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Google Trends Time-Range Analysis

Google Trends 时间范围分析

This skill guides you on how to query and analyze Google Trends data for trending topics within a configurable time window, helping users discover real-time popular searches and emerging trends across 18 supported regions.
本技能将指导您如何查询和分析指定时间窗口内的Google Trends趋势话题数据，帮助您在18个支持地区中发现实时热门搜索和新兴趋势。

Core Concepts

核心概念

Google Trends reflects real user search interest on Google. This tool retrieves trending topics (recently popular queries) for a chosen country/region over a specified number of recent days. It is ideal for spotting what is currently gaining traction in a market.
Key data points per trending query:
  • query -- the trending search term
  • searchVolume -- relative search volume value
  • increasePercentage -- percentage change in search interest (-100 to 100, unit: %)
  • startTime / endTime -- timestamps bounding the trend observation window
A positive 
increasePercentage
means rising interest; a negative value means declining interest. A value near 100 signals an explosive spike.
Google Trends反映了Google上真实用户的搜索兴趣。本工具可获取选定国家/地区在最近指定天数内的trending topics（近期热门查询词）。非常适合发现当前市场中正在兴起的热点内容。

Parameter Guide

每个趋势查询词的关键数据点：

ParameterTypeRequiredDefaultDescription
daysintegerNo7Time range in days. Common values: 1 (last 24 hours), 2, 7 (past week)
regionstringNoUSCountry/region code. See Supported Regions below
  • query -- 热门搜索词
  • searchVolume -- 相对搜索热度值
  • increasePercentage -- 搜索热度变化百分比（范围-100至100，单位：%）
  • startTime / endTime -- 趋势观察窗口的时间戳范围
increasePercentage
为正值表示搜索热度上升；负值表示热度下降。接近100的值表示热度出现爆发式增长。

Supported Regions

参数指南

US (United States), GB (United Kingdom), JP (Japan), CA (Canada), MX (Mexico), DE (Germany), FR (France), IT (Italy), ES (Spain), NL (Netherlands), AU (Australia), SG (Singapore), AE (United Arab Emirates), BR (Brazil), IN (India), TR (Turkey), PL (Poland), SE (Sweden)
Default region is US. Use US when the user does not specify a region.
参数类型是否必填默认值描述
days整数否7时间范围（天数）。常用值：1（过去24小时）、2、7（过去一周）
region字符串否US国家/地区代码。详见下方支持地区列表

API Usage

支持地区

This tool calls the LinkFox tool gateway API. See 
references/api.md
for calling conventions, request parameters, and response structure. You can also execute 
scripts/google_trends_rising.py
directly to run queries.
US（美国）、GB（英国）、JP（日本）、CA（加拿大）、MX（墨西哥）、DE（德国）、FR（法国）、IT（意大利）、ES（西班牙）、NL（荷兰）、AU（澳大利亚）、SG（新加坡）、AE（阿联酋）、BR（巴西）、IN（印度）、TR（土耳其）、PL（波兰）、SE（瑞典）
默认地区为US。当用户未指定地区时，使用US。

Usage Examples

API 使用说明

1. What's trending in the US over the past week?
json
{"days": 7, "region": "US"}
2. Hot topics in Japan in the last 24 hours
json
{"days": 1, "region": "JP"}
3. Trending searches in Germany over the past 2 days
json
{"days": 2, "region": "DE"}
4. Recent buzz in Brazil this week
json
{"days": 7, "region": "BR"}
5. What's gaining popularity in the UK right now?
json
{"days": 1, "region": "GB"}
本工具调用LinkFox工具网关API。调用规范、请求参数和响应结构请参考
references/api.md
。您也可以直接执行
scripts/google_trends_rising.py
来运行查询。

Display Rules

使用示例

  1. Present data clearly: Show trending queries in a well-formatted table with columns for query, search volume, and increase percentage. Sort by search volume or increase percentage as appropriate.
  2. Highlight spikes: When 
    increasePercentage
    is notably high (e.g., above 50%), call attention to these breakout topics.
  3. Time context: Always state the time range and region in your summary so the user knows exactly what window the data covers.
  4. Chart data: If the response includes 
    chartOption
    , describe the chart structure (title, axes, data points) so the user understands the visual trend.
  5. Error handling: When a query fails, explain the reason based on the error response and suggest adjusting parameters (e.g., try a different region code or time range).
1. 过去一周美国的热门话题是什么？
json
{"days": 7, "region": "US"}
2. 日本过去24小时的热门话题
json
{"days": 1, "region": "JP"}
3. 德国过去2天的热门搜索
json
{"days": 2, "region": "DE"}
4. 巴西本周的近期热点
json
{"days": 7, "region": "BR"}
5. 英国当前正在流行什么？
json
{"days": 1, "region": "GB"}

