1,403 published MCP servers in this category · page 1 of 24 · all categories
Search and scraping MCP integrations retrieve web results or page content through their supported interfaces. Use this category when an answer needs current material, a particular page or content rendered by a browser.
Compare a search result snippet with the full source page. Record the source URL and publication or update date when they affect the answer. Some fetchers return server HTML, while browser-based tools can observe a rendered page; neither interface guarantees that every protected or dynamic page is accessible.
Keep important tables, headings and quoted passages with their source. Verify a critical claim against the original publisher rather than infer it from an incomplete extraction. Choose a narrow retrieval task first so you can see where redirects, pagination or missing content affect the result.
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Retrieve public web pages as readable Markdown with the reference Fetch MCP server, including pagination for longer responses.
Use Firecrawl MCP to retrieve website content and extract information for research through Firecrawl’s API-backed web tools.
The original Chromium automation reference server — simple, screenshot-driven browser control.
Puppeteer-powered browser control that drives pages from the accessibility tree instead of pixels.
Automates browsers and APIs, enabling Large Language Models (LLMs) to interact with web pages for tasks like screenshot capture and JavaScript
Search built for AI, not humans — semantic web search that returns model-ready content, plus code context.
Answers, not links — delegate questions to Perplexity's search-grounded models and get cited responses back.
Put 6,000+ pre-built scrapers at your assistant's fingertips through one MCP endpoint.
Integrates security testing and penetration testing tools into AI workflows via the Model Context Protocol.
Independent-index web search for assistants — fresh results without the Google API maze.
Generates comprehensive, well-cited research reports from research questions by elaborating on the question, finding relevant sources, and analyzing
Enables AI agents and LLMs to interact with the web and extract information from web pages via the RAG Web Browser Actor.
Enables LLMs to perform AI-powered web searches using the Tavily search API.
Provides a Python interface to the Perplexity API for querying responses and managing conversations.
Automates browser interactions and enables Large Language Models (LLMs) to interact with web pages through Playwright and Chrome DevTools Protocol
Automates SEO tasks and provides AI-powered optimization by integrating with the Google Ads Keyword Planner API.
Enables Claude to perform Google searches and extract webpage content through a controlled Chrome browser instance.
Enables LLMs to interact with web pages by providing browser automation capabilities, including screenshot capture and JavaScript execution.
Provides intelligent code analysis and debugging capabilities by integrating Perplexity AI's API with the Claude desktop client.
Searches and retrieves images from Wikipedia Commons, ensuring adherence to Creative Commons licenses.
Scrapes web-based documentation and converts it into markdown format.
Integrates Scraper.is with the Model Context Protocol (MCP) for web scraping capabilities in AI assistants.
Enables AI-powered code search using the Exa API within an MCP environment.
Retrieves web content in various formats via HTTP.
Enables Claude or any LLM to fetch content from URLs.
Retrieves and converts web content into various formats.
Enables web scraping, content searching, site crawling, and data extraction using the Firecrawl API.
Scrapes websites and extracts structured data using Firecrawl's APIs.
Automates browser interactions for LLMs using Puppeteer and the Model Context Protocol.
Automates SEO tasks and provides AI-powered optimization with Google Ads Keyword Planner integration.
This repository provides local Python MCP examples for arithmetic, DuckDuckGo search and page retrieval, alongside a Groq-powered host.
SSRF-safe web intelligence: 4 outcomes, 43 paid x402 tools, 3 free tools and a URL preview.
A Model Context Protocol server
Does an AI crawler see your site? Free registry lookup, x402 pricing; checks paid in USDC on Base.
Fetch a URL and get clean Markdown with metadata. No API key required; rate-limited per IP.
AI agent tools: crypto token safety, web search with cited answers, live library docs. Free trial.
MCP server with tools to search, fetch, analyze, and report on scientific papers and datasets.
# AccesibilityHub MCP Server for orchestrating web accessibility tools (axe-core, Pa11y, Lighthouse). Analyze web pages, check color contrast, get
Autonomous web crawler. 17 browser tools + goal-driven run_goal agent. Single binary, stealth.
Check AI crawler robots.txt policy and monitor public-site policy, sitemap, and llms.txt changes.
Adology connects assistants to a workspace for competitive-ad research, brand portfolios, creative analysis and data exports.
AEO tools for AI agents: crawler permissions, llms.txt, structured data, AI-readiness audit.
AEO audit: score any website 0-100 for AI visibility. Checks schema, meta, content, AI crawlers.
AI search visibility MCP. Get cited by ChatGPT, Perplexity, Claude, and Google AI Overviews.
x402-gated web scraping MCP server. Pay 0.01 USDC per page on Base. Returns clean Markdown via JSDOM
Shared copies of public web pages for AI agents. Search stored pages or fetch a URL.
AEO audit tool — measure brand visibility across ChatGPT, Perplexity, Claude, and Google AI.
Free AI-readiness audit of any URL: AI crawler rules, JS-free text, JSON-LD, llms.txt. Tool catalog.
x402-paid tools: EU company & sanctions data, web search, LLM chat, crypto intel, x402 monitoring.
Strips 85-97% of HTML bloat into clean Markdown, <200-token skeletons, or BM25 excerpts via MCP.
Token-budgeted web fetch for AI agents — auto-routes Jina, FireCrawl, Trafilatura, PDF.
48 pay-per-call tools: search, scraping, PDF, OCR, LLM, crypto, DeFi, SEC. x402 USDC.
AI web extraction: send URLs + a JSON Schema, get clean structured data. Pay-per-use via x402.
Jev-powered decisions, web search, PDF/web to Markdown, summarize. From $0.001, no API key.
Procure, compare, quote, budget, and execute web extraction or scraping across providers for agents
Query verified AI agent news with citations, confidence scores, and Ethics Engine ratings — sourced, not generated. Use instead of generic web search
Market data and web intelligence for AI agents, paid per call in USDC on Base via x402.
Check Exa, BlockRun, OneSource, Apify and other x402 dependencies before invoking or paying.
Agents spend money. Most don't know how much, or why, until the session ends and the bill arrives.
Enable AI agents to get structured data from unstructured web with AgentQL.