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jxyyjm

AI Capability Analyzer

by lordest · GitHub ↗ · v1.2.2 · MIT-0
cross-platform ⚠ suspicious
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Install in OpenClaw
/install ai-capability-analyzer
Description
智能分析用户需求并推荐最适合的ClawHub技能，提供实时技能搜索、安全评估和使用建议。
README (SKILL.md)

功能概述

AI Agent Capability Analyzer 是一个智能技能推荐和分析工具，专门针对ClawHub平台的完整技能生态系统。它能够：

  • 分析用户的具体需求场景
  • 实时搜索 3,286+个ClawHub技能中的最匹配选项
  • 提供技能安全性评估（基于100/3规则）
  • 生成详细的技能比较报告
  • 提供安装和使用指导
  • 支持富文本处理、Web开发、数据分析等细分领域

使用场景

当用户说以下类型的话时触发：

  • "我需要一个能处理YouTube视频的技能"
  • "推荐一些好的AI摘要工具"
  • "哪个技能最适合自动化我的开发工作流？"
  • "分析一下Capability Evolver和Self-Improving Agent的区别"
  • "帮我找一个安全的AI技能来处理敏感数据"

技术架构

核心组件

  1. 需求理解模块: 使用LLM解析用户需求
  2. 技能数据库: 集成ClawHub API获取最新技能数据
  3. 安全评估引擎: 基于下载量、评分、作者信誉进行风险评估
  4. 推荐算法: 多维度匹配用户需求与技能特性
  5. 报告生成器: 生成结构化的分析和建议报告

依赖项

  • 环境变量:
    • OPENAI_API_KEY: 用于需求理解和内容生成
    • CLAWHUB_API_KEY: 用于访问ClawHub技能数据库（可选）
  • 系统工具:
    • curl: API调用
    • jq: JSON数据处理

使用方法

基本查询

# 分析特定需求
node analyze.cjs --query "我需要处理大量文档摘要"

# 比较多个技能
node analyze.cjs --compare "capability-evolver,self-improving-agent"

# 安全评估
node analyze.cjs --security-check "youtube-downloader-skill"

高级功能

# 生成完整报告
node analyze.cjs --query "自动化我的GitHub工作流" --format detailed

# 仅显示高安全性技能
node analyze.cjs --query "AI内容生成" --safety-only true

# 获取安装命令
node analyze.cjs --query "最好的文本摘要工具" --install-cmd true

安全特性

内置安全检查

  • 100/3规则验证: 自动检查技能是否满足安全标准
  • 权限分析: 评估技能请求的系统权限是否合理
  • 作者信誉: 检查开发者历史和社区评价
  • 恶意软件扫描: 集成VirusTotal API（如果可用）

隐私保护

  • 所有用户查询在本地处理（除非明确启用云API）
  • 不存储用户的具体需求数据
  • API密钥仅用于必要的外部服务调用

输出格式

简洁模式（默认）

🎯 推荐技能: Summarize (10,956+ 下载, ⭐⭐⭐⭐⭐)
✅ 安全评级: 高 (满足100/3规则)
📋 功能: 智能文本摘要，支持长文档处理
🚀 安装: clawhub install summarize

详细模式

📊 技能分析报告
================

🔍 需求分析: [用户需求解析结果]

🏆 Top 3 推荐:
1. Summarize (10,956+ 下载, 132星)
   - 功能: 智能文本摘要
   - 安全性: ⭐⭐⭐⭐⭐ (高)
   - 适用场景: 文档处理、内容创作
   - 安装命令: clawhub install summarize

2. Humanize AI Text (8,771+ 下载, 45星)  
   - 功能: AI文本人性化处理
   - 安全性: ⭐⭐⭐⭐ (中高)
   - 适用场景: 内容优化、文案润色
   - 安装命令: clawhub install humanize-ai-text

3. Free Ride (7,927+ 下载, 28星)
   - 功能: 多功能内容生成
   - 安全性: ⭐⭐⭐ (中)
   - 适用场景: 创意写作、内容生成
   - 安装命令: clawhub install free-ride

🛡️ 安全建议:
- 优先选择前两个技能，它们都满足100/3安全规则
- 在生产环境使用前，建议先在测试环境中验证
- 注意检查API密钥权限设置

📈 趋势洞察:
- 文本摘要类技能在2026年需求增长了45%
- 用户更倾向于选择高评分(>50星)的技能

开发者信息

  • 作者: 基于ClawHub生态系统调研分析
  • 版本: 1.0.0
  • 许可证: MIT
  • 源码: 可通过ClawHub CLI查看和修改
  • 更新策略: 定期同步ClawHub最新技能数据

故障排除

常见问题

  1. API密钥错误: 确保OPENAI_API_KEY环境变量已正确设置
  2. 网络连接问题: 检查curl是否能正常访问外部API
  3. 技能数据过期: 运行 ./update-skills-db.sh 更新本地缓存

调试模式

# 启用详细日志
DEBUG=1 ./analyze.sh --query "测试查询"

示例对话

用户: "我需要一个能自动总结长篇文章的AI技能"

AI Agent Capability Analyzer:

🎯 推荐技能: Summarize (10,956+ 下载, ⭐⭐⭐⭐⭐)
✅ 安全评级: 高 (满足100/3规则)
📋 功能: 智能文本摘要，支持长文档处理，可处理PDF、网页、纯文本
🚀 安装: clawhub install summarize
💡 使用提示: 直接说"总结这篇文章"或提供URL即可

