Apify data tools: Threads, Yelp, transcripts, Trends, Airbnb, Jumia

io.github.headplyPublished by GitHub account headplyv1.0.0Updated Oct 24, 2026

Web data tools: Threads, Yelp, YouTube/TikTok transcripts, Google Trends, Airbnb, Jumia prices.

The publisher's own server: Apify MCP Server

Overview

AI-generated overview

Remote Apify-hosted MCP server that gives an assistant scrapers for Threads, Yelp, video transcripts, Google Trends, Airbnb/Vrbo and Jumia data.

What you can do
  • Collect Threads posts, reply trees, profiles and keyword search results
  • Pull Yelp business listings and full reviews, including owner replies
  • Fetch TikTok and YouTube transcripts for videos, channels and playlists
  • Query Google Trends keyword comparisons and Trending Now searches by country
  • Estimate Airbnb/Vrbo occupancy, ADR and revenue, and track Jumia prices and sellers
When to use it
Useful when you need live public web data for market research, lead lists, brand monitoring, trend comparison, short-term rental analysis or price tracking, without writing your own scrapers.
Requirements
A remote MCP endpoint at mcp.apify.com, reachable over the network. An Apify account is required: sign in with OAuth or supply an Apify API token in the Authorization header. Usage is billed per result by Apify.
Before you install
The Authorization header carries an Apify API token, so keep it secret. Scraping is pay-per-result and consumes Apify credit, so large runs cost money. Queries and collected data are processed by Apify and the underlying Actors, and results may include third-party personal or business contact details.

Installation

In SourceWeft

  1. Open Apify data tools: Threads, Yelp, transcripts, Trends, Airbnb, Jumia in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.headply%2Fapify-data-tools/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "apify-data-tools-threads-yelp-transcript": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=headply/threads-scraper,headply/threads-keyword-search-scraper,headply/yelp-scraper,headply/yelp-reviews-scraper,headply/tiktok-youtube-transcript-scraper,headply/google-trends-scraper,headply/google-trends-trending-now,headply/airbnb-occupancy-revenue-estimator,headply/airbnb-vrbo-scraper,headply/jumia-price-intelligence"
    }
  }
}

README

Apify data tools MCP: Threads, Yelp, transcripts, Google Trends, Airbnb, Jumia

Give Claude, Cursor, VS Code or any MCP client live web data tools. One remote MCP server, no install: it runs the headply Apify Actors as tools through Apify's hosted MCP server.

ToolWhat it returns
headply/threads-scraperThreads posts, full reply trees, profiles and keyword searchStore page
headply/threads-keyword-search-scraperSearch Threads by keyword; posts with engagementStore page
headply/yelp-scraperEvery Yelp business in a city with phone, website, hours and reviewsStore page
headply/yelp-reviews-scraperAll Yelp reviews for a business, owner replies, only-new modeStore page
headply/tiktok-youtube-transcript-scraperTranscripts for TikTok/YouTube videos, channels, playlistsStore page
headply/google-trends-scraperGoogle Trends: many keywords on one scale, daily history, regionsStore page
headply/google-trends-trending-nowEvery Google Trends Trending Now search for any countryStore page
headply/airbnb-occupancy-revenue-estimatorAirbnb occupancy, ADR, RevPAR and revenue by marketStore page
headply/airbnb-vrbo-scraperAirbnb + Vrbo listings with calendars, occupancy and revenueStore page
headply/jumia-price-intelligenceJumia prices and sellers in 8 African countriesStore page

Ask things like "Compare ChatGPT, Claude and Gemini on Google Trends over 5 years", "List every plumber in Austin on Yelp with phone numbers", "Transcribe this YouTube channel's last 10 videos", "What is the Airbnb occupancy rate in Gatlinburg?" or "What are people on Threads saying about our brand today?"

Connect

Remote server URL:

https://mcp.apify.com/?tools=headply/threads-scraper,headply/threads-keyword-search-scraper,headply/yelp-scraper,headply/yelp-reviews-scraper,headply/tiktok-youtube-transcript-scraper,headply/google-trends-scraper,headply/google-trends-trending-now,headply/airbnb-occupancy-revenue-estimator,headply/airbnb-vrbo-scraper,headply/jumia-price-intelligence

Claude Desktop / Claude.ai (Settings -> Connectors -> Add custom connector): paste the URL above; sign in to Apify when asked (free account includes monthly credit).

Cursor (~/.cursor/mcp.json) or VS Code (MCP: Open User Configuration):

json
{  "mcpServers": {    "headply-data-tools": {      "url": "https://mcp.apify.com/?tools=headply/threads-scraper,headply/threads-keyword-search-scraper,headply/yelp-scraper,headply/yelp-reviews-scraper,headply/tiktok-youtube-transcript-scraper,headply/google-trends-scraper,headply/google-trends-trending-now,headply/airbnb-occupancy-revenue-estimator,headply/airbnb-vrbo-scraper,headply/jumia-price-intelligence",      "headers": { "Authorization": "Bearer <YOUR_APIFY_TOKEN>" }    }  }}

Get a token at https://console.apify.com/settings/integrations. Want only one tool? Use https://mcp.apify.com/?tools=headply/yelp-scraper (any single tool id from the table).

Pricing

Pay per result, charged by Apify: Threads $1.80 / 1,000 posts, Yelp $3 / 1,000 businesses and $0.30 / 1,000 reviews, transcripts $5 / 1,000 videos, Google Trends $3 / 1,000 keyword series, Airbnb $4 / 1,000 listings (+$6 with occupancy), Jumia $2.50 / 1,000 products. Cheaper on paid Apify plans.

Command-line versions

google-trends-bulk-compare · youtube-tiktok-transcripts · airbnb-occupancy-calculator · yelp-lead-list · threads-brand-monitor · jumia-price-tracker

MIT licensed.

Source: README.md at commit 91b8c8c

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

1
  1. v1.0.0LatestSep 27, 2026

Score

85% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

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