Use Cases4m
Market Research API for Due Diligence: Test the Claims
The deck says category leader, premium pricing, happy customers. Test each claim against the public web in an afternoon, for about 200 credits a target.
The journal
92 articles
Updates, tutorials, and insights about web scraping and AI engineering
FeaturedProduct Updates
CrawlForge MCP v6.7–v6.12: Scrape Cloudflare-Protected Sites
Six releases in eleven days, all on one page: the one behind a Cloudflare wall. A Chrome TLS try, a clearance jar, an agent that retries in the browser, and proxies that finally route.
CrawlForge Team10 min read
Latest
- 01Use CasesMarket Research API for Due Diligence: Test the Claims · 4m
- 02Use CasesLead Enrichment API Pay As You Go: Spend Only on Good Leads · 4m
- 03Use CasesMarket Research API for Agencies: One Setup, Every Client · 4m
- 04Use CasesLead Enrichment API Without a Sales Call: First Lead Today · 4m
- 05Use CasesMarket Research API for Consultants: Zero to Sourced · 5m
The archive
Browse the archive
92 articles
Use Cases
4m
Lead Enrichment API Pay As You Go: Spend Only on Good Leads
No subscription, no monthly reset. Triage every lead for 1 credit, spend 3 more only on the ones that fit, and keep whatever you do not use.
Use Cases
4m
Market Research API for Agencies: One Setup, Every Client
Same rank and competitor questions for every client, every month, plus pitch research. One template, a config per client, about $5 a month.
Use Cases
4m
Lead Enrichment API Without a Sales Call: First Lead Today
No demo, no card, no calendar link. Sign up, create a key, and enrich a lead from its company website for 3 credits.
10m
CrawlForge MCP v6.7–v6.12: Scrape Cloudflare-Protected Sites
Six releases in eleven days, all on one page: the one behind a Cloudflare wall. A Chrome TLS try, a clearance jar, an agent that retries in the browser, and proxies that finally route.
Use Cases
5m
Market Research API for Consultants: Zero to Sourced
Every engagement starts with no vendor list and ends with a slide the client will question. Build the list, cite every cell, and bill it to one key.
Use Cases
4m
Market Research API for RevOps: One Question, Every Vendor
Ask one question of every pricing page in your category and get back the sentences that answer it, with a locator for each. No model guesses the cells.
Product Updates
8m
CrawlForge MCP v6.6.0: Browser Sessions That Stay Open
One wrong selector used to cost a whole 5-credit chain. v6.6.0 ships browser_session: open a page, look at it, act on what you saw, read, close.
Use Cases
5m
Competitor Monitoring API for Consultants: One Per Client
Fifty monitors, twenty URLs each, one per client. Pausing keeps the baseline, so a dormant engagement bills nothing and loses no history.
Use Cases
4m
Competitor Monitoring API Pay As You Go: What a Check Costs
Monitoring plans meter pages and seats. CrawlForge meters one thing — a target actually compared, at 3 credits, about $0.009 a check.
Use Cases
4m
Competitor Monitoring API for RevOps: No Scraper to Run
One POST puts up to 20 competitor URLs on a cron. CrawlForge diffs them and sends a signed webhook — no per-monitor fee, nothing on your side to babysit.
AI Engineering
7m
Shipping an MCP Server Inside Your Product: Five Decisions
Ten tools out of twenty-nine, off by default, version-pinned and swappable — the architecture behind an AI feature that cites pages it actually opened.
Use Cases
4m
MCP Server for Due Diligence: What an Agent Can Verify
It will not hand you a registry database. What it adds is a traceable path from every line of the memo back to the page it came from.
Tutorials
4m
Reddit Scraper for Claude Code: What Claude Actually Calls
Two tool calls, 10 credits, no Reddit credentials — and the mechanism change that catches people out: drop the subreddit and your date filter goes with it.
AI Engineering
4m
Web Search MCP Server With Local LLM: Which Model Actually Runs
search_web finds the pages; a local Ollama model reads them. CrawlForge picks that model by measured accuracy rather than parameter count — and a 4B model beats a 20B one.
AI Engineering
4m
Web Search MCP Server: Self-Hosted With SearXNG
Most "self-hosted" search MCP servers only run the process locally. CrawlForge can point search_web at your own SearXNG instance — and here is the part that still isn't self-hosted.
