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The DataForSEO MCP server provides AI assistants with direct access to DataForSEO's SEO and marketing analytics APIs. Built with TypeScript, it exposes tools across four main modules: SERP for search engine results, Keywords Data for keyword research, OnPage for content analysis, and DataForSEO Labs for competitive research and market analysis. The server handles authentication with the DataForSEO API, implements field filtering for focused data retrieval, and follows a modular architecture that makes it easy to extend with additional tools. This implementation is particularly valuable for digital marketers and SEO professionals who need to analyze search rankings, research keywords, evaluate competitors, and optimize content without leaving their AI assistant conversation.

This MCP server integrates Google Lighthouse web performance auditing capabilities, built by Daniel Sogl to provide automated website performance, accessibility, SEO, and best practices analysis through the Lighthouse testing framework. The implementation enables programmatic execution of Lighthouse audits against web pages, returning detailed performance metrics, optimization recommendations, and compliance scores that can be used for continuous monitoring, automated testing pipelines, or bulk website analysis workflows.

AI SEO is a free, open-source MCP server by AutomateLab that audits web pages across 13 dimensions for AI citation eligibility. It evaluates schema validation, robots.txt compliance, llms.txt standards, entity density, and technical metadata to score how likely AI assistants such as ChatGPT, Perplexity, and Claude are to cite a given page. The server requires no API keys or registration and runs fully locally.

AutomateLab SEO Performance unifies data from Google Search Console, GA4, Matomo, Microsoft Clarity, and AI citation tracking to assess post-publish content performance. Eight tools grouped across posts, cohort, and GSC categories emit per-URL verdicts—refresh, expand, merge, kill, double_down, or hold—with reason codes and confidence scores. The server runs locally via stdio with credentials provided as environment variables and is available as the npm package @automatelab/seo-performance-mcp.

Browserplex is an MCP server for managing multiple concurrent named browser sessions built on Playwright. It supports Chromium, Firefox, WebKit, and Camoufox (stealth Firefox) browsers. Key features include isolated session management, screenshot capture with automatic LLM-optimized resizing, structured content extraction preserving semantic markup, comprehensive browser interactions (clicking, typing, JavaScript evaluation), tab management, and console/network debugging capabilities. Solves the limitation of standard Playwright MCP servers which don't support concurrent multi-user sessions.

This MCP server implementation provides web search and webpage scraping capabilities using the Serper API. Developed by Marco Pesani, it offers tools for performing Google searches with rich results and extracting content from web pages. The server is built using TypeScript and integrates with the Model Context Protocol SDK. It focuses on flexible search options, including region and language targeting, and comprehensive content extraction that preserves document structure. This implementation is particularly useful for AI applications requiring up-to-date web information or content analysis, supporting use cases like research assistance, content aggregation, or data mining across various domains.

Backlinks MCP is a FastMCP service that retrieves backlink information for any domain using Ahrefs' data. Developed by cnych, it solves CAPTCHA challenges automatically using CapSolver's API to access Ahrefs' backlink checker, then caches signature tokens to minimize redundant requests. The server exposes a tool that returns detailed backlink data including anchor text, domain rating, and URL information. This implementation is particularly useful for SEO analysis, competitive research, and link building strategies where understanding a website's backlink profile is essential.

A MCP server for Serper that enables AI assistants to perform Google searches via the Serper API. Developed by Gary Meng, this implementation provides a simple interface for querying Google search results with support for various parameters including location, language, and time period filters. The server is designed to be easily integrated with Claude and other AI applications through standard MCP configuration, allowing models to retrieve up-to-date information from the web without direct internet access.

Automates Screaming Frog SEO Spider for website crawling and SEO data extraction. Configure and launch crawls, export results in multiple formats, and manage crawl sessions programmatically. Requires Screaming Frog SEO Spider installed locally.

A Model Context Protocol (MCP) server implementation for Google Patents, allowing AI assistants to search and retrieve patent information.

SEO Monster provides SEO analysis and optimization tools through the Avansaber SEO Monster platform. AI agents can perform keyword research, analyze backlink profiles, run site audits, track keyword rankings, and generate SEO recommendations to improve search engine visibility.

