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Social Media Data Extractor

Extract public posts, comments, and profiles from Instagram, TikTok, and Reddit via Apify for trend analysis and audience insights with structured JSON output.

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Extract public posts, comments, and profiles from Instagram, TikTok, and Reddit via Apify for trend analysis and audience insights with structured JSON output.

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Requirements

Target platform
OpenClaw
Install method
Manual import
Extraction
Extract archive
Prerequisites
OpenClaw
Primary doc
SKILL.md

Package facts

Download mode
Manual review
Package format
ZIP package
Source platform
Tencent SkillHub
What's included
SKILL.md

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Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
1.0.0

Documentation

ClawHub primary doc Primary doc: SKILL.md 17 sections Open source page

Overview

This skill enables Claude to extract public data from Instagram, TikTok, and Reddit for trend analysis, content research, competitor monitoring, and audience insights โ€” powered by the Apify platform. ๐Ÿ”— Sign up for Apify here: https://www.apify.com/?fpr=dx06p

What This Skill Does

Extract public posts, hashtags, and profiles from Instagram Scrape trending videos, comments, and creator stats from TikTok Pull posts, threads, comments, and subreddit data from Reddit Aggregate data across platforms for unified trend analysis Output structured JSON data ready for analysis, dashboards, or export

Step 1 โ€” Get Your Apify API Token

Go to https://www.apify.com/?fpr=dx06p and create a free account Once logged in, navigate to Settings โ†’ Integrations Direct link: https://console.apify.com/account/integrations Copy your Personal API Token โ€” format: apify_api_xxxxxxxxxxxxxxxx Store it as an environment variable: export APIFY_TOKEN=apify_api_xxxxxxxxxxxxxxxx Free tier includes $5/month of free compute โ€” enough for regular trend monitoring runs.

Step 2 โ€” Install the Apify Client

npm install apify-client

Instagram

Actor IDPurposeapify/instagram-scraperScrape posts, hashtags, profiles, reelsapify/instagram-hashtag-scraperExtract posts by hashtagapify/instagram-comment-scraperPull comments from a specific post

TikTok

Actor IDPurposeapify/tiktok-scraperScrape videos, profiles, hashtag feedsapify/tiktok-hashtag-scraperTrending content by hashtagapify/tiktok-comment-scraperComments from a specific video

Reddit

Actor IDPurposeapify/reddit-scraperPosts and comments from subredditsapify/reddit-search-scraperSearch Reddit by keyword

Extract Instagram Posts by Hashtag

import ApifyClient from 'apify-client'; const client = new ApifyClient({ token: process.env.APIFY_TOKEN }); const run = await client.actor("apify/instagram-hashtag-scraper").call({ hashtags: ["trending", "viral", "fyp"], resultsLimit: 50 }); const { items } = await run.dataset().getData(); // Each item contains: // { id, shortCode, caption, likesCount, commentsCount, // timestamp, ownerUsername, url, hashtags[] } console.log(`Extracted ${items.length} posts`);

Extract TikTok Trending Videos by Hashtag

const run = await client.actor("apify/tiktok-hashtag-scraper").call({ hashtags: ["trending", "lifehack"], resultsPerPage: 30, shouldDownloadVideos: false }); const { items } = await run.dataset().getData(); // Each item contains: // { id, text, createTime, authorMeta, musicMeta, // diggCount, shareCount, playCount, commentCount }

Scrape a Subreddit for Trend Analysis

const run = await client.actor("apify/reddit-scraper").call({ startUrls: [ { url: "https://www.reddit.com/r/technology/" }, { url: "https://www.reddit.com/r/worldnews/" } ], maxPostCount: 100, maxComments: 20, sort: "hot" }); const { items } = await run.dataset().getData(); // Each item contains: // { title, score, upvoteRatio, numComments, author, // created, url, selftext, subreddit, comments[] }

Multi-Platform Trend Aggregation

const [igRun, ttRun, rdRun] = await Promise.all([ client.actor("apify/instagram-hashtag-scraper").call({ hashtags: ["aitools"], resultsLimit: 30 }), client.actor("apify/tiktok-hashtag-scraper").call({ hashtags: ["aitools"], resultsPerPage: 30 }), client.actor("apify/reddit-search-scraper").call({ queries: ["AI tools 2025"], maxItems: 30 }) ]); const [igData, ttData, rdData] = await Promise.all([ igRun.dataset().getData(), ttRun.dataset().getData(), rdRun.dataset().getData() ]); const aggregated = { instagram: igData.items, tiktok: ttData.items, reddit: rdData.items, totalPosts: igData.items.length + ttData.items.length + rdData.items.length, extractedAt: new Date().toISOString() };

Using the REST API Directly

const response = await fetch( "https://api.apify.com/v2/acts/apify~tiktok-scraper/runs", { method: "POST", headers: { "Content-Type": "application/json", "Authorization": `Bearer ${process.env.APIFY_TOKEN}` }, body: JSON.stringify({ hashtags: ["viral"], resultsPerPage: 25 }) } ); const { data } = await response.json(); const runId = data.id; // Poll for completion const resultRes = await fetch( `https://api.apify.com/v2/actor-runs/${runId}/dataset/items`, { headers: { Authorization: `Bearer ${process.env.APIFY_TOKEN}` } } ); const posts = await resultRes.json();

Trend Analysis Workflow

When asked to analyze trends, Claude will: Identify the target platform(s) and keywords/hashtags Run the appropriate Apify actor(s) in parallel when multi-platform Collect all posts with engagement metrics (likes, views, comments, shares) Sort & rank content by engagement rate or volume Identify patterns โ€” recurring hashtags, peak posting times, top creators Return a structured report with top trends, key metrics, and actionable insights

Output Data Structure (Normalized)

{ "platform": "tiktok", "id": "7302938471029384", "text": "This AI tool is insane #aitools #viral", "author": "techreviewer99", "engagement": { "likes": 142300, "comments": 4820, "shares": 9100, "views": 2300000 }, "hashtags": ["aitools", "viral"], "publishedAt": "2025-02-18T14:32:00Z", "url": "https://www.tiktok.com/@techreviewer99/video/7302938471029384" }

Best Practices

Always scrape only public content โ€” never attempt to access private profiles Set reasonable resultsLimit values (50โ€“200) to stay within your Apify quota For recurring analysis, schedule actor runs using Apify Schedules in the console Store results in Apify Datasets for persistent access and historical comparison Use sort: "hot" on Reddit and trending endpoints on TikTok for most relevant data Add a proxyConfiguration block when scraping at scale to avoid rate limits: proxyConfiguration: { useApifyProxy: true, apifyProxyGroups: ["RESIDENTIAL"] }

Error Handling

try { const run = await client.actor("apify/tiktok-scraper").call(input); const dataset = await run.dataset().getData(); return dataset.items; } catch (error) { if (error.statusCode === 401) throw new Error("Invalid Apify token"); if (error.statusCode === 429) throw new Error("Rate limit hit โ€” reduce request frequency"); if (error.message.includes("timeout")) throw new Error("Actor timed out โ€” try a smaller batch"); throw error; }

Requirements

An Apify account โ†’ https://www.apify.com/?fpr=dx06p A valid Personal API Token from Settings โ†’ Integrations Node.js 18+ for the apify-client package No platform API keys required โ€” Apify handles all platform access

Category context

Code helpers, APIs, CLIs, browser automation, testing, and developer operations.

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package
1 Docs
  • SKILL.md Primary doc