Product Updates
16m
CrawlForge MCP v5.2: Every Change Across 28 Tools, Tested Against Live Sites
Six releases in two days, found by pointing all 28 tools at real sites instead of trusting the test suite. Every fix in CrawlForge MCP v5.2, in one place.
Product Updates
11m
CrawlForge MCP v5.2.0: Shopify Product Data Without Parsing HTML
v5.2.0 adds a shopify-product template that reads the store's own JSON instead of its markup, rebuilds the Amazon template against live pages after it passed six tests while returning nulls, and fixes price monitoring that never fired.
Web Scraping
5m
Web Scraping API Credits That Don't Expire
Most scraping APIs wipe unused credits every month. CrawlForge doesn't: one-time packs from $3 per 1,000 that never expire, and plan credits that roll over.
AI Engineering
12m
AI Crawler List 2026: Every Bot + Should You Block Them?
Every AI crawler that matters in 2026: 31 bots, their robots.txt tokens, and what blocking each one actually costs you. Copy-paste file included.
Product Updates
9m
CrawlForge MCP v5.1.0: Search Reddit Without the API
reddit.com blocks every scraper we have — so v5.1.0 ships reddit_search, a 28th tool that searches posts and comments and reads full threads through community archives. No Reddit API key, no credentials, 5 credits.
Web Scraping
6m
Reddit API Alternatives That Still Work in 2026
Reddit closed self-service API signup in November 2025, and reddit.com blocks scrapers outright. Here are the five routes to Reddit data that still work in 2026 — honestly compared, including the ones we do not sell.
Tutorials
6m
How to Scrape Reddit Without the API (2026)
Every direct path to reddit.com returns 403 in 2026 — even stealth browsers, and the .json trick is dead. Here is the archive route that works, step by step.
AI Engineering
6m
Reddit Data for AI Agents: The MCP Route
Reddit is where the unfiltered opinions live, and it is the most agent-hostile mainstream site on the web. Here is how to give your AI agent working Reddit search — posts, comments, and full threads — through one MCP tool.
Product Updates
5m
Answer 3 Questions, Get 1,000 Free CrawlForge Credits
Complete our 20-second product survey while signed in and we add a one-time 1,000 free credits to your account — as long as you have used at least 250 credits of the API. Here is how it works and exactly who qualifies.
Web Scraping
10m
The Web Scraping Keyword Gap: A 2026 SERP Study
We pulled real Google organic positions for the keywords this industry competes on. The legacy terms are a sealed commercial fortress. The MCP-era terms have no commercial defender at all.
Tutorials
11m
How to Run a Keyword Gap Analysis with an MCP Server
Build a reproducible keyword gap analysis using serp_rank and search_web through MCP -- real organic positions, competitor page-type classification, and the traps that make most keyword research wrong.
AI Engineering
13m
Agent Scraper: What It Is and How to Build One
An agent scraper follows a goal, not a selector. What that means, the three ways to build one, working code, the real failure modes, and the credit math.
Product Updates
10m
CrawlForge v5.0.4: 34 Fixes From Live-Testing 27 MCP Tools
Four patch releases in one day: we live-tested all 27 MCP tools and every CLI subcommand against real websites and fixed all 34 defects we found.
Web Scraping
13m
Is Web Scraping Legal in 2026? The EDPB's New AI Rules
On 7 July 2026 the EDPB turned robots.txt into a GDPR factor. What Guidelines 03/2026 changes for anyone scraping the web to train AI models.
Product Updates
12m
CrawlForge v5.0.0: Security, Correctness, MCP Spec
CrawlForge MCP v5.0.0 bundles a seven-phase security and correctness remediation: zero npm audit vulnerabilities, 914 tests, and full MCP spec adoption.
AI Engineering
9m
SSRF in MCP Servers: Why Scrapers Leak Cloud Secrets
A July 2026 study found 91.8% of audited MCP servers lack authentication. Here is why web-scraping servers leak cloud credentials -- and how to stop it.
Tutorials
12m
How to Actually Use CrawlForge MCP in Claude Code
Installed CrawlForge but Claude never calls it? The prompts, permission rules, and CLAUDE.md config that make MCP tools fire reliably in your terminal.
Product Updates
8m
CrawlForge v4.8.0: Claude Skills That Auto-Activate
CrawlForge MCP v4.8.0 ships 7 auto-activating Claude Agent Skills for its 26 tools, enforced SSRF protection, working screenshots, a design-token branding format, and built-in scheduled change monitoring.