Connects Google Search Console to AI assistants through 8 read-only tools covering performance queries, URL inspection, indexing status checks, and sitemap management. The gsc_audit tool generates self-contained HTML SEO reports with Chart.js visualizations, automatic issue detection, and 30/60/90-day roadmaps. Supports white-label customization for agency client deliverables via branding configuration.

Access Google search results via SERP API through the AceDataCloud unified API platform. Retrieve search engine results pages with structured data extraction. Available as a hosted service or self-hosted via PyPI.

AI SEO Audit evaluates how well web content can be fetched, understood, and reused by generative AI engines including ChatGPT, Claude, and Perplexity. It analyzes seven categories—content extractability, structure, answerability, entity clarity, grounding signals, authority context, and readability for compression—producing a scored report from 0–100. All processing is deterministic and runs locally with no external API dependencies.

This MCP server implementation integrates with the SerpApi Google Search API, enabling access to structured search results data. It is designed to be used with the MCP CLI tool and requires a SerpApi API key for authentication. The server can be useful for applications that need to programmatically access and analyze Google search results, such as SEO tools, market research platforms, or data aggregation services.

This Google News MCP server, developed by Chan Meng, provides a streamlined interface for accessing Google News search results via the SerpAPI. Built with TypeScript and leveraging the MCP SDK, it offers tools to query and retrieve up-to-date news articles, headlines, and related information. By abstracting the complexities of SerpAPI interactions into a standardized MCP interface, it enables AI systems to easily incorporate current news data into their workflows. This implementation is particularly useful for applications involving news aggregation, trend analysis, and information retrieval, facilitating use cases such as personalized news feeds, media monitoring, and real-time event tracking.

Provides AI assistants with direct access to Ahrefs' comprehensive SEO and marketing data through a hosted remote endpoint. Supports keyword research and difficulty scoring, backlink analysis, organic traffic and ranking metrics, rank tracking with historical comparisons, competitor intelligence, and batch domain/URL analysis. Available on all paid Ahrefs plans with API unit quotas scaling by subscription tier.

Analook delivers comprehensive competitor intelligence including SEO metrics, web traffic analysis, social media data, Product Hunt rankings, pricing comparisons, and AI-generated competitive insights for business research agents.

Performs automated technical SEO audits by crawling websites with LibreCrawl and reporting issues such as broken links, missing meta tags, redirect chains, and page speed problems. Self-hosted and runs locally without requiring external API access.

This MCP server for Google Jobs search, developed by Chan Meng, provides a standardized interface for querying job listings via the Serp API. Built with TypeScript and leveraging the MCP SDK, it offers a streamlined way to access Google's job search functionality programmatically. The server is designed as a command-line tool, making it easy to integrate into various workflows and applications. By abstracting the complexities of job search queries into an MCP interface, it enables AI systems and developers to efficiently retrieve and process job listing data. This implementation is particularly useful for applications involving career guidance, labor market analysis, or automated job matching systems.

This MCP server provides access to Google's "People Also Ask" data through the AlsoAsked API, enabling AI assistants to perform SEO research and content optimization by retrieving hierarchical PAA question data for any search terms. Built by Metehan Yesilyurt using TypeScript with the Model Context Protocol SDK, it offers tools for searching PAA questions with configurable language, region, depth, and freshness parameters, checking account credits and API usage, and retrieving structured question hierarchies with metadata including total question counts and search summaries. The implementation requires an AlsoAsked Pro API key and formats results into clean JSON structures with question levels and child relationships, making it valuable for SEO professionals conducting keyword research, content creators identifying trending questions in their niche, and marketers analyzing search intent across different geographic regions and languages.

Pipeworx-hosted MCP server wrapping the Serper Google Search API (serper.dev). Provides real-time Google Search results including organic listings, knowledge panels, and news. Connect via the hosted streamable-HTTP endpoint at gateway.pipeworx.io using a Serper API key.

WordPress is a TypeScript MCP server that enables AI agents to manage WordPress sites through the WordPress REST API. It supports creating, reading, updating, and publishing posts and pages, uploading media, working with Gutenberg blocks, and integrating with Yoast SEO and RankMath plugins. Multi-site capable, it connects using standard WordPress Application Password credentials.

