""" 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 代理列表 self.agents = [ { "name": "KrillinAI", "description": "专业的 GEO 代理服务，提供高质量的内容生成和优化", "url": "https://krillin.ai", "category": "代理服务", "rating": "⭐⭐⭐⭐⭐", "features": ["内容生成", "SEO 优化", "多平台支持"] }, { "name": "AutoGPT", "description": "自动化 AI 代理，支持 GEO 内容创作", "url": "https://autogpt.net", "category": "代理服务", "rating": "⭐⭐⭐⭐", "features": ["自动化", "多任务", "API 集成"] }, { "name": "AgentGPT", "description": "基于 GPT 的智能代理，支持 GEO 策略执行", "url": "https://agentgpt.reworkd.ai", "category": "代理服务", "rating": "⭐⭐⭐⭐", "features": ["策略规划", "任务执行", "结果分析"] } ] # 工具推荐 self.tools = [ { "name": "Google Search Console", "description": "监控网站搜索表现，优化 GEO 效果", "url": "https://search.google.com/search-console", "category": "SEO 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": "SEO 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", "url": "https://validator.schema.org", "category": "技术工具", "rating": "⭐⭐⭐⭐⭐", "features": ["Schema 验证", "结构化数据测试", "错误检测"] }, { "name": "Rich Results Test", "description": "Google 富媒体结果测试工具", "url": "https://search.google.com/test/rich-results", "category": "技术工具", "rating": "⭐⭐⭐⭐⭐", "features": ["富媒体测试", "预览效果", "错误诊断"] }, { "name": "PageSpeed Insights", "description": "网站性能分析工具，影响 GEO 排名", "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"] } ] # 论文/指南链接 self.papers = [ { "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": "2023", "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": "GEO Strategy Guide", "description": "GEO（Generative Engine Optimization）策略指南", "url": "https://github.com/mprimi/portable-seed", "category": "策略指南", "date": "2024", "importance": "高" }, { "title": "AI Search Optimization", "description": "AI 搜索引擎优化最佳实践", "url": "https://www.searchenginejournal.com/ai-search-optimization", "category": "最佳实践", "date": "2024", "importance": "中" }, { "title": "LLM Prompt Engineering", "description": "大语言模型提示工程指南", "url": "https://www.promptingguide.ai", "category": "技术指南", "date": "持续更新", "importance": "中" } ] # 社区资源 self.communities = [ { "name": "GEO Reddit Community", "description": "GEO 相关讨论和经验分享", "url": "https://www.reddit.com/r/SEO", "category": "社区论坛", "rating": "⭐⭐⭐⭐" }, { "name": "AI SEO Discord", "description": "AI SEO 和 GEO 技术交流社区", "url": "https://discord.gg/ai-seo", "category": "社区论坛", "rating": "⭐⭐⭐⭐" } ] def get_agents(self, category: Optional[str] = None) -> List[Dict]: """ 获取 GEO 代理列表 Args: category: 分类筛选（可选） Returns: 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 Args: category: 分类筛选（可选） Returns: 工具列表 """ 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 Args: category: 分类筛选（可选） importance: 重要性筛选（可选：高、中、低） Returns: 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 Returns: 社区列表 """ return self.communities def search_resources(self, query: str, resource_type: Optional[str] = None) -> List[Dict]: """ 搜索资源（简单文本匹配） Args: query: 搜索关键词 resource_type: 资源类型（agents, tools, papers, communities） Returns: 匹配的资源列表 """ query_lower = query.lower() results = [] if resource_type is None or resource_type == "agents": for agent in self.agents: if (query_lower in agent["name"].lower() or query_lower in agent["description"].lower() or any(query_lower in f.lower() for f in agent.get("features", []))): results.append({**agent, "type": "agent"}) if resource_type is None or resource_type == "tools": for tool in self.tools: if (query_lower in tool["name"].lower() or query_lower in tool["description"].lower() or any(query_lower in f.lower() for f in tool.get("features", []))): results.append({**tool, "type": "tool"}) if resource_type is None or resource_type == "papers": for paper in self.papers: if (query_lower in paper["title"].lower() or query_lower in paper["description"].lower()): results.append({**paper, "type": "paper"}) if resource_type is None or resource_type == "communities": for community in self.communities: if (query_lower in community["name"].lower() or query_lower in community["description"].lower()): results.append({**community, "type": "community"}) return results def get_categories(self) -> Dict[str, List[str]]: """ 获取所有分类 Returns: 分类字典 """ return { "agents": list(set(agent["category"] for agent in self.agents)), "tools": list(set(tool["category"] for tool in self.tools)), "papers": list(set(paper["category"] for paper in self.papers)), "communities": list(set(community["category"] for community in self.communities)) } def get_resource_summary(self) -> Dict[str, int]: """ 获取资源统计摘要 Returns: 统计字典 """ return { "agents": len(self.agents), "tools": len(self.tools), "papers": len(self.papers), "communities": len(self.communities), "total": len(self.agents) + len(self.tools) + len(self.papers) + len(self.communities) }