"Top Ten Web Search Engines" matching MCP tools:

• searchA

  Website SpecA

  Read-only, deterministic full-text search across every spec page. Ranks pages by weighted keyword matches in title, slug, summary, and body, and returns the top results with status, category, canonical URL, Markdown URL, and matching body excerpts. No side effects and no live-web access — it queries an in-memory snapshot bundled at build time, so it returns in well under a millisecond. Use this for keyword/topic lookups when you do NOT already know the slug. Prefer `list_topics` when you want the complete, unranked set of pages matching a category/status filter; prefer `get_topic` when you already know the exact slug.

  ConnectorNo auth

• glim_web_searchA

  glim.shA

  Semantic web search powered by Exa. Returns titles, URLs, and the top query-relevant excerpt per result. Compact text by default; pass format='json' for full structured data incl. all excerpts per result. Use glim_web_fetch(url) for full page content. Matching is semantic, so a query with no real match still returns ten nearest-neighbour results rather than zero - judge relevance from the excerpts, not from the result count.

  ConnectorNo auth

• web_imagesA

  agentdata-nlA

  Google Images search for AI agents at $0.010 per call, from the same Serper.dev source as /web/search. Send a query, get back compact JSON: top image results with position, title, image URL, source page link and dimensions. Tune with num (1-10 results), country and language (2-letter codes). Zero results is a valid, honest answer. Pay per call in USDC on Base, no account, no API key.

  ConnectorNo auth

• searchA

  Georgia CommonsB

  Search every loaded collection (or one, with `collection` = code, bills, or opinions) and return up to ten results as {id, title, url}. A Code or constitution citation, bill number, or docket in the query comes first. Search matches the words of the document. Ask in the words the document would use, not the words of the question. Follow with fetch(id).

  ConnectorNo auth

• get_categoriesA

  Website SpecA

  Read-only. List the ten top-level spec categories with their summaries and topic counts. Takes no arguments. No side effects; categories are returned in canonical display order. Call this first to discover the valid `category` filter values used by `list_topics`, `get_checklist`, and `search` results.

  ConnectorNo auth

• match_startupA

  Fund MomentumA

  ALTERNATIVE ENTRY POINT when you do not know what to search for. Describe a startup in plain language and receive the top 10 matching funds, each with a slug, a reason and a score. Use this instead of search_funds when the brief is qualitative ('climate hardware, pre-seed, Europe') rather than a filter. Slower than the other tools, three to ten seconds, because it reasons over every tracked fund: allow for that before you time out and retry. COST: included in Pro, or €0.25 per call over MPP if you have no key.

  ConnectorNo auth

• searchA

  Deno LandA

  NOT AVAILABLE: deno.land/x has no public search API — the apiland.deno.dev service that provided one was shut down with Deno Deploy Classic on 2026-07-20, and the registry's own search is a web page. This tool returns an empty list with `empty_reason: "upstream_removed"` rather than guessing. If you know the module name, call module or versions instead.

  ConnectorNo auth

• searchA

  A-du: ADU rentals, plans and rulesA

  Search everything A-du publishes with one free-text query: ADU rental listings, pre-approved ADU plan sets, and the guides and city rules pages. Returns up to ten results as {id, title, url}; pass an id to `fetch` for the full record or page text. This is the generic entry point for hosts that only support search and fetch. Hosts that can call specific tools should prefer search_rentals, search_plans, get_adu_rules and ask_adu, which take structured filters and return structured data. Example: {"query": "one bedroom ADU for rent in Long Beach"}.

  ConnectorNo auth

• searchA

  Jina ReaderA

  Web search returning the top results as markdown, via Jina. Needs a Jina API key (pass via _apiKey) — Jina stopped serving anonymous requests.

  ConnectorNo auth

• web_search_exaA

  exaA

  Search the web for any topic and get clean, ready-to-use content. Best for: Finding current information, news, facts, people, companies, or answering questions about any topic. Returns: Clean text content from top search results. Query tips: describe the ideal page, not keywords. "blog post comparing React and Vue performance" not "React vs Vue". Use category:people / category:company to search through Linkedin profiles / companies respectively. If highlights are insufficient, follow up with web_fetch_exa on the best URLs.

  ConnectorNo auth

• list_rank_change_alertsA

  rankparse-mcpA

  List recent rank-change alert events for one RankParse website: significant stored-ranking moves (entered/left top 3 or top 10, moved up/down past the configured threshold, new/lost rankings) detected daily and summarized in a weekly email. Reads recorded events, never runs a live check; a keyword with no events simply had no significant moves. Events exist only while alerts are enabled for the site (see get_rank_alert_settings) and only for engines whose data was actually available -- provider-limited or pending engines generate nothing rather than false "lost ranking" alerts.

