技能详情（站内镜像，无评论）
作者：joe @andyxcg
许可证：MIT-0
MIT-0 ·免费使用、修改和重新分发。无需归因。
版本：v1.2.0
统计：⭐ 0 · 37 · 0当前安装次数· 0历史安装次数
⭐ 0
安装量（当前） 0
🛡 VirusTotal ：可疑 · OpenClaw ：可疑
Package：andyxcg/zh-semantic-enhancer
安全扫描（ClawHub）
- VirusTotal ：可疑
- OpenClaw ：可疑
OpenClaw 评估
The skill's code and runtime instructions mostly match a local Chinese-NLP enhancer, but there are several inconsistencies and surprising behaviors (undeclared env access, on-disk persistence, and self-modifying / code-writing functionality) that are not justified by the SKILL.md and should be clarified before installation.
目的
Name/description (Chinese semantic enhancer) match the included modules (tokenizer, expression detection, intent enhancer, sentiment, pricing/credits). However metadata and README/ SKILL.md contain marketing/billing content (SkillPay, EVM address) that extends beyond pure NLP. The presence of pricing, credit and subscription modules is plausible for a paid skill, but the skill declares no required credentials or config even though code reads S…
说明范围
SKILL.md claims 'local processing' and 'no networking', but index.py defines a BILLING_URL ('https://skillpay.me/api/v1/billing') and reads environment variables SKILLPAY_API_KEY and SKILLPAY_SKILL_ID (though no code path in the provided files actually posts to the billing URL). The skill writes persistent files under the user's home (~/.openclaw/...) for trial and credits. The revenue optimization module contains routines that write new code …
安装机制
This is an instruction-and-source bundle with no external install spec; there is no remote download step. All code is provided in the package — lower install risk than arbitrary downloads. Dependencies (jieba, hanlp) are declared in package.json which is reasonable for Chinese NLP. However the package contains code that writes files into the skill directory and the user's home directory at runtime, which is a form of persistence that should be…
证书
Declared requirements: none. Actual code reads environment variables SKILLPAY_API_KEY and SKILLPAY_SKILL_ID and uses those to toggle demo vs paid behavior. Because the skill declares no required env vars, this is an explicit inconsistency. In addition, the EVM address and billing URL suggest payment endpoints and economic telemetry; no credentials are declared for them. The code persists data to ~/.openclaw/... (trial, credits, subscriptions) …
持久
The skill creates persistent files under the user's home (~/.openclaw/skill_trial, ~/.openclaw/zh_semantic_credits, ~/.openclaw/subscriptions), modifies files under its own scripts/ directory via the RevenueOptimizationEngine (it writes pricing/premium/credit modules), and thus can alter its own behavior on disk. While writing its own files can be legitimate for a self-updating monetized skill, self-modification combined with undeclared env ac…
安装（复制给龙虾 AI）
将下方整段复制到龙虾中文库对话中，由龙虾按 SKILL.md 完成安装。
请把本段交给龙虾中文库（龙虾 AI）执行：为本机安装 OpenClaw 技能「Zh Semantic Enhancer」。简介：中文语义理解增强技能。通过多层语义解析、文化上下文识别、方言适配、歧义消解等模块，提升OpenClaw对中文用户意图的理解准确率，支持成语/俗语/网络用语/行…。
请 fetch 以下地址读取 SKILL.md 并按文档完成安装：https://raw.githubusercontent.com/openclaw/skills/refs/heads/main/skills/andyxcg/zh-semantic-enhancer/SKILL.md
（来源：yingzhi8.cn 技能库）SKILL.md
---
name: zh-semantic-enhancer
description: 中文语义理解增强技能。通过多层语义解析、文化上下文识别、方言适配、歧义消解等模块，提升OpenClaw对中文用户意图的理解准确率，支持成语/俗语/网络用语/行业术语的智能识别，非简单翻译型处理。
version: 1.1.0
license: MIT
---
# 🀄 中文语义理解增强技能
> **Version**: 1.0.0
> **Category**: NLP Enhancement / 自然语言处理增强
> **Language**: zh-CN
> **Billing**: SkillPay (免费100次，之后0.001 USDT/次)
> **Free Trial**: 100 free calls per user
> **Demo Mode**: ✅ Available
专为中文语境打造的语义理解增强层，让OpenClaw真正"懂中文"，而非简单翻译英文逻辑。
## Features
1. **中文分词增强** - 支持新词发现 + 专业术语识别 + 实体标注
2. **歧义消解** - 基于上下文理解多义词（如"意思""方便"等）
3. **成语/俗语识别** - 理解"画蛇添足""内卷""yyds"等表达
4. **意图理解增强** - 结构化中文语义输出
5. **文化上下文识别** - 理解中式委婉表达
6. **免费试用** - 100次免费调用
7. **本地处理** - 无需联网，数据安全
## Pricing / 定价
### 免费版 (Free)
- 💰 价格: 0 USDT
- 📊 额度: 100次/月
- ✅ 功能: 基础分词、简单实体识别
### 基础版 (Basic)
- 💰 价格: 0.001 USDT/次
- 📊 额度: 1000次
- ✅ 功能: 增强分词、歧义消解、成语识别
### 专业版 (Pro)
- 💰 价格: 0.005 USDT/次 或 1.5 USDT/2000积分
- 📊 额度: 5000次
- ✅ 功能: 情感分析、行业词典、批量处理
### 企业版 (Enterprise)
- 💰 价格: 0.01 USDT/次 或 20 USDT/50000积分
- 📊 额度: 20000次
- ✅ 功能: 自定义词典、API接入、SLA保障、优先支持
### 积分包 (Credit Packages)
- 🎁 入门包: 500积分 = 0.5 USDT
- 🎁 热门包: 2000积分 + 200赠送 = 1.5 USDT
- 🎁 专业包: 10000积分 + 1500赠送 = 5 USDT
- 🎁 企业包: 50000积分 + 10000赠送 = 20 USDT
**💡 提示**: 积分永不过期，用多少扣多少！
## Support / 支持
If you find this skill helpful, you can support the developer:
**EVM Address**: `0xf8ea28c182245d9f66f63749c9bbfb3cfc7d4815`
Your support helps maintain and improve this skill!
## Quick Start
```python
from scripts.zh_tokenizer import enhanced_tokenize
from scripts.intent_enhancer import enhance_intent
# 中文语义分析
text = "他有点意思"
result = enhanced_tokenize(text)
# 输出: {"tokens": [...], "entities": [...], "domain": "general"}
# 意图增强
enhanced = enhance_intent(text, result)
# 输出: {"original": "他有点意思", "resolved": "他很有趣", ...}
```
## Dependencies
- jieba >= 0.42.1
- hanlp >= 2.1.0
## Changelog
### v1.0.0
- 初始版本发布
- 基础分词与实体识别
- 歧义消解模块
- 成语/俗语识别