# MCP Scraper — The Web Data Your AI Actually Needs

Source: https://mcpscraper.dev/scraper

268 scraper, connection, and automation tools

# The data layer for AI agents.

Find data anywhere on the web and hand it to your AI clean and structured. Build knowledge bases, power product features, and move into a live browser when a normal request cannot finish the job.

Start for $1 Read the API docs

Live data pull ready

Query best hvac company Denver CO

34 PAA questions

10 Organic results

6 AI citations

4 Forum threads

Question How much does it cost to replace an HVAC system in Denver?

PAA

Question Is it cheaper to repair or replace an HVAC system?

PAA

Source thisoldhouse.com › hvac-replacement-cost

PAA source URL

268 scraper and automation tools

10,000 pages per crawl

150 People Also Ask questions per query

Live browser watch and takeover

Videos and ads

## Every video and ad account, structured.

Explore YouTube channels and search, Facebook and Google Ad Libraries, and video transcription. Pick a surface and inspect the structured result.

mcpscraper.dev/youtube/harvest — mode: channel, @hvacrschool

H

HVAC School

@hvacrschool · 1.28M subscribers · 386 videos

▶

14:32

How to Choose the Right HVAC System for Your Home

284K views · 3 months ago

▶

9:18

HVAC Maintenance Checklist — Spring Tune-Up Guide

142K views · 6 months ago

▶

21:07

Heat Pump vs Gas Furnace: Which Saves More in 2025?

521K views · 1 year ago

▶

11:44

R-410A Phase-Out: What Technicians Need to Know

98K views · 2 months ago

▶

18:56

Refrigerant Recovery: Step-by-Step for Beginners

67K views · 4 months ago

▶

16:22

Why HVAC Systems Fail: Top 10 Root Causes Explained

310K views · 8 months ago

Google Maps

## Full business intelligence, not just a pin.

Retrieve services, areas served, hours, reviews, and entity IDs for a known business—or search up to 50 ranked candidates for any category and city.

mcpscraper.dev/maps/place

Elite Roofing

Roofing contractor

4.8 ★ (312 reviews)

4210 Federal Blvd, Denver, CO 80211

(303) 555-0142

Open · closes 6pm

Services

Roof Replacement Roof Repair Storm Damage Inspection Gutter Installation

Areas served

Denver Aurora Lakewood Westminster

cid 8823019471… · ready for AI Overview / Knowledge Graph matching

One call returns the full profile — services, areas served, hours, and entity IDs ready for AI/Knowledge Graph matching.

Websites

## Crawl it, audit it, or capture exactly what you need.

Run a technical SEO audit across a site, then extract screenshots, schema, images, and clean HTML, JSON, or Markdown from individual pages.

Full-site audit

audit_site example.com · 1,284 pages

1,284 Pages crawled

37 types Issues found

18,402 Internal links

512 Images

|  | Issue | Pages |  |
|---|---|---|---|
| 🔴 | Broken internal links (404) links.brokenInternal | 23 |  |
| 🔴 | Pages returning 5xx errors response.error5xx | 4 |  |
| 🟠 | Missing page title title.missing | 11 |  |
| 🟠 | Missing H1 h1.missing | 19 |  |
| 🟠 | Set to noindex indexability.noindex | 8 |  |
| 🟠 | Missing canonical tag canonical.missing | 27 |  |
| 🟡 | Duplicate title title.duplicate | 34 |  |
| 🟡 | Duplicate meta description meta.duplicate | 41 |  |
| 🟡 | Thin content (under 200 words) content.thin | 52 |  |
| 🟡 | Images missing alt text images.missingAlt | 88 |  |
| 🟡 | Missing schema markup schema.missing | 63 |  |
| 🟡 | Title longer than 60 chars title.tooLong | 29 |  |

Per-page extraction

mcpscraper.dev/extract-url

example.com — full page, 1440×900

Mobile viewport also available.

