VeedCrawl vs ScrapeGraphAI

ScrapeGraphAI is great at web data. VeedCrawl speaks video.

ScrapeGraphAI is an open-source Python library that uses LLM-based graph pipelines to intelligently extract structured data from web pages. It is a creative approach to web scraping — using AI reasoning to understand HTML structure rather than hand-written selectors. Like other web-first scrapers, it does not process video content, cannot read spoken audio from social media videos, and is not designed for the multi-platform social video workflows that AI agents need.

Key difference

Developers who try to use ScrapeGraphAI on social video pages discover it only reads the surrounding HTML — not the video content itself. VeedCrawl solves that gap.

Feature comparison

Use ScrapeGraphAI for intelligent web page extraction. Use VeedCrawl when your pipeline needs to go inside the video, not just read the page around it.

Feature
VeedCrawl
ScrapeGraphAI
Video transcript extraction
Social video understanding
AI visual extraction from video
MCP server for AI agents
Managed API (no LLM keys required)
Web page data extraction
Not primary focus
LLM-driven understanding
Self-hostable
Open source

Information based on public documentation as of May 2026. Feature sets evolve — verify with each provider before committing.

Honest assessment of ScrapeGraphAI

We are not here to dismiss ScrapeGraphAI. Here is where it excels and where it falls short for video-first AI workflows.

ScrapeGraphAI strengths

  • Clever LLM-driven approach to web scraping
  • No need to write CSS selectors or XPath
  • Open-source and self-hostable
  • Good for extracting structured data from arbitrary web pages
  • Active development and growing community

Where it falls short for video

  • No video intelligence — scrapes HTML around videos, not the videos themselves
  • Requires LLM API keys and compute for every scrape
  • Self-hosted — no managed infrastructure
  • No social video transcript or audio extraction
  • No MCP server for direct AI agent integration
  • Social platforms actively block HTML scraping

Pricing comparison

VeedCrawl is priced per operation, not per page scraped. Metadata is always free. Transcripts cost 1–5 credits. AI extraction costs 10 credits.

VeedCrawl

Free tier

50 credits

Starter

$9/month (500 credits)

Pro

$29/month (2,000 credits)

Credits per operation (metadata free, transcript 1–5, extract 10)

Enterprise available on request

ScrapeGraphAI

Free tier

Free (self-hosted)

Starter

LLM API costs + compute

Pro

LLM API costs + compute

LLM token usage + hosting

Pricing information is accurate as of 2026. All prices are in USD. VeedCrawl credits do not expire on monthly plans. Verify competitor pricing on their official website.

What VeedCrawl looks like in practice

Three REST endpoints, one auth model, and a consistent async pattern — whether you're pulling from YouTube, TikTok, Instagram, X, or Facebook. No browser sessions, no actor configuration, no platform-specific SDKs.

Request — Transcript1–5 credits
# Get a transcript from any social video
curl -X POST "https://api.veedcrawl.com/v1/transcript" \
  -H "x-api-key: YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://www.youtube.com/watch?v=dQw4w9WgXcQ",
    "mode": "auto"
  }'
Response
// Poll the job ID to get your result
{
  "jobId": "job_abc123",
  "status": "completed",
  "resultJson": {
    "text": "Never gonna give you up, never gonna let you down...",
    "segments": [
      { "start": 0.0, "end": 3.5, "text": "Never gonna give you up" },
      { "start": 3.5, "end": 7.2, "text": "never gonna let you down" }
    ]
  }
}
Request — MetadataFree
# Free metadata — no credits consumed
curl "https://api.veedcrawl.com/v1/metadata?url=https://www.tiktok.com/@creator/video/123" \
  -H "x-api-key: YOUR_API_KEY"
Response
{
  "platform": "tiktok",
  "title": "5 AI tools every developer needs",
  "author": "@creator",
  "duration": 62,
  "views": 2100000,
  "likes": 87400,
  "comments": 3200,
  "thumbnail": "https://...",
  "credits_used": 0
}
Request — AI Extract10 credits
# Ask a question about what's IN the video
curl -X POST "https://api.veedcrawl.com/v1/extract" \
  -H "x-api-key: YOUR_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "url": "https://www.instagram.com/reel/abc123/",
    "prompt": "Extract all product names and claims made in this video"
  }'
Response
{
  "jobId": "job_xyz789",
  "status": "completed",
  "resultJson": {
    "products": ["iPhone 16 Pro", "Notion", "Arc Browser"],
    "claims": [
      "This app saved me 3 hours a day",
      "Better than any other note-taking tool"
    ],
    "tone": "promotional",
    "cta_present": true
  }
}

ScrapeGraphAI does not offer a comparable video intelligence endpoint. Full API reference →

VeedCrawl vs ScrapeGraphAI: FAQ

ScrapeGraphAI scrapes the YouTube page HTML but cannot access the actual video transcript or audio content. It reads the title, description, and metadata visible in the page HTML. VeedCrawl accesses the actual transcript data through YouTube's caption API and Whisper AI fallback.

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Get started today

Add video intelligence to your pipeline

Start with 50 free credits. No credit card required. Full API access from day one — YouTube, TikTok, Instagram, X, and Facebook.