---
title: "frmoretto/clarity-gate"
description: "Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims."
canonical_url: "https://awesomeclaudeplugins.com/frmoretto/clarity-gate"
repository_url: "https://github.com/frmoretto/clarity-gate"
stars: 34
forks: 3
plugins_count: null
publication_state: "needs-review"
quality_note: "Validated marketplace plugin count is unavailable."
catalog_updated: "2026-10-18T00:34:25.053Z"
install_command: "/plugin marketplace add frmoretto/clarity-gate"
---

# frmoretto/clarity-gate

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

## Repository

- [Catalog detail page](https://awesomeclaudeplugins.com/frmoretto/clarity-gate)
- [GitHub repository](https://github.com/frmoretto/clarity-gate)
- Stars: 34
- Forks: 3
- No validated plugin count is available.

## Catalog provenance

- Publication state: needs-review
- Quality note: Validated marketplace plugin count is unavailable.
- Repository metadata source: catalog snapshot dated Oct 18, 2026, not live GitHub API data

## Installation

When this repository exposes a Claude Code marketplace, add it with:

```bash
/plugin marketplace add frmoretto/clarity-gate
```