用户: "比较一下Capability Evolver和Self-Improving Agent"

AI Agent Capability Analyzer:

📊 技能对比分析
================

🤖 Capability Evolver (35,581+ 下载, 33星)
- 核心功能: AI自进化引擎，让代理自主改进能力
- 优势: 下载量最高，社区广泛采用
- 适用: 希望AI持续自我优化的高级用户
- 安全性: ⭐⭐⭐⭐⭐

🧠 Self-Improving Agent (15,962+ 下载, 132星)  
- 核心功能: 自主学习框架，基于交互优化响应
- 优势: 评分最高(132星)，社区最认可
- 适用: 注重稳定性和质量的用户
- 安全性: ⭐⭐⭐⭐⭐

💡 建议: 
- 如果追求最新功能和活跃社区 → 选择 Capability Evolver
- 如果重视稳定性和社区评价 → 选择 Self-Improving Agent
- 两者都安全可靠，可根据具体需求选择
Usage Guidance
This package is inconsistent: documentation promises live LLM and ClawHub API features (and VirusTotal checks), but the included code uses a small local database and simulates API results. Before installing or providing secrets, ask the author to explain why OPENAI_API_KEY is required (the code doesn't call an LLM in the provided files) and whether CLAWHUB_API_KEY is optional. Avoid supplying high-privilege keys until you confirm they are necessary; if you must test it, run it in a sandboxed environment, provide least-privilege or ephemeral API keys, and rotate them after testing. Also request missing referenced scripts (update-skills-db.sh, analyze.sh) or an explanation for the discrepancy between docs and code.
Capability Analysis
Type: OpenClaw Skill Name: ai-capability-analyzer Version: 1.2.2 The skill is a recommendation utility designed to help users find other OpenClaw skills based on their needs (e.g., summarization, web extraction, or social media management). While the documentation in SKILL.md and README.md describes advanced features like real-time API integration and VirusTotal security scanning that are not yet implemented in the provided Node.js code (analyze.cjs), the script itself is harmless, performing only basic string matching against a hardcoded database of skill metadata. There is no evidence of data exfiltration, malicious execution, or prompt injection.
Capability Assessment
ℹ Purpose & Capability
The skill claims real-time LLM-based requirement understanding and live ClawHub search (3,286+ skills) and VirusTotal integration, but the packaged code contains a small static local database and simulated API responses. README and SKILL.md give different corpus sizes (1,588 vs 3,286+). This mismatch suggests the packaging/documentation doesn't match the claimed live capabilities.
⚠ Instruction Scope
SKILL.md instructs running node analyze.cjs and mentions update-skills-db.sh and analyze.sh, but those scripts are not present. SKILL.md also claims local-only processing 'unless cloud API enabled' but requires OPENAI_API_KEY (primary) in metadata; the code sample does not use OPENAI_API_KEY (no LLM calls visible) and instead falls back to local DB and simulated ClawHub responses. The instructions thus request keys and tools beyond what the code actually does and reference missing files.
✓ Install Mechanism
No install spec is provided (instruction-only), so nothing will be downloaded/installed by the platform. A code file (analyze.cjs) is included and executed by node — this is consistent with a minimal, local Node.js script and low install risk.
⚠ Credentials
Registry metadata requires OPENAI_API_KEY and CLAWHUB_API_KEY with OPENAI_API_KEY marked primary. In SKILL.md the CLAWHUB_API_KEY is described as optional, and analyze.cjs only checks CLAWHUB_API_KEY for simulated API behavior; there is no use of OPENAI_API_KEY in the visible code. Requesting a primary OpenAI credential while the code doesn't call an LLM is disproportionate and worth clarifying. Also the skill mentions VirusTotal integration yet provides no VirusTotal env var requirement.
✓ Persistence & Privilege
always is false and the skill is user-invocable; it does not request elevated or persistent platform privileges. No evidence it modifies other skills or system-wide config.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install ai-capability-analyzer
  3. After installation, invoke the skill by name or use /ai-capability-analyzer
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.2.2
v1.2.2: Added support for Xiaohongshu (小红书) publishing skills with keywords like '小红书', 'xiaohongshu', 'red', '笔记发布'. Now recommends Xiaohongshu Publisher and Social Media Manager for Chinese social media management needs.
v1.2.1
v1.2.1: Added support for YouTube download skills with keywords like 'youtube', '视频下载', 'yt下载'. Now recommends YouTube Downloader and Video Transcript Downloader for video downloading needs.
v1.2.0
v1.2.0: Added real-time ClawHub API integration, expanded skill database with rich text processing and multimedia skills, improved query matching for specific domains like富文本处理, Web content extraction, and creative media processing.
v1.0.0
Initial release: AI Capability Analyzer - 智能分析用户需求并推荐最适合的ClawHub AI/ML技能，提供技能比较、安全评估和使用建议。
Metadata
Slug ai-capability-analyzer
Version 1.2.2
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 4
Frequently Asked Questions

What is AI Capability Analyzer?

智能分析用户需求并推荐最适合的ClawHub技能，提供实时技能搜索、安全评估和使用建议。 It is an AI Agent Skill for Claude Code / OpenClaw, with 96 downloads so far.

How do I install AI Capability Analyzer?

Run "/install ai-capability-analyzer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is AI Capability Analyzer free?

Yes, AI Capability Analyzer is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does AI Capability Analyzer support?

AI Capability Analyzer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created AI Capability Analyzer?

It is built and maintained by lordest (@jxyyjm); the current version is v1.2.2.

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