ai-transparency
CommunityEnforce visible AI operation progress and logs.
Authorqdhenry
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This skill audits AI operations to ensure full UI transparency across the entire lifecycle — initiation, progress, streaming results, completion, and failure — and provides fixes to eliminate black-box behavior.
Core Features & Use Cases
- Audit AI workflows to detect missing status tracking, progress updates, and activity logs.
- Enforce standardized patterns for status updates, UI subscriptions, and activity logging in codebases.
- Use Case: When integrating new AI features, run this skill to guarantee that users can see ongoing progress, streaming results, and final outcomes.
Quick Start
Audit the target codebase areas for AI operations and apply standardized transparency patterns to ensure status tracking, UI updates, and activity logging are present and visible to users.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: ai-transparency Download link: https://github.com/qdhenry/Foundry-OSS/archive/main.zip#ai-transparency Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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