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SkillHub ClubAnalyze Data & AIFull StackData / AI

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.

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
46
Hot score
91
Updated
March 20, 2026
Overall rating
C3.0
Composite score
3.0
Best-practice grade
C60.4

Install command

npx @skill-hub/cli install asiaostrich-universal-dev-standards-ai-collaboration-standards

Repository

AsiaOstrich/universal-dev-standards

Skill path: .gemini/skills/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.

Open repository

Best for

Primary workflow: Analyze Data & AI.

Technical facets: Full Stack, Data / AI.

Target audience: Development teams looking for install-ready agent workflows..

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: AsiaOstrich.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install ai-collaboration-standards into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/AsiaOstrich/universal-dev-standards before adding ai-collaboration-standards to shared team environments
  • Use ai-collaboration-standards for development workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

Favorites: 0.

Sub-skills: 0.

Aggregator: No.

ai-collaboration-standards | SkillHub