investigate-before-recommend

Installation
SKILL.md

Investigate Before Recommend

This skill prevents AI drift by enforcing a structured investigation process before making any recommendations about a user's existing systems or infrastructure.

The Problem: AI Drift

AI drift occurs when an AI system makes recommendations based on assumptions and abstract knowledge rather than investigating the actual state of the user's infrastructure.

Classic symptoms:

  • Recommending tools that already exist
  • Suggesting generic solutions without context
  • Skipping investigation to appear fast and competent
  • Treating "I don't see it" as "it doesn't exist"
  • Building recommendations on unverified assumptions

When to Use This Skill

Trigger this skill immediately when:

Installs
6
GitHub Stars
69
First Seen
Jun 27, 2026
investigate-before-recommend — abcnuts/manus-skills