MCP server for Bing Webmaster Tools that provides AI assistants like Claude and Cursor with access to the complete Bing Webmaster API functionality. Developed by Kuba Serafinowski, this Python implementation creates a bridge between AI assistants and Bing's site management, URL submission, traffic analysis, crawling, keyword analysis, and content management capabilities. The server dynamically wraps all API methods from the underlying bing-webmaster-tools library as MCP tools while preserving their signatures and documentation, making it particularly useful for SEO professionals who want to manage their Bing Webmaster accounts through natural language interactions.

Provides a collection of web analysis APIs payable via the x402 protocol with USDC on Base. Includes tools for Core Web Vitals, security header audits, SEO analysis, email security checks, brand asset extraction, redirect chain tracing, tech stack detection, and domain availability checking. Each tool offers free preview endpoints for verification before payment.

A Python-based MCP server that provides SEO analysis and optimization recommendation tools. It integrates with Claude and other MCP clients via stdio transport.

KeywordsPeopleUse MCP Server integrates with the KeywordsPeopleUse API to provide AI assistants with keyword research capabilities through a standardized interface. Built with Node.js using the Model Context Protocol SDK, it offers four specialized tools: retrieving People Also Ask questions, Google Autocomplete suggestions, Reddit and Quora questions, and semantic keywords - all with language and country localization options. The implementation supports both local usage through direct configuration in Claude Desktop or Cursor, and remote access via mcp-remote proxy, making it valuable for content creators, SEO specialists, and marketers who need to understand search intent and discover relevant topics for their content.

MCP server implementation for kwrds.ai's keyword research and SEO API that provides AI-powered keyword analysis, SERP data, and content generation tools. The implementation exposes comprehensive keyword research capabilities including search volume analysis, competition data, People Also Ask questions, LSI keyword generation, URL ranking analysis, and AI-driven content creation for SEO outlines and meta descriptions. Built with response size limiting and truncation utilities to prevent conversation limits, it's designed for SEO professionals, content marketers, and developers who need programmatic access to keyword intelligence and search engine optimization data through conversational AI interfaces.

This MCP server provides integration with SEO Review Tools API for comprehensive SEO analysis and optimization workflows, built using Node.js with the Model Context Protocol SDK and Express for both stdio and SSE transport modes. It offers eight specialized tools for website traffic analysis, authority score checking, backlink discovery, SERP data retrieval, keyword statistics and suggestions, bulk website traffic analysis, and SEO content scoring with optimization recommendations. The implementation uses a modular tool discovery system that automatically loads API endpoints from organized file structures, handles authentication via environment variables, and includes proper error handling and parameter validation for all SEO operations, making it valuable for digital marketing workflows, competitive analysis, and automated SEO auditing where AI assistants need programmatic access to professional SEO metrics and insights.

Enables Google search functionality with automatic browser fingerprint rotation per request using Camoufox for stealth web scraping. Offers two modes: lite mode for reduced traffic returning organic results only, and full mode extracting comprehensive data including sitelinks, People Also Ask questions, related searches, and knowledge graphs. Supports location targeting via protobuf encoding with UULE format, validated country and language codes, and time-based filtering options.

Integrates with Google Flights through SerpAPI (with fast-flights as a fallback) to provide comprehensive flight search capabilities through natural language interactions. Offers specialized search tools for one-way, round-trip, multi-city, and date-range queries with filtering options for airlines, stops, departure times, and seat classes. Includes utility functions for airport lookup, price comparison across nearby airports, and Google Flights URL generation for direct booking, along with curated prompt templates for common travel scenarios like business trips, family vacations, budget backpacking, and last-minute travel.

Google SEO MCP Server exposes over 100 tools for SEO analysis by integrating Google Search Console, Google Analytics 4, Lighthouse, Chrome UX Report, SERP, and Google Trends via OAuth. It supports cross-platform journey analysis, opportunity matrices, traffic health checks, revenue attribution, and anomaly detection, with anti-hallucination provenance tracking.

A Message Context Protocol (MCP) server implementation that detects search intent in user queries and provides relevant search results from Brave Search API.

Built by AIwithhassan using FastMCP, this server provides intelligent web scraping and documentation search capabilities by integrating Serper API for web search with Groq's LLM API for content processing. Rather than using traditional HTML parsing, it leverages Groq's language models to intelligently clean and structure web content by processing it in chunks, making it particularly valuable for developers who need to quickly access and understand documentation from multiple sources. The server focuses on popular development libraries like LangChain, LlamaIndex, OpenAI, and UV package manager, extracting clean, readable content that can be easily consumed in conversations.