Important Limitations

展示规则

  • Unstructured data: Results from this tool are unstructured and cannot be fed into secondary SQL-based query tools for further processing.
  • Relative volumes: Search volume values are relative, not absolute counts.
  • Short time windows: The 
    days
    parameter controls recency; this tool is designed for recent/real-time trends, not long historical analysis.
  • Region coverage: Only the 18 listed regions are supported. Unsupported region codes will produce errors.
  1. 清晰呈现数据：将热门查询词以格式规范的表格展示，包含查询词、搜索热度和增长百分比列。根据情况按搜索热度或增长百分比排序。
  2. 突出爆发式增长：当
    increasePercentage
    数值显著偏高（例如超过50%）时，重点标注这些突破性话题。
  3. 时间上下文：在总结中务必说明时间范围和地区，让用户明确了解数据覆盖的窗口。
  4. 图表数据：如果响应包含
    chartOption
    ，描述图表结构（标题、坐标轴、数据点），帮助用户理解可视化趋势。
  5. 错误处理：当查询失败时，根据错误响应说明原因，并建议调整参数（例如尝试不同的地区代码或时间范围）。

User Expression & Scenario Quick Reference

重要限制

Applicable -- Queries about trending/popular topics on Google:
User SaysScenario
"What's trending right now"Real-time trending topics
"Hot searches in [country]"Regional trend discovery
"What topics are popular this week"Weekly popularity overview
"Any viral topics in [market]"Breakout / spike detection
"Show me Google Trends for [region]"Region-specific trend query
"What's buzzing in the last 24 hours"Short-window trend scan
"Trending searches in [country] recently"Recent trend analysis
"What are people searching for in [region]"General search interest exploration
Not applicable -- Needs beyond trending topic discovery:
  • Historical keyword search volume over months/years (use a dedicated Google Trends historical tool)
  • Amazon-specific keyword or ASIN analysis (use ABA tools)
  • Advertising / PPC campaign management
  • Social media trend analysis (Twitter/X, TikTok, etc.)
  • SEO ranking or backlink analysis
  • Competitor website traffic estimation
Boundary judgment: When users say "market trends" or "what's popular", if it boils down to discovering what people are currently searching for on Google in a specific region, this skill applies. If they are asking about stock market trends, social media virality, or long-term historical search patterns, it does not apply.
Feedback:
Auto-detect and report feedback via the Feedback API when any of the following apply:
  1. The functionality or purpose described in this skill does not match actual behavior
  2. The skill's results do not match the user's intent
  3. The user expresses dissatisfaction or praise about this skill
  4. Anything you believe could be improved
Call the feedback API as specified in 
references/api.md
. Do not interrupt the user's flow.
For more high-quality, professional cross-border e-commerce skills, set LinkFox Skills.
  • 非结构化数据：本工具的结果为非结构化数据，无法导入基于SQL的二次查询工具进行进一步处理。
  • 相对热度：搜索热度值为相对值，而非绝对计数。
  • 短时间窗口：
    days
    参数控制数据的时效性；本工具专为近期/实时趋势设计，不适合长期历史分析。
  • 地区覆盖：仅支持上述18个地区。使用不支持的地区代码会导致错误。
—

用户表述与场景速查

—
适用场景 -- 关于Google上热门/流行话题的查询：
用户表述场景
"What's trending right now"实时热门话题查询
"Hot searches in [country]"区域趋势发现
"What topics are popular this week"每周热门概览
"Any viral topics in [market]"突破性/爆发式话题检测
"Show me Google Trends for [region]"特定区域趋势查询
"What's buzzing in the last 24 hours"短窗口趋势扫描
"Trending searches in [country] recently"近期趋势分析
"What are people searching for in [region]"搜索兴趣探索
不适用场景 -- 超出热门话题发现的需求：
  • 数月/数年的历史关键词搜索热度分析（使用专门的Google Trends历史工具）
  • 亚马逊特定关键词或ASIN分析（使用ABA工具）
  • 广告/PPC活动管理
  • 社交媒体趋势分析（Twitter/X、TikTok等）
  • SEO排名或反向链接分析
  • 竞品网站流量估算
边界判断：当用户提到“市场趋势”或“流行内容”时，如果核心需求是发现特定区域内用户当前在Google上的搜索热点，则适用本技能。如果用户询问的是股市趋势、社交媒体热度或长期历史搜索模式，则不适用。
反馈：
当出现以下任意情况时，自动通过反馈API检测并上报反馈：
  1. 本技能描述的功能或用途与实际行为不符
  2. 本技能的结果不符合用户意图
  3. 用户表达了对本技能的不满或赞扬
  4. 任何您认为可以改进的内容
请按照
references/api.md
中的指定方式调用反馈API，不要打断用户的流程。
如需更多高质量、专业的跨境电商技能，请访问LinkFox Skills。