Web Scraping
12m
CrawlForge vs Firecrawl vs Tavily vs Exa: Best Web Data API for AI Agents (2026)
CrawlForge, Firecrawl, Tavily, and Exa compared for AI agents -- what each web data API does, how they price, and how to pick the right one in 2026.
Tutorials
12m
How to Build a Web-Scraping MCP Server in TypeScript (2026)
Build a working web-scraping MCP server in TypeScript with the official SDK: a minimal server, a real cheerio scraping tool, testing, and Claude Desktop setup.
Tutorials
11m
How to Give ChatGPT Web Scraping with MCP Connectors (2026)
Connect ChatGPT to web scraping with custom MCP connectors -- why CrawlForge needs a remote wrapper, the FastMCP bridge to build, and how to add it in ChatGPT.
Tutorials
12m
Web Scraping with Claude: The Complete Guide (2026)
Web scraping with Claude in 2026: connect CrawlForge MCP to Claude Desktop, Claude Code, or the API and scrape any site -- no scraping code.
Web Scraping
11m
Best MCP Servers for Web Scraping in 2026 (Top 8 Ranked)
An honest, ranked roundup of the 8 best MCP servers for web scraping in 2026 -- tools, anti-bot, free tiers, and pricing compared side by side.
AI Engineering
11m
Best Web Scraping Tools for AI Agents in 2026
The best web scraping tools for AI agents in 2026, ranked by agent-readiness: MCP-native tool discovery, typed schemas, and token-efficient output.
Tutorials
10m
How to Use Web Scraping Templates the Right Way
Copy-paste, ready-to-run MCP web scraping templates for price monitoring, lead enrichment, SEO audits and more -- plus how to read, adapt, and cost them.
Use Cases
8m
Scrape Amazon, LinkedIn & 8 More Sites With One Tool
scrape_template gives you pre-built, maintained scrapers for the 10 sites everyone wants. One call, structured JSON, 1 credit.
AI Engineering
9m
Extract Web Data With Local LLMs (Ollama + CrawlForge)
No API keys, no cloud, no data leaving your machine. Use extract_with_llm with local Ollama to pull structured data from any site.
Tutorials
10m
Web Scraping From the CLI: The CrawlForge CLI Guide
Build production scrapers from the terminal. 16 commands, JSON output for piping, no MCP client required. Install in 30 seconds.
Product Updates
6m
CrawlForge v4.2.2: New CLI + 3 Tools for Local AI Scraping
v4.2.2 ships a standalone CLI, local LLM extraction with Ollama, and one-line scrapers for 10 popular sites. Here is what changed.
Web Scraping
10m
Web Scraping: Python vs MCP in 2026
Compare Python scraping (requests, BeautifulSoup, Scrapy) with MCP-based scraping. Side-by-side code, performance benchmarks, and when to use each approach.
AI Engineering
10m
MCP Protocol Explained: A Developer Guide for 2026
Learn how the Model Context Protocol works, why it matters for AI agents, and how to build MCP servers and clients with architecture diagrams and code.
Web Scraping
10m
Best Web Scraping Tools in 2026: The Definitive Guide
Compare 12 web scraping tools for 2026 including CrawlForge, Firecrawl, Apify, and Scrapy. Features, pricing, and recommendations for every use case.
Tutorials
8m
How to Use CrawlForge with LangGraph Agents
Build stateful web scraping agents with LangGraph and CrawlForge. TypeScript guide covering graph nodes, state management, and conditional scraping flows.
Tutorials
8m
How to Use CrawlForge with Make and Zapier
Connect CrawlForge to Make (Integromat) and Zapier for automated web scraping. No-code setup with HTTP modules, webhooks, and workflow examples.
Tutorials
7m
How to Use CrawlForge with Dify Workflows
Add CrawlForge as a custom tool in Dify for web scraping in your LLM app workflows. No-code and API integration guide with workflow examples.
Tutorials
7m
How to Use CrawlForge with Mastra AI Agents
Build AI agents with web scraping capabilities using Mastra and CrawlForge. TypeScript setup guide with tool integration, workflows, and agent examples.
Tutorials
7m
How to Use CrawlForge with Cursor Rules
Create .cursorrules files that teach Cursor AI to use CrawlForge tools effectively. Includes ready-to-use rules for web research and data extraction.