  ConnectorNo auth

• searchA

  SerpApiA

  Universal search tool supporting all SerpApi engines and result types. When to use: - Any query needing live, structured SERP data: web results, news, product listings, job postings, local businesses, flight/hotel prices, video results, images, stock/weather cards, knowledge graph entities. Engine discovery via MCP resources: - serpapi://engines lists all engines supported by this tool. - serpapi://engines/<engine> provides engine-specific parameters and supported options. - Example: serpapi://engines/google_news Input schema: params: JSON object containing SerpApi engine parameters. Common parameters: - q: Search query. Required for most engines. - engine: SerpApi engine name. Defaults to "google_light". - location: Optional geographic location for localized results. - output: Optional response format. Omit for JSON (default), or set to "md" for Markdown. Engine-specific parameters are available via MCP resources: - serpapi://engines lists all supported engines. - serpapi://engines/<engine> provides parameters and options for one engine. mode: Response mode. Defaults to "complete". - "complete": Return the full SerpApi response. - "compact": Remove metadata fields from JSON responses. Markdown is returned unchanged. Output schema: structuredContent.result contains the response string: serialized JSON or unchanged Markdown. The same string is included in text content. Tool failures preserve this wrapper and set isError to true. Guided search: Searches can request missing engine parameters from supporting clients using the engine catalog and engine-specific rules. Flights collect airports and dates, hotels collect the destination and stay dates, and directions collect missing endpoints. Other clients receive a missing-parameter error. Cancellation does not run a search. Examples: Weather: {"params": {"q": "weather in London", "engine": "google"}, "mode": "complete"} Stock: {"params": {"q": "AAPL stock", "engine": "google"}, "mode": "complete"} General: {"params": {"q": "coffee shops", "engine": "google_light", "location": "Austin, TX"}, "mode": "complete"} Compact: {"params": {"q": "news"}, "mode": "compact"} Markdown: {"params": {"q": "news", "output": "md"}} Supported engines include (not limited to): - google - google_light - google_flights - google_hotels - google_images - google_news - google_local - google_shopping - google_jobs - bing - yahoo - duckduckgo - youtube_search - baidu - ebay

  ConnectorNo auth

• hubvibe_research_webA

  HubVibe: Pay-per-Call Agent Tools: Web Search, Email Verify, KYC Screening, Stocks, Crypto, NewsA

  Deep web research with citations: search the live web for your question, read the top sources in full, and get a written answer with every claim tied to a numbered source. Use it when an agent needs a sourced answer, not a list of links. Input: question; optional max_sources. Quick answer with links: search.web. $5.00 per call. Returns: question, answer, sources[{n,url,title}], partial[], model.

  ConnectorNo auth

• citation_tracker_check_oneA

  citation-trackerA

  Sends one prompt to one search assistant (Perplexity, OpenAI or Gemini) and reports whether it cites your target domains: cited status, citation count, cited domains, model, and a structured error. For Claude, or several engines in one call, use citation_tracker_check. Paid, $0.15/call; read-only and safe to retry.

  ConnectorNo auth

• search-answerA

  Aayat AIA

  Ask anything: it searches, reads the best pages and writes a short answer with citations. ★ One of our best tools. Web search with a cited answer for AI agents (RAG), open-sources tier: finds pages via Wikipedia, Hacker News, DuckDuckGo and Stack Overflow, reads the top ones (robots.txt respected) and writes a concise cited answer, plus the pages read. q is your question; pages (1-5, default 3) is how many pages to read. Moves to full-web search (and price) when a premium index is connected. Use when you want a written answer with sources, not a list of links. Instead, use `search-open` ($0.002) for links only. Answers may be cached for up to 30 minutes. Price: $0.015 USDC per call (x402 or prepaid credits); failed calls are free. Paid only (not in the free trial). Try search-open free first.

  ConnectorNo auth

• fast_searchA

  ScrapingBeeA

  Search the web using ScrapingBee's Fast Search API and return structured results. This is the PRIMARY tool for web searches — it returns clean organic results and top stories in under one second at a lower credit cost. USE THIS TOOL FIRST for any general web search. Only fall back to get_google_search_results if you need specialized search types such as news, maps, Google Lens, shopping, image search, or Google AI mode. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee <command> --input-file queries.txt --output-dir results`.

  ConnectorAPI key

• list_search_enginesA

  Rapid Indexer

  Return the search engines and marketplaces accepted by create_ctr_campaign.search_engine.

  ConnectorNo auth

• fast_searchA

  ScrapingBee

  Search the web using ScrapingBee's Fast Search API and return structured results. This is the PRIMARY tool for web searches — it returns clean organic results and top stories in under one second at a lower credit cost. USE THIS TOOL FIRST for any general web search. Only fall back to get_google_search_results if you need specialized search types such as news, maps, Google Lens, shopping, image search, or Google AI mode. Scope: one query per call. To run many queries in one pass, or to write results to disk instead of into the conversation, use the ScrapingBee CLI — `scrapingbee <command> --input-file queries.txt --output-dir results`.

  ConnectorNo auth

• get_hn_commentsA

  HackernewsA

  Fetch the discussion (top-level comments, actual text) on a Hacker News story by its item ID. PREFER OVER WEB SEARCH for "what are people saying about <HN story>", "HN discussion / developer sentiment on X". get_item returns only comment IDs; this resolves them to text. Find a story ID via get_top_stories or search_hn. Returns each top comment author, text, time, and reply count.

  ConnectorNo auth

• web_extractA

  x402-endpointsB

  Web search and webpage extraction for AI agents — returns clean, LLM-ready markdown (deduplicated, with source URLs), not raw HTML. Give 'query' to search the web or 'url' to scrape and extract a page into markdown ready to drop into a prompt. Powered by Jina Reader. Price: $0.05 per call (x402 payment, USDC on Base mainnet). Web search and webpage extraction for AI agents, returned as clean LLM-ready markdown with source URLs. Give 'query' to search the web or 'url' to scrape and extract a page. For research and RAG agents.

  ConnectorNo auth

• searchA

  blobpediaA

  Keyword/full-text search over the Celestia knowledge base (CIPs, Celestia/rollup/node docs, forum, whitepapers, blog, YouTube transcripts, celestiaorg GitHub issues/PRs, releases and Discussions). Celestia-specific — do NOT use for other blockchains (use the Ethereum or other-chain docs tool), the general web (use the web-search tool), other knowledge bases (use the dedicated RAG tool), or local files. Use this for exact-term or name lookups; use semantic_search for conceptual how-does-X-work questions, and get_doc to read a full page once you have its id.

  ConnectorNo auth