clarity-gate
Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow
Best use case
clarity-gate is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow
Teams using clarity-gate should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/clarity-gate/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How clarity-gate Compares
| Feature / Agent | clarity-gate | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Clarity Gate ## Overview Pre-ingestion verification for epistemic quality in RAG systems with 9-point verification and Two-Round HITL workflow ## When to Use This Skill Use this skill when you need to work with pre-ingestion verification for epistemic quality in rag systems with 9-point verification and two-round hitl workflow. ## Instructions This skill provides guidance and patterns for pre-ingestion verification for epistemic quality in rag systems with 9-point verification and two-round hitl workflow. For more information, see the [source repository](https://github.com/frmoretto/clarity-gate).
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