Tutorials
6m
How to Use CrawlForge with Smithery: MCP Registry Guide
Discover, install, and configure CrawlForge via the Smithery MCP marketplace. Step-by-step setup with Smithery CLI commands and tool examples.
Use Cases
10m
E-commerce Product Data Extraction at Scale
Extract product data from thousands of e-commerce pages with CrawlForge. Build catalogs, monitor inventory, and power comparison engines at scale.
Use Cases
10m
Build a Research Agent with CrawlForge Deep Research
Create an AI research agent that gathers, verifies, and synthesizes information from dozens of sources in minutes using CrawlForge deep_research.
Tutorials
9m
How to Use CrawlForge with Anthropic Claude API
Connect CrawlForge web scraping tools to the Claude API via tool_use. Build AI applications with live web data using TypeScript and Claude Sonnet.
Use Cases
10m
Build a Lead Enrichment Engine with CrawlForge
Enrich sales leads with company data, tech stacks, and contact details automatically. Scrape public business data to qualify leads and prioritize outreach.
AI Engineering
11m
How to Build a RAG Pipeline with Web Data
Build a production RAG pipeline that crawls websites, extracts content, chunks text, generates embeddings, and serves retrieval-augmented answers.
Use Cases
12m
Web Scraping by Industry: 2026 Playbook
Industry-specific web scraping strategies for real estate, finance, e-commerce, healthcare, and travel. Data targets, CrawlForge tools, and compliance rules.
Tutorials
10m
How to Scrape Websites with Claude Code (2026 Guide)
Scrape any website from your terminal with Claude Code and CrawlForge MCP. Fetch pages, extract data, bypass anti-bot -- in under 2 minutes.
Tutorials
9m
How to Scrape Websites in Cursor IDE with CrawlForge MCP
Turn Cursor IDE into a web scraping workstation. Connect CrawlForge MCP and extract structured data from any site without leaving your editor.
Tutorials
9m
How to Scrape Websites in Zed AI with CrawlForge MCP
Add web scraping to Zed AI in 3 minutes. Configure CrawlForge MCP in Zed so your editor can fetch, extract, and research live web data on demand.
Tutorials
10m
How to Scrape Websites with GitHub Copilot Agents in VS Code
Add web scraping to GitHub Copilot agents in VS Code. Configure CrawlForge MCP so Copilot can fetch, extract, and research live web data on demand.
Tutorials
11m
LlamaIndex Web Scraping Guide with CrawlForge MCP
Feed LlamaIndex with live web data. Use CrawlForge as a LlamaIndex reader for RAG pipelines, agent tools, and real-time LLM knowledge bases.
Tutorials
8m
How to Use CrawlForge with OpenAI Agents SDK
Give OpenAI agents web scraping superpowers. Connect CrawlForge to the Agents SDK for live data retrieval, research, and structured extraction.
Use Cases
9m
Content Migration Automation with CrawlForge
Migrate website content between CMS platforms automatically. Extract pages, preserve structure, and rebuild content in your new system without rewrites.
Tutorials
7m
How to Use CrawlForge with Cline (VS Code)
Add web scraping to Cline in VS Code. Configure CrawlForge MCP, fetch live data, and let your Cline AI coding assistant access the entire web.
Use Cases
10m
Web Scraping for AI Training Data Pipelines
Build production-ready AI training data pipelines with CrawlForge. Extract, clean, and structure web content for fine-tuning LLMs and training ML models.
Tutorials
7m
How to Use CrawlForge with Windsurf IDE
Add 31 web scraping tools to Windsurf IDE with CrawlForge MCP. Fetch docs, scrape references, and research APIs without leaving your editor.
Use Cases
9m
Real-Time Competitive Intelligence with AI Agents
Build an AI-powered competitive intelligence system using CrawlForge and Claude. Monitor competitors, track changes, and generate strategic insights weekly.
Tutorials
8m
How to Use CrawlForge with Vercel AI SDK
Build AI apps with live web data using CrawlForge and the Vercel AI SDK. Add web scraping tools to your LLM chatbot or agent in under 10 minutes.
Use Cases
9m
Automate SEO Audits with CrawlForge MCP
Run comprehensive technical SEO audits automatically. Crawl your site, check metadata, find broken links, and generate actionable reports with CrawlForge.
