ai-collaboration-standards
✓Prevent AI hallucination and ensure evidence-based responses when analyzing code or making suggestions. Use when: analyzing code, making recommendations, providing options, or when user asks about confidence/certainty. Keywords: certainty, assumption, inference, evidence, source, 確定性, 推測, 假設, 來源, 證據.
Installation
SKILL.md
Version: 1.1.0 Last Updated: 2026-01-25 Applicability: Claude Code Skills
This skill ensures AI assistants provide accurate, evidence-based responses without hallucination.
| [Confirmed] | Direct evidence from code/docs | | [Inferred] | Logical deduction from evidence | | [Assumption] | Based on common patterns (needs verification) | | [Unknown] | Information not available | | [Need Confirmation] | Requires user clarification |
Prevent AI hallucination and ensure evidence-based responses when analyzing code or making suggestions. Use when: analyzing code, making recommendations, providing options, or when user asks about confidence/certainty. Keywords: certainty, assumption, inference, evidence, source, 確定性, 推測, 假設, 來源, 證據. Source: asiaostrich/universal-dev-standards.
Facts (cite-ready)
Stable fields and commands for AI/search citations.
- Install command
npx skills add https://github.com/asiaostrich/universal-dev-standards --skill ai-collaboration-standards- Category
- @Collaboration
- Verified
- ✓
- First Seen
- 2026-02-11
- Updated
- 2026-02-18
Quick answers
What is ai-collaboration-standards?
Prevent AI hallucination and ensure evidence-based responses when analyzing code or making suggestions. Use when: analyzing code, making recommendations, providing options, or when user asks about confidence/certainty. Keywords: certainty, assumption, inference, evidence, source, 確定性, 推測, 假設, 來源, 證據. Source: asiaostrich/universal-dev-standards.
How do I install ai-collaboration-standards?
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/asiaostrich/universal-dev-standards --skill ai-collaboration-standards Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code or Cursor
Where is the source repository?
https://github.com/asiaostrich/universal-dev-standards
Details
- Category
- @Collaboration
- Source
- skills.sh
- First Seen
- 2026-02-11