This browser tools MCP server by AgentDesk AI provides AI assistants with comprehensive browser debugging and analysis capabilities through a Chrome extension and headless browser automation. The implementation combines real-time browser event capture (console logs, network requests, screenshots, DOM element selection) with Lighthouse-powered accessibility, performance, SEO, and best practices audits optimized for AI consumption. Built with TypeScript and featuring cross-platform browser support, smart resource blocking, and structured audit reports with impact-based prioritization, it enables AI systems to debug web applications, analyze page performance, and provide actionable optimization recommendations through both live browser sessions and automated headless analysis.

CatchDoms provides access to a database of over 40,000 expired domains from 12 auction platforms, complete with SEO metrics and quality scores. AI agents can search and filter domains by authority, backlinks, and other signals to identify valuable acquisition opportunities.

Provides access to the UK Parliament Committees API as part of a monorepo of UK Parliament data servers. Enables querying committee information, inquiries, publications, and related parliamentary data. One of twelve UK Parliament API servers maintained by DarkhorseOne Limited.

Provides structured access to the UK Parliament Commons Votes API. Enables retrieval of Commons division records, member voting history, and search results with filtering by date, member, and division parameters. Supports querying division details and vote summaries. Part of a monorepo of UK Parliament data servers maintained by DarkhorseOne Limited.

Provides structured access to the UK Parliament Erskine May API. Enables querying chapters, parts, sections, and index terms from the authoritative parliamentary procedure reference. Supports search and lookup of procedural guidance used by both Houses of Parliament. Part of a monorepo of UK Parliament data servers maintained by DarkhorseOne Limited.

Provides structured access to the UK Parliament Register of Interests API. Enables querying interest categories, published registers, and individual interest records with filtering options. Supports retrieval of register PDFs and interest details for transparency and analysis workflows. Part of a monorepo of UK Parliament data servers maintained by DarkhorseOne Limited.

Provides structured access to the UK Parliament Lords Votes API. Enables retrieval of Lords division records, member voting history, and grouped vote summaries with filtering by date, member, and division parameters. Supports search and pagination across voting data. Part of a monorepo of UK Parliament data servers maintained by DarkhorseOne Limited.

Provides structured access to the UK Parliament Members API. Enables querying member profiles, constituencies, parties, posts, biographies, and voting records with extensive filtering options. Supports reference data lookups for departments, answering bodies, and government posts. Part of a monorepo of UK Parliament data servers maintained by DarkhorseOne Limited.

Provides structured access to the UK Parliament NOW Annunciator Content API. Enables retrieval of current and historical annunciator messages for Commons and Lords chambers, including live session updates and message feeds. Supports filtering by house and date parameters. Part of a monorepo of UK Parliament data servers maintained by DarkhorseOne Limited.

Provides structured access to the UK Parliament Oral Questions and Motions API. Enables querying early day motions, oral questions, and question time schedules with filters for date, member, and session parameters. Supports retrieval of motion details, signature counts, and answering body schedules. Part of a monorepo of UK Parliament data servers maintained by DarkhorseOne Limited.

A keyphrase extraction server that uses BERT-based sentence transformers and spaCy tokenization to identify and extract meaningful keyphrases from text documents. Built by Ivan Rublev, it leverages the KeyBERT library with multilingual MiniLM models for semantic understanding and supports customizable stop word filtering, configurable keyphrase counts, and GPU acceleration when available. The implementation includes comprehensive file access controls through directory allowlists, handles multiple text formats, and provides both CLI and HTTP server modes with Docker deployment support. Useful for content analysis, document summarization, SEO keyword research, or any application requiring automated extraction of key concepts from textual content.

Provides comprehensive access to the Etsy Open API v3 with 37 tools for managing listings, orders, shipping, and payments. Supports OAuth 2.0 with PKCE for secure authentication and includes Docker distribution for easy deployment.

Provides two server endpoints for the AureusERP platform: a Dev Agent server for coding assistants with documentation search, plugin introspection, route discovery, and model inspection tools, and an ERP Agent server with 34 read-only business insight tools spanning Sales, Purchases, Invoices, Accounting, Inventory, and Projects. Supports both stdio and HTTP transports with OAuth authentication for the ERP endpoint. Built as a Laravel/Filament plugin installable via Composer.

