Real Skill packageSource verifiedClawHub registry

ruhui

Use when building a feature that needs programmable common sense, when an LLM prompt-and-parse step should become a structured decision, or when routing, ranking, extraction, verification, moderation, or triage needs a fast, local, bilingual (Chinese + English) judgment. Ruhui (如晦) is an open-source

Identity and source

Publisher attributionanyforgeregistry owner unverified by skillvetai
Functional categoryWriting, Content & Translationautomatically inferred · 56% rule confidence
Package forminstruction bundle2 recorded files
Canonical sourceClawHub registryclawhub:anyforge:ruhui
Open canonical source ↗

Platform declarations

These states come from the source or distribution context. None of the entries below are SkillVetAI compatibility test results.

OpenClawnative officialProvenance: registry distribution

Independent structural checks

These checks parse the fixed package against dated platform rules. They do not execute the Skill or verify task behavior.

Claude Codepasses structure
Checker 0.1.0 · agent-skills-2026-08-13+claude-code-docs-2026-08-13 · 9/24/2026.claude/skills/ruhui

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenAI Codexpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+codex-docs-2026-08-13 · 9/24/2026.agents/skills/ruhui

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

OpenClawpasses structure
Checker 0.1.0 · agent-skills-2026-08-13+openclaw-docs-2026-08-13 · 9/24/2026skills/ruhui

Runtime, accounts, dependencies, permissions, network behavior and task quality remain untested.

Installation and inspection

This command is recorded from the source ecosystem and resolves the registry's latest release. The fixed release shown on this page should be inspected before adoption.

clawhub install @anyforge/ruhui
clawhub inspect @anyforge/ruhui --version 1.0.0

Security evidence

SkillVetAI static result: medium signal

This automated, non-executing scan is bound to this release hash. It is not a safety certification and may contain false positives or false negatives.

Status
completed
Coverage
full text content
Files
2 / 2 inspected as text
Checked
9/24/2026, 5:18:47 PM
Scanner
0.1.3
Policy
1.0.3
1 automated finding
mediumPrompt-override language requires reviewSKILL.md:279 · confidence 62%Ignore all previous instructions
3 inferred permission indicators
  • shell execution — automatically inferred
  • network access — automatically inferred
  • filesystem write — automatically inferred
5 dependency and API indicators
  • api: clawhub.ai
  • api: huggingface.co
  • api: pypi.org
  • api: pypi.tuna.tsinghua.edu.cn
  • api: www.modelscope.cn
External clawhub result: clean

This is registry-supplied evidence for the recorded release, not an independent SkillVetAI scan. Check the canonical source for the full report, scanner versions, scope, and current moderation state.

Evidence checked
9/24/2026, 7:58:27 AM
Release binding
Matches this record
  • vt: clean
  • skillspector: suspicious
  • llm: clean

Recorded files

The catalog stores hashes and an inventory summary for change detection. It does not republish the package contents.

Package content hashsha256:92437680e2ad053c9a54dd7e82b6e206ee1bd0a42407143f23ac3a11a096bd00
Show up to 2 recorded paths
  • skill-card.md
  • SKILL.md

Source changelog

- Initial public release of Ruhui (如晦): an open-source, self-hosted, bilingual (Chinese + English) System 1 decision engine. - Provides programmable common sense for tasks like routing, ranking, extraction, verification, moderation, and triage. - Supports two backends: a recommended Qwen3.5 LoRA LLM model and a fast (~33 ms) 322M BERT encoder. - Runs fully offline with no API key required. - Returns structured, typed answers (choice/noul/score) with calibrated probabilities—no text generation or parsing. - Easy integration pattern with examples for scripts and services; models downloadable from ModelScope or Hugging Face.