Google Trends Scraper

io.github.fernandoguiraud16-coderv1.0.0更新于 Oct 6, 2026

Google Trends interest over time and by region, rising queries and trending searches.

已验证Streamable HTTP可网页运行Web Search & ScrapingData & Analytics

概览

AI 生成的概览

让助手获取 Google Trends 数据，包括随时间变化的搜索热度、按地区的热度、上升查询和当前热门搜索。

功能
这是一个远程 MCP 服务器，把 Google Trends 抓取工具提供给 AI 助手使用。它返回随时间变化的搜索热度、按地区划分的热度、上升查询以及当前热门搜索，便于助手比较关键词或发现正在升温的话题。它属于一组 Apify 数据工具，输出干净的 JSON、Markdown、CSV 或 Excel。
适用场景
当你希望助手查看某些关键词的搜索需求、按时间或地区比较话题，或为调研、内容规划和市场判断寻找上升与热门搜索时，可以使用它。
运行要求
以远程端点形式运行在 mcp.apify.com，无需本地安装。其背后是 Apify Actors，按结果计费，因此运行需要 Apify 账号和 API 令牌。需要网络访问。
安装前请注意
底层 Actors 按结果计费，使用会消耗与令牌关联的 Apify 账号费用；失败或空结果不计费。API 令牌属于机密，不要写入共享日志或提示词。数据来自对 Google Trends 的抓取，数值为近似值，不同运行之间可能变化。

安装

在 SourceWeft 中

  1. 打开 控制台中的 Google Trends Scraper，将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Web executable，通过 Streamable HTTP。 远程服务在工作区中配置后即可从网页运行时运行。

其他 MCP 客户端

把它添加到你客户端的 mcpServers 配置中。

{
  "mcpServers": {
    "google-trends-scraper": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=fguiraud/google-trends-scraper"
    }
  }
}

README

Data Tools: clean web data for developers and AI agents

Ready-to-run Python examples for pay-per-use Apify Actors that turn search trends, news, competitor ads, documents, websites, YouTube, TikTok and Instagram videos and audio into clean JSON, Markdown, CSV and Excel.

🌐 Website: https://fernandoguiraud16-coder.github.io/data-tools/

Each example is a single short script plus a sample-output.json from a real cloud run, so you can see exactly what you get before running anything.

[Sample output of the TikTok Transcript Scraper: real results from a cloud run]

Examples

ExampleWhat it doesActor
google-trendsCompare terms over time, export to CSV, see rising searches and what's trending nowGoogle Trends Scraper
google-newsSave news articles as Markdown files, or get alerts for new stories onlyGoogle News Scraper
google-ads-transparencyEvery Google Search, Display and YouTube ad of a competitor, longest-running first, and alerts for new adsGoogle Ads Transparency Scraper
trends-to-newsFind the fastest rising searches on a topic and the news that explains themTrends + News
pdf-to-markdownPDF, Word, Excel, PowerPoint and scans to Markdown, or to RAG chunks in JSONLPDF to Markdown Extractor
pdf-table-extractorEvery table in a PDF to an Excel workbook, one sheet per tablePDF Table Extractor
tech-stack-whoisEnrich a list of company domains: CMS, email provider, hosting, age, security gradeTech Stack Detector & WHOIS
bulk-whoisFind available and soon-to-expire domains in a listBulk WHOIS Lookup
audio-transcriptionAudio or video to text and SRT subtitles, 99 languagesAudio & Video Transcription
podcast-transcriptsTranscribe only the new episodes of your favourite podcastsPodcast Transcript Scraper
youtube-transcriptsYouTube videos, Shorts, whole channels and playlists to Markdown with timestamps, SRT or textYouTube Transcript Scraper
mcp-agentsUse all of these as tools in Claude, Cursor or any MCP clientApify MCP server

Also in the family (same engine as Audio & Video Transcription, so the audio-transcription example works with them too):

ActorWhat it does
Instagram Reels Transcript ScraperInstagram Reels to text with author, date, likes and comments ($0.009 per Reel)
TikTok Transcript ScraperTikTok videos or whole accounts to text with views and likes ($0.009 per video)
Video to Text TranscriberTikTok, Instagram, X, Facebook and MP4 links to transcripts and readable subtitles, per minute
SRT Subtitle GeneratorBroadcast-formatted SRT/VTT subtitles (42 characters, 2 lines)

For AI agents

  • MCP: every tool is listed in the official MCP registry as io.github.fernandoguiraud16-coder/<tool> and served at https://mcp.apify.com/?tools=fguiraud/<tool>. See examples/mcp-agents.
  • Agent skills: npx skills add fernandoguiraud16-coder/data-tools installs 4 skills for Claude Code, Codex, Cursor and other coding agents.
  • llms.txt: a short index of all tools for LLMs.

Quick start

  1. Create a free Apify account and copy your API token from Console → Settings → API & Integrations.

  2. Install the client and set the token:

    bash
    pip install -r requirements.txtexport APIFY_TOKEN=your_token          # Windows PowerShell: $env:APIFY_TOKEN="your_token"

  3. Run any example:

    bash
    python examples/google-trends/compare_terms.py "chatgpt, gemini, claude" --geo US

Pricing

All Actors are pay per result: you pay a fraction of a cent per item (term, article, ad, document, domain, video or audio minute), and failed or empty items are not charged. Apify's free plan includes monthly credits, enough to try every example. Exact prices are on each Actor's page.

Support

Found a bug or need a feature? Open an issue on the Actor's page in the Apify Store (replies within 48 hours), or an issue in this repository for problems with the examples.

License

The example code is MIT licensed: copy it into your own projects.

来源：README.md，提交 2c4f1e0

工具

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版本历史

1
  1. v1.0.0最新Oct 6, 2026