Tutorials
7m
How to Use CrawlForge with n8n: Workflow Automation Guide
Connect CrawlForge MCP to n8n for automated web scraping workflows. Build no-code pipelines that extract, transform, and load web data on a schedule.
Use Cases
9m
Build an AI-Powered Price Monitoring System
Track competitor prices automatically with CrawlForge and Claude. Extract, compare, and alert on pricing changes across thousands of product pages.
Product Updates
6m
CrawlForge MCP Is Now Live: Free Web Scraping for AI Agents
CrawlForge MCP launches today with 27 web scraping tools, MCP integration for Claude and Cursor, and a free tier with 1,000 credits. Build agents faster.
Tutorials
3m
CrawlForge MCP Quick Start: Zero to Web Scraping in 60 Seconds
Install CrawlForge MCP, grab your free API key, and run your first web scrape in under a minute. Five copy-paste examples for Claude and Cursor.
Web Scraping
20m
The Complete Guide to MCP Web Scraping: Everything Developers Need to Know
Comprehensive guide to MCP (Model Context Protocol) web scraping. Learn how MCP works, explore the ecosystem, and master CrawlForge's 31 tools for AI.
Use Cases
11m
From 10 Hours to 10 Minutes: Automating Research with CrawlForge Deep Research
Learn how the deep_research tool transforms manual research into automated, verified intelligence gathering. Real examples showing 60x time savings.
AI Engineering
14m
Stealth Mode Scraping: How CrawlForge Bypasses Anti-Bot Detection
Technical deep-dive into anti-bot detection systems and how CrawlForge's stealth mode features help you scrape protected websites ethically and effectively.
Tutorials
12m
How to Build a Competitive Intelligence Agent with Claude + CrawlForge
Step-by-step tutorial for building an AI-powered competitive intelligence agent using Claude Code and CrawlForge MCP. Automate competitor research and analysis.
Web Scraping
8m
CrawlForge vs Firecrawl: Which MCP Web Scraper Is Right for You?
Comprehensive comparison of CrawlForge and Firecrawl MCP servers. Compare features, pricing, and capabilities to pick the best web scraping tool for AI.
Tutorials
10m
How to Install CrawlForge MCP and Use It in Claude Code: A Beginner's Guide
Step-by-step tutorial for installing CrawlForge MCP via npm and configuring it in Claude Code. A beginner-friendly guide to adding web scraping tools.
Web Scraping
11m
CrawlForge vs Apify vs ScrapingBee: 2026 Web Scraping Comparison
An in-depth comparison of the top web scraping platforms in 2026. Compare features, pricing, and use cases for CrawlForge MCP, Apify, and ScrapingBee.
Tutorials
12m
5 Ways to Use CrawlForge with LangChain: AI Web Scraping Tutorial
Learn how to integrate CrawlForge MCP with LangChain for powerful AI-driven web scraping workflows. Build RAG systems, research agents, and data pipelines.
Product Updates
10m
31 Web Scraping Tools in One MCP Server: The Complete CrawlForge Guide
Discover all 31 web scraping tools in CrawlForge MCP - from basic URL fetching to AI-powered research. A complete reference for AI agent developers.
Tutorials
8m
How to Add Web Scraping to Claude Desktop in 5 Minutes
Learn how to enable web scraping in Claude Desktop using the Model Context Protocol (MCP) and CrawlForge with a beginner-friendly 5-minute setup.
Product Updates
9m
Introducing deep_research: AI-Powered Multi-Source Analysis
Announcing our most powerful tool yet. deep_research combines web search, content extraction, and AI synthesis into one automated research pipeline.
Use Cases
12m
Building an AI Research Assistant with Claude and MCP
Learn how to build a production-ready AI research assistant that can search, extract, verify, and synthesize information from multiple web sources.
AI Engineering
14m
Web Scraping for AI Training Data: A Complete 2026 Guide
Learn how to collect, clean, and structure web data for AI training. Best practices for ethical scraping, data quality, and LLM fine-tuning preparation.
Web Scraping
10m
MCP vs REST: Why We Built a Native MCP Scraping Server
Compare MCP (Model Context Protocol) vs REST APIs for AI applications. Learn why native MCP integration provides better developer experience and performance.
Product Updates
3m
Welcome to CrawlForge: Enterprise Web Scraping for AI
Introducing CrawlForge MCP - a suite of 31 specialized web scraping API tools built for modern AI apps that makes web data extraction simple and scalable.
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