TopRank Skills

Home / Claw Skills / Git / GitHub / clarity-gate
Official OpenClaw rules 54%

clarity-gate

Pre-ingestion verification for epistemic quality in RAG systems. Ensures documents are properly qualified before entering knowledge bases. Produces CGD (Clarity-Gated Documents) and validates SOT (Source of Truth) files.

Stars

0

Installs

0

Status

ACTIVE

Visibility

PUBLIC

安装方式

直接复制以下提示词,发送给你的 AI 助手即可完成安装。

请先检查是否已安装 SkillHub 商店,若未安装,请根据 https://skillhub-1388575217.cos.ap-guangzhou.myqcloud.com/install/skillhub.md 安装 SkillHub 商店,然后安装 clarity-gate 技能。 若已安装,则直接安装 clarity-gate 技能。

Overview

Skill Key
frmoretto/clarity-gate
Author
Francesco Marinoni Moretto
Source Repo
openclaw/skills
Version
2.1.3
Source Path
skills/frmoretto/clarity-gate
Latest Commit SHA
73496fa5a669e84c1a3332b3da69211e0cdefc6b

Extracted Content

SKILL.md excerpt

# Clarity Gate v2.1

**Purpose:** Pre-ingestion verification system that enforces epistemic quality before documents enter RAG knowledge bases. Produces Clarity-Gated Documents (CGD) compliant with the Clarity Gate Format Specification v2.1.

**Core Question:** "If another LLM reads this document, will it mistake assumptions for facts?"

**Core Principle:** *"Detection finds what is; enforcement ensures what should be. In practice: find the missing uncertainty markers before they become confident hallucinations."*

---

## What's New in v2.1

| Feature | Description |
|---------|-------------|
| **Claim Completion Status** | PENDING/VERIFIED determined by field presence (no explicit status field) |
| **Source Field Semantics** | Actionable source (PENDING) vs. what-was-found (VERIFIED) |
| **Claim ID Format Guidance** | Hash-based IDs preferred, collision analysis for scale |
| **Body Structure Requirements** | HITL Verification Record section mandatory when claims exist |
| **New Validation Codes** | E-ST10, W-ST11, W-HC01, W-HC02, E-SC06 (FORMAT_SPEC); E-TB01-07 (SOT validation) |
| **Bundled Scripts** | `claim_id.py` and `document_hash.py` for deterministic computations |

---

## Specifications

This skill implements and references:

| Specification | Version | Location |
|---------------|---------|----------|
| Clarity Gate Format (Unified) | v2.1 | [docs/CLARITY_GATE_FORMAT_SPEC.md](../../docs/CLARITY_GATE_FORMAT_SPEC.md) |

**Note:** v2.0 unifies CGD and SOT into a single `.cgd.md` format. SOT is now a CGD with an optional `tier:` block.

---

## Validation Codes

Clarity Gate defines validation codes for structural and semantic checks per FORMAT_SPEC v2.1:

### HITL Claim Validation (§1.3.2-1.3.3)
| Code | Check | Severity |
|------|-------|----------|
| **W-HC01** | Partial `confirmed-by`/`confirmed-date` fields | WARNING |
| **W-HC02** | Vague source (e.g., "industry reports", "TBD") | WARNING |
| **E-SC06** | Schema error in `hitl-claims` structure | ERRO...

Related Claw Skills

heyixuan2

bambu-studio-ai

★ 41

Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pipeline: search → generate → analyze → colorize → preview → open BS → user slice → print → monitor. Supports all 9 Bambu Lab printers (A1 Mini, A1, P1S, P2S, X1C, X1E, H2C, H2S, H2D).

edholofy

dojo.md

★ 4

University for AI agents. 92 courses, 4400+ scenarios, any model via OpenRouter. Auto-training loops generate per-model SKILL.md documents. Works with Claude Code, OpenClaw, Cursor, Windsurf. No fine-tuning required.

lethehades

wps-macos-helper

★ 1

macOS WPS Office workflow helper skill for safer document preparation, conversion, export, and compatibility guidance

capt-marbles

geo-optimization

★ 1

Generative Engine Optimization (GEO) for AI search visibility. Optimize content to appear in ChatGPT, Perplexity, Claude, and Google AI Overviews. Use when optimizing websites, pages, or content for LLM discoverability and citation.

carev01

md-docs-search

★ 0

Full-text search across structured Markdown documentation archives using SQLite FTS5. Use when you need to search large collections of Markdown articles that are separated by "---" delimiters and contain source URLs (marked with "*Source:" pattern). Provides fast BM25-ranked search with automatic source URL extraction for citations. Ideal for research, documentation lookups, and knowledge base exploration. Requires indexing documentation first with `docs.py index`.

caqlayan

Tweet Processor

★ 0

Tweet Processor Skill