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.

Trust means

Trust score is a heuristic blend of popularity, freshness, structure quality, and safety penalties. Useful for ranking, not a guarantee.

Risk means

Risk is generated by automated scans of skills, files, and allowed tools. It is not the same thing as a human security review.

Review status

Auto-scanned only. Some caution signals were detected, so treat this as a review queue item, not a safe default.

リスク: 中（auto-imported from GitHub; risk not assessed）

スター

フォーク

スキル

ファイル

Suitable for

Ops-minded users and teams that need repeatable runbooks, incident steps, or environment setup workflows with visible boundaries.

Not suitable for

Not a good fit for lightweight personal prompting or environments where shell-heavy automation is banned.

Install prerequisites

What to verify before touching install

Confirm where the workflow runs and whether it assumes shell, network, or repo access.
Check if the target environment allows the scripts and tools referenced by the skills.
Decide who owns approval before using it in shared or production-adjacent contexts.

Review the lowest-risk skill first

Start with the clearest, lowest-risk skill so you understand the package boundary before you install anything.

パス: ルート

After install

How to verify it actually works

Run one low-stakes operational task end-to-end in a non-production environment.

Confirm logs, outputs, or generated artifacts look like the skill description promises.

Verify the team can explain what the workflow changed and how to roll it back.

Core skills

What this package actually helps you do

Package contents

Folders and files

Last step

Install only after the checks above

If the package fits your workflow, the starter skill makes sense, and the auto-scan signals are acceptable for your environment, then use the exact install command below.

Install command

npx skills add frmoretto/clarity-gate

Claude Code

Copy to .claude/skills/

GitHub Copilot

Copy to .github/skills/

Codex CLI

Copy to .agents/skills/

Gemini CLI

Copy to .gemini/skills/

Community Signals

What users think

🟡 Moderate

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