GroundRoute is a hosted MCP server providing unified web search by routing queries across six engines — Serper, Brave, Exa, Tavily, Firecrawl, and Perplexity — without requiring separate API integrations. It supports web, news, academic, answer, and page search modes with up to 50 results per query, routing to the cheapest engine meeting quality standards. Built-in caching shares savings with users, and automatic failover handles engine unavailability.

LLM Brand Monitor is an official Serpstat product that tracks brand mentions across 350+ AI models including ChatGPT, Claude, and Gemini. It provides 17 tools for managing monitoring projects, running scans, analyzing brand visibility and sentiment, reviewing transcripts, and checking competitor mentions. An API key from llmbrandmonitor.com is required.

This web search MCP server, developed by muka, provides a standardized interface for performing web searches using the Serper API. Built with TypeScript and Express, it exposes an endpoint for executing searches and returning results in a consistent format. The implementation uses environment variables for API key management and offers Docker containerization for easy deployment. By abstracting web search functionality into an MCP interface, it enables AI systems to efficiently retrieve and process web content. This server is particularly useful for applications requiring up-to-date information from the web, such as research assistants, fact-checking tools, or content aggregators.

OpenWeb Ninja exposes its suite of 40+ real-time web data and SERP (search engine results) APIs as MCP tools. AI agents can call these endpoints to retrieve live web and search data for research and automation workflows.

Connects to the GEO Agent platform at geo.yigather.com for AI-powered search engine optimization. Enables AI assistants to automatically write SEO-optimized landing pages and inject product knowledge into a cloud workspace. Uses remote SSE architecture with API key authentication, requiring no local installation.

SEO scanning MCP exposing tools for submitting URL audits and retrieving structured findings. Checks 20+ on-page, technical, and content signals including Core Web Vitals, crawlability, and schema markup, with free basic results and paid complete remediation reports.

AgentGauge scans any website to evaluate its AI readiness across two dimensions: AI search visibility (whether AI can find the site) and AI agent usability (whether agents can interact with it). Results include letter grades against the AgentReady standard, with free access and no authentication required.

Agent Web Reader provides pay-per-call data tools for AI agents, enabling access to crypto signals, web reader functionality, and SEO audits. Payments are processed via the x402 protocol using USDC on the Base blockchain, allowing agents to access live data with micropayments.

AI Visibility Index provides tools to track and analyze how AI language models perceive and reference brands and topics through the Model Context Protocol. The server enables AI agents to query visibility metrics, monitor brand mentions across AI systems, and analyze SEO impact for AI-generated content.

Provides local SEO audit capabilities for analyzing business visibility across search engines and maps. Offers tools for local listing analysis, citation checking, and optimization recommendations through a hosted remote endpoint requiring authentication.

Generates SEO keyword suggestions using Google Suggest autocomplete, with intent classification and long-tail keyword discovery. Returns keywords with estimated search intent scores for content planning and SEO strategy. Access is gated via x402 micropayment protocol.

Performs a comprehensive SEO audit on any web page, analyzing meta tags, heading structure, internal and external links, image alt attributes, Schema.org structured data, and overall page quality. Returns a normalized score from 0 to 100 along with specific recommendations. Uses x402 USDC micropayments on Base.

CalmSEO is a hosted SEO MCP server that gives AI agents access to Google Search Console data, live SERP results, keyword volume and competition metrics, keyword seed expansion, domain ranking analysis, and on-page SEO audits. The service offers a free tier with 20 starting credits, and paid plans from $19/month for higher usage.

CrawlConsole gives AI agents direct access to backlink intelligence through an MCP interface. Agents can inspect source pages and anchor text, analyze referring domains, score domain authority using Harmonic Centrality metrics, and identify link gaps between any site and its competitors. The service indexes billions of backlinks across hundreds of millions of domains and subdomains.

Provides four AI-powered SEO and marketing tools: keyword research with search volume and difficulty estimates, SERP analysis with ranking patterns and opportunity assessment, backlink profile analysis with link quality indicators, and on-page content optimization with readability and structure scoring. Uses OpenAI GPT-4o for analysis and Cheerio for web scraping, with API key-based tiered rate limiting.

Creator SEO provides AI agents with YouTube-focused SEO automation tools including keyword research, video tag generation, title optimization, and channel analytics. Designed for content creators to improve discoverability using AI-assisted search optimization workflows.