Full-page screenshots, desktop or mobile viewport.

Video analysis

## Understand a video frame by frame.

Sample frames, analyze them with vision, and transcribe the audio to understand pacing, hooks, visual style, and the production choices behind the result.

0:00

0:10

0:20

0:30

0:40

0:50

1:00

1:10

1:20

1:30

480

max frames

$1

per 120 frames

30 min

longest video supported

Hook

What grabs attention in the first 3 seconds, and why it works.

Pacing & energy

Cut frequency, scene length, and energy curve across the video.

Visual style

Color grading, framing, on-screen text patterns — the recognizable look.

Replicate it

A step-by-step recipe for shooting something in the same style.

Needs a direct video file URL (.mp4/.webm/.mov) — resolve a YouTube, Facebook, or Instagram link to its direct media URL first.

What people build

## A live data backbone for whatever you are building.

From one compatible MCP client to a complete SaaS product, MCP Scraper can sit beneath the workflow whenever it needs fresh data from the web.

reddit.com/r/SEO

r/ r/SEO Agent reading

##### Which scraper actually gets past Cloudflare?

author: u/seo_mike sentiment: positive ↑ 142 upvotes

Give agents a real browser to log in, click, and read pages nothing else can reach — watch it work live, or take over when it needs a human.

Escalation

## When a normal scrape stops, the workflow keeps moving.

Start with a direct request. If the site blocks it, escalate into an agent-driven browser that can navigate the page and return structured data.

Direct scrape → hits a wall → a real browser clears it → structured data, every time. Watch live or take over yourself.

Live browser

## Automated when it can be. Drivable when it needs you.

Watch a session live, take over the mouse for a human step, record a replay, reuse saved profiles, and load the Chrome extensions the job requires.

mcpscraper.dev/agent/sessions

checkout-flow · watching live

Every session gets a watch link. Take the mouse yourself whenever the agent needs a human, then hand it back.

Use cases

## Choose the web workflow you are building.

See the exact setup, output, and proof for two common ways people connect MCP Scraper.

For agent buildersWeb scraping for AI agentsSearch, scrape, map, and recover in a hosted browser with inspectable results.**See the AI-agent workflow →** For MCP clientsWeb scraping MCP serverConnect one remote server and expose typed web-data tools to a compatible client.**See the MCP-server workflow →**

Pricing

## Simple subscriptions with credits included.

Every plan includes credits, parallel browser capacity, and all 268 scraper, connection, and automation tools. Credits last three months.

Starter

$1first month

Then $12 per month. A practical starting point for individual agents and prototypes.

- 80,000 credits per month
- 3 parallel browsers
- All 268 tools and live browser

Start for $1

Growth

$40/ month

More throughput for products and workflows that rely on live web data every day.

- 266,667 credits per month
- 10 parallel browsers
- All 268 tools and live browser

Get Growth

Scale

$100/ month

More throughput for products and workflows that rely on live web data every day.

- 800,000 credits per month
- 20 parallel browsers
- All 268 tools and live browser

Get Scale

Active integrations are 15,000 Credits/month each, drawn from your balance. Each $5/month pack adds 2 parallel browsers. Contact us for volume, SLA, or invoicing needs.

Works wherever you do

## Bring the same tools to every surface.

No replacement workflow. Use a normal tool call wherever your AI already runs.

Claude Desktop and Code

One connector, every tool, zero per-tool setup.

Compatible MCP clients

Standard MCP lets the same tools travel with your agent.

Dashboard

Run tools by hand and inspect the result without writing code.

API and exports

Use JSON, Markdown, or CSV in the stack you already have.

One command connects it all

Install the current package, then add it to your compatible MCP client.

install.sh

```
npx -y -p mcp-scraper@latest mcp-scraper
```

Start with the whole toolkit

## Give your agent the live web.

Every scraper, connection, automation, and browser surface in one account.

Start for $1