manière fiable, dis-le et propose un plan pour y arriver.

PHASE 2 : 3 hypothèses classées sur la cause racine.

Propose 3 hypothèses sur la cause racine (pas le symptôme), classées de la plus probable à la moins probable. Pour chacune : hypothèse en 1 phrase, puis prédiction falsifiable — « si cette hypothèse est vraie, on observerait <observation précise> ; si on observe l'inverse, on l'élimine ».

PHASE 3 : Tester l'hypothèse #1.

Ajoute des logs ciblés pour vérifier l'hypothèse #1. Préfixe chaque log par le tag [DEBUG-a4f2] (4 caractères au hasard) pour suppression en bulk plus tard. Ne propose pas de fix à cette phase. Dis-moi ce que je dois observer pour confirmer ou infirmer.

Règle des 3 strikes : si les 3 hypothèses sont fausses, STOP. Ce n'est plus un bug de code, c'est une question d'architecture. On change d'angle.

PHASE 4 : Fix minimal.

Une fois l'hypothèse confirmée, propose les modifications les plus courtes qui traitent la cause racine. Pas d'optimisation collatérale, pas de refactor opportuniste. Rédige le message de commit en expliquant la cause racine, pas le symptôme.

Frequently asked questions

What does the Investigue AI skill do?

Investiguer méthodiquement un bug en 4 phases validées : localiser/reproduire, 3 hypothèses classées sur la cause racine, logs ciblés, fix minimal. Utilise sur /investigue, ou dès que l'utilisateur décrit un symptôme ("ça plante quand…", "je vois X mais j'attends Y", "comportement inattendu", "pourquoi ça crash", "investigue ce bug", "debug ça", "analyse le bug"). Ne propose jamais de fix immédiat — chaque phase s'arrête et attend une validation explicite avant de passer à la suivante.

Why use Investigue on TypingMind?

Because you install it once and use it with any model. Investigue 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 Investigue in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/naiersaidane/claude-mastery/tree/main/skills/investigue. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Investigue?

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 Investigue?

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

Is the Investigue AI skill free?

Yes. It is published on GitHub by naiersaidane 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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