JackpotKeywords is a keyword research tool that generates search term opportunities from plain-English product descriptions without requiring seed keywords. It analyzes Google Ads data to surface keywords organized across 12 intent categories with search volume, CPC, competition metrics, and a proprietary Jackpot Score. An AI-visibility scan feature shows how products appear in AI-generated search results.

Local SEO Data gives AI assistants access to 42 local SEO tools across nine categories, including SERP position tracking, review monitoring, keyword research, AI visibility scoring, and geogrid scans. Connects directly to the Local SEO Data platform via API key authentication.

The SEO Keywords pack gives AI agents access to keyword research data including search volumes, competition metrics, keyword difficulty scores, and historical trend data. Agents can discover related keyword clusters, seasonal search patterns, and SERP features for any topic, supporting content strategy and organic search optimization. Delivered via the Pipeworx gateway with no authentication required.

SEO Design Lab provides a suite of SEO tools accessible via the x402 micropayment protocol, requiring no API key subscription. Tools include content briefs, keyword research, SERP analysis, backlink data, and site audits, priced from $0.50 to $3 per request, allowing pay-per-use access without a subscription commitment.

Access SE Ranking's full SEO data platform through a centrally-hosted MCP endpoint. Perform keyword research, backlink analysis, domain analysis, SERP monitoring, site audits, and rank tracking — with over 160 tools available through standardized AI agent interfaces.

Visibly AI provides remote SEO and GEO capabilities including Google Search Console integration, keyword research, backlink analysis, competitor intelligence, and on-page audits. Built for AI agents that need comprehensive search engine optimization data.

Connects AI agents to XMLRiver's XML API for SEO research. Supports eight operations including Google and Yandex search result parsing, Wordstat keyword frequency and seasonality data, URL indexation verification, and account balance monitoring.

The Serper MCP Server provides AI assistants with web search capabilities through integration with the Serper API. Built by Diego Fornalha, it supports various search types including web, news, images, shopping, and YouTube searches, with both TypeScript and Python implementations available. The server can be deployed via Docker or run locally, offering both stdio and Server-Sent Events (SSE) communication protocols. This implementation is particularly useful for workflows requiring real-time web information retrieval, content research, and data gathering directly within AI assistant conversations.

Easy My Trip MCP Server provides AI assistants with comprehensive travel planning capabilities through six specialized servers that integrate with SerpAPI and other services. Built with FastMCP, it offers flight search and comparison, hotel booking with filtering by price/rating/amenities, event discovery and categorization, weather forecasting, currency conversion and stock market data, and geocoding with distance calculations. The implementation stores search results locally for detailed analysis and comparison, includes sophisticated filtering tools for each service type, and provides structured prompts for travel planning workflows, making it valuable for travel agents, trip planners, and users who need integrated access to flights, accommodations, local events, weather conditions, and location data in a single interface.

Pixserp provides live AI-native web search with citations through a single tool that works across MCP clients. It returns current web results with source citations and uses flat per-request pricing.

SEOLinkMap MCP server provides conversational AI access to statistical SEO analysis and competitor research data through natural language queries. The implementation transforms traditional SEO analytics into an AI-accessible interface, offering SERP-specific correlation analysis, PageRank calculations, competitor backlink profiles, and technical performance metrics with academic-level statistical rigor including p-values and confidence intervals. Built for SEO professionals and agencies who want to query complex ranking factor relationships, analyze algorithm updates, and generate data-driven optimization recommendations without navigating traditional web interfaces or learning statistical software.

The SERP Data pack gives AI agents real-time access to search engine results pages. Agents can retrieve organic rankings, featured snippets, knowledge panels, People Also Ask boxes, image and video results, and local pack data for any keyword query. Supports multi-location and multi-language SERP retrieval for competitive analysis and content optimization. Delivered via the Pipeworx gateway with no authentication required.

Scores and optimizes web content based on SERP analysis across 7 SEO categories. Provides actionable recommendations to improve content relevance and search ranking potential.

Provides a search tool that queries specific social media platforms (Facebook, Reddit, LinkedIn) using configurable search backends. Supports SearXNG (free, default), Serper.dev, and Google Custom Search API. Filters results exclusively to specified platform domains and returns them for LLM context.