""" GEO 资源推荐模块 提供 GEO 代理、工具、论文等资源推荐，增强工具生态 """ from typing import List, Dict, Optional from datetime import datetime class ResourceRecommender: """GEO 资源推荐器""" def __init__(self): # GEO 代理/服务列表 self.agents = [ { "name": "Perplexity AI", "description": "AI 搜索引擎，可用于验证 GEO 效果", "url": "https://www.perplexity.ai", "category": "AI 搜索", "rating": "⭐⭐⭐⭐⭐", "features": ["实时搜索", "引用来源", "多模型支持"] }, { "name": "ChatGPT Search", "description": "OpenAI 的搜索功能，验证品牌在 AI 搜索中的表现", "url": "https://chat.openai.com", "category": "AI 搜索", "rating": "⭐⭐⭐⭐⭐", "features": ["GPT-4", "实时联网", "引用分析"] }, { "name": "Google SGE", "description": "Google 搜索生成体验，了解 AI 搜索趋势", "url": "https://search.google", "category": "AI 搜索", "rating": "⭐⭐⭐⭐", "features": ["AI 摘要", "来源引用", "搜索结果"] }, { "name": "Jasper AI", "description": "AI 内容创作平台，支持 SEO 优化内容生成", "url": "https://www.jasper.ai", "category": "内容生成", "rating": "⭐⭐⭐⭐", "features": ["模板丰富", "品牌声音", "SEO 优化"] }, { "name": "Surfer SEO", "description": "SEO 内容优化工具，支持 SERP 分析", "url": "https://surferseo.com", "category": "SEO 工具", "rating": "⭐⭐⭐⭐", "features": ["内容评分", "关键词分析", "SERP 分析"] } ] # 工具推荐 self.tools = [ { "name": "Google Search Console", "description": "监控网站在 Google 搜索中的表现", "url": "https://search.google.com/search-console", "category": "搜索引擎工具", "rating": "⭐⭐⭐⭐⭐", "features": ["搜索分析", "索引监控", "性能报告"] }, { "name": "Bing Webmaster Tools", "description": "Bing 搜索引擎的网站管理工具", "url": "https://www.bing.com/webmasters", "category": "搜索引擎工具", "rating": "⭐⭐⭐⭐", "features": ["索引提交", "搜索分析", "URL 检查"] }, { "name": "Schema.org Validator", "description": "验证 JSON-LD Schema 标记是否正确", "url": "https://validator.schema.org", "category": "结构化数据", "rating": "⭐⭐⭐⭐⭐", "features": ["Schema 验证", "结构化数据测试", "错误检测"] }, { "name": "Google Rich Results Test", "description": "测试网页是否支持 Google 富媒体搜索结果", "url": "https://search.google.com/test/rich-results", "category": "结构化数据", "rating": "⭐⭐⭐⭐⭐", "features": ["富媒体测试", "预览效果", "错误诊断"] }, { "name": "PageSpeed Insights", "description": "分析网页性能，Core Web Vitals 指标", "url": "https://pagespeed.web.dev", "category": "性能工具", "rating": "⭐⭐⭐⭐⭐", "features": ["性能分析", "优化建议", "移动端测试"] }, { "name": "Ahrefs", "description": "SEO 工具套件，关键词研究和竞品分析", "url": "https://ahrefs.com", "category": "SEO 工具", "rating": "⭐⭐⭐⭐⭐", "features": ["关键词研究", "反向链接分析", "竞品分析"] }, { "name": "SEMrush", "description": "数字营销工具，SEO 和内容营销分析", "url": "https://www.semrush.com", "category": "SEO 工具", "rating": "⭐⭐⭐⭐⭐", "features": ["关键词研究", "站点审计", "内容优化"] }, { "name": "Clearscope", "description": "AI 内容优化工具，提升内容相关性", "url": "https://www.clearscope.io", "category": "内容优化", "rating": "⭐⭐⭐⭐", "features": ["内容评分", "关键词建议", "竞品分析"] } ] # 论文/指南链接 self.papers = [ { "title": "GEO: Generative Engine Optimization (arXiv)", "description": "GEO 原始研究论文，定义了生成式引擎优化的概念和方法", "url": "https://arxiv.org/abs/2311.09735", "category": "学术论文", "date": "2023", "importance": "高" }, { "title": "Google E-E-A-T Guidelines", "description": "Google 官方 E-E-A-T 指南，GEO 核心原则", "url": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content", "category": "官方指南", "date": "2024", "importance": "高" }, { "title": "Google Search Quality Rater Guidelines", "description": "Google 搜索质量评估指南，详细的 E-E-A-T 标准", "url": "static.googleusercontent.com/media/guidelines.raterhub.com/en//searchqualityevaluatorguidelines.pdf", "category": "官方指南", "date": "2024", "importance": "高" }, { "title": "Schema.org Documentation", "description": "Schema.org 结构化数据完整文档", "url": "https://schema.org", "category": "技术文档", "date": "持续更新", "importance": "高" }, { "title": "Google Structured Data Guidelines", "description": "Google 