clarity-gate

Pre-ingestion verification for epistemic quality in RAG systems.

7 stars

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.

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

$curl -o ~/.claude/skills/clarity-gate/SKILL.md --create-dirs "https://raw.githubusercontent.com/Demerzels-lab/elsamultiskillagent/main/public/skills/frmoretto/clarity-gate/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/clarity-gate/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How clarity-gate Compares

Feature / Agentclarity-gateStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Pre-ingestion verification for epistemic quality in RAG systems.

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

Pre-ingestion verification for epistemic quality in RAG systems.

## Install

```
npx clawhub@latest install clarity-gate
```

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## Description