ai-collaboration-standards-asiaostrich-universal-dev-standa-2
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.
npx skills add majiayu000/claude-skill-registry --skill ai-collaboration-standards-asiaostrich-universal-dev-standa-2 --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# AI Collaboration Standards > **Language**: English | [繁體中文](../../locales/zh-TW/skills/ai-collaboration-standards/SKILL.md) **Version**: 1.1.0 **Last Updated**: 2026-01-25 **Applicability**: Claude Code Skills --- ## Purpose This skill ensures AI assistants provide accurate, evidence-based responses without hallucination. ## Quick Reference ### Unified Tag System This skill uses two complementary tag categories: **Category 1: Certainty Tags** (for analyzing existing content) | Tag | Use When | |-----|----------| | `[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 | **Category 2: Derivation Tags** (for generating new content) | Tag | Use When | |-----|----------| | `[Source]` | Direct content from spec/requirement | | `[Derived]` | Transformed from source content | | `[Generated]` | AI-generated structure | | `[TODO]` | Requires human implementation | **When to Use Which**: | Workflow | Primary Tags | |----------|--------------| | Code analysis | Certainty Tags | | Reve
- Purpose
- Quick Reference
- Unified Tag System
- Source Types
- Core Rules
- Detailed Guidelines
- Examples
- ✅ Correct Response
- ❌ Incorrect Response
- ✅ Correct Option Presentation
- ❌ Incorrect Option Presentation
- Checklist
- Configuration Detection
- Detection Order
What does the ai-collaboration-standards-asiaostrich-universal-dev-standa-2 skill do?
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.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill ai-collaboration-standards-asiaostrich-universal-dev-standa-2 --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.