结构化数据指南和最佳实践", "url": "https://developers.google.com/search/docs/appearance/structured-data", "category": "技术文档", "date": "2024", "importance": "高" }, { "title": "AI Search Optimization Guide", "description": "AI 搜索引擎优化最佳实践指南", "url": "https://www.searchenginejournal.com/ai-search-optimization", "category": "最佳实践", "date": "2024", "importance": "中" }, { "title": "LLM Prompt Engineering Guide", "description": "大语言模型提示工程完整指南", "url": "https://www.promptingguide.ai", "category": "技术指南", "date": "持续更新", "importance": "中" }, { "title": "Content Quality Guidelines", "description": "高质量内容创作指南", "url": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content", "category": "内容指南", "date": "2024", "importance": "中" } ] # 社区资源 self.communities = [ { "name": "r/SEO (Reddit)", "description": "Reddit SEO 社区，讨论 SEO 和 GEO 策略", "url": "https://www.reddit.com/r/SEO", "category": "论坛社区", "rating": "⭐⭐⭐⭐⭐" }, { "name": "r/ChatGPT (Reddit)", "description": "ChatGPT 社区，讨论 AI 搜索和 GEO 应用", "url": "https://www.reddit.com/r/ChatGPT", "category": "论坛社区", "rating": "⭐⭐⭐⭐" }, { "name": "SEO Twitter/X Community", "description": "SEO 和 GEO 从业者 Twitter 社区", "url": "https://twitter.com/search?q=SEO%20GEO", "category": "社交媒体", "rating": "⭐⭐⭐⭐" }, { "name": "Google Search Central Community", "description": "Google 官方搜索社区", "url": "https://support.google.com/webmasters/community", "category": "官方社区", "rating": "⭐⭐⭐⭐⭐" }, { "name": "Moz Community", "description": "Moz SEO 社区，丰富的 SEO 资源", "url": "https://moz.com/community", "category": "论坛社区", "rating": "⭐⭐⭐⭐" } ] def get_agents(self, category: Optional[str] = None) -> List[Dict]: """获取 GEO 代理列表""" if category: return [agent for agent in self.agents if agent.get("category") == category] return self.agents def get_tools(self, category: Optional[str] = None) -> List[Dict]: """获取工具推荐列表""" if category: return [tool for tool in self.tools if tool.get("category") == category] return self.tools def get_papers(self, category: Optional[str] = None, importance: Optional[str] = None) -> List[Dict]: """获取论文/指南列表""" result = self.papers if category: result = [p for p in result if p.get("category") == category] if importance: result = [p for p in result if p.get("importance") == importance] return result def get_communities(self) -> List[Dict]: """获取社区资源列表""" return self.communities def get_resource_summary(self) -> Dict: """获取资源统计摘要""" return { "total": len(self.agents) + len(self.tools) + len(self.papers) + len(self.communities), "agents": len(self.agents), "tools": len(self.tools), "papers": len(self.papers), "communities": len(self.communities) } def search_resources(self, query: str, resource_type: Optional[str] = None) -> List[Dict]: """搜索资源""" query_lower = query.lower() results = [] # 搜索所有资源 all_resources = [] if resource_type is None or resource_type == "agents": for agent in self.agents: agent["type"] = "agent" all_resources.append(agent) if resource_type is None or resource_type == "tools": for tool in self.tools: tool["type"] = "tool" all_resources.append(tool) if resource_type is None or resource_type == "papers": for paper in self.papers: paper["type"] = "paper" all_resources.append(paper) if resource_type is None or resource_type == "communities": for community in self.communities: community["type"] = "community" all_resources.append(community) # 搜索匹配 for resource in all_resources: name = resource.get("name", resource.get("title", "")).lower() description = resource.get("description", "").lower() category = resource.get("category", "").lower() features = " ".join(resource.get("features", [])).lower() if (query_lower in name or query_lower in description or query_lower in category or query_lower in features): results.append(resource) return results