Top 12 MCP Servers for Web, Search & Scraping in 2026

Why web-access servers are the backbone of any AI agent

An AI agent is only as current as the data it can reach. Model Context Protocol (MCP) servers in the web, search and scraping category are what let an agent break out of its training cutoff — searching the live web, fetching a URL, rendering a JavaScript-heavy page, or running a purpose-built scraper and handing back clean, LLM-ready text. If you are building anything that needs fresh facts, citations, or structured data from real sites, one of these servers is almost certainly in your stack.

The catch is that a web-access server is also one of the most sensitive things you can plug into an agent. It makes outbound network calls, often handles API keys, and can execute browser actions or arbitrary page scripts on your behalf. Picking one on GitHub-star count alone tells you nothing about that risk. So every server on this list has been scanned by MCP Trust Checker, our deterministic security engine, and carries an A–F MCP Trust Score derived from its actual published source.

How to read the grade: A means a clean scan with no high-severity findings; lower grades or a non-zero high-severity count mean there are specific issues worth reviewing on the server's registry page before you grant it credentials or broad access. Scores run 0–100. We rank best-first here by adoption and usefulness, and note the security picture honestly for each one.

1. Firecrawl

Firecrawl's official server turns any URL into clean markdown or structured JSON, and it is the most feature-complete option in the category. Beyond single-page scraping it does whole-site crawling, URL mapping, batch scraping, web search, and LLM-powered structured extraction, with JavaScript rendering and self-hosting supported. With roughly a dozen tools in one server, it is the default pick for general agent web-ingestion.

MCP Trust Score: A (100/100) · GitHub · npm

2. Playwright MCP (Microsoft)

Microsoft's official browser-automation server drives Chromium, Firefox and WebKit, and it is the most-starred browser MCP by a wide margin. Its key trick is feeding the agent the page's accessibility tree instead of screenshots, which makes navigation, clicking, form-filling and scraping fast, deterministic and cheap on tokens. It is the strongest choice for automating browser-only workflows or scraping behind a login.

MCP Trust Score: A (100/100) · GitHub · npm

3. Tavily

Tavily is a search API built specifically for LLMs and RAG, and its official server gives agents real-time web search plus extract, map and crawl tools. Results come back ranked and relevance-scored with clean page content, which makes it a favorite for grounding answers in fresh, citation-friendly data. If your priority is search quality tuned for agents rather than raw scraping, start here.

MCP Trust Score: A (100/100) · GitHub · npm

4. Exa

Exa's official server wraps a neural, embeddings-based search API, so it shines when you want semantically relevant results rather than keyword matches. Alongside web search it offers live URL crawling, company research, and a deep-research automation tool, with per-tool toggles and configurable result counts. It is a strong pick for research agents that need to find conceptually related material.

MCP Trust Score: A (100/100) · GitHub · npm

5. Brave Search

Brave's official server exposes the Brave Search API — web, news, image, video and local/place search plus AI summaries — over STDIO or HTTP. Because it runs on Brave's independent index rather than Google or Bing, it is a privacy-respecting and low-cost general search backend, and it is the maintained successor to the popular archived reference Brave server. A sensible default when you want a broad, affordable search source.

MCP Trust Score: A (100/100) · GitHub · npm

6. Apify Actors

The Apify server exposes a catalog of 6,000+ pre-built scrapers — called Actors — as MCP tools, covering Google Maps, Instagram, TikTok, Amazon and generic crawling. An agent can run any Actor and stream structured results back, which gives it by far the widest ready-made scraper coverage in the category. When a site-specific scraper already exists, this is usually the fastest way to use it.

MCP Trust Score: A (100/100) · GitHub · npm

7. Bright Data

Bright Data's all-in-one server combines Google-quality web search, real browser control and large-scale scraping through a proxy network engineered to avoid blocks, rate limits and CAPTCHAs. It is the go-to when your targets have aggressive anti-bot defenses or geo restrictions. One honest caveat: this is a powerful, high-capability server, and our scan flags 1 high-severity finding — review it on the registry page and scope its access deliberately before granting credentials.

MCP Trust Score: A (100/100), 1 high-severity finding · GitHub · npm

8. Oxylabs

Oxylabs' official server fronts its Web Scraper API and AI Studio with a universal scraper plus dedicated Google and Amazon search and product scrapers. It handles JavaScript rendering, anti-bot bypass and geo-targeting across 195+ countries, returning clean JSON or markdown. It consistently ranks among the top scraping servers for structured extraction from protected sites.

MCP Trust Score: A (98/100) · GitHub · PyPI

9. Browserbase (Stagehand)

Browserbase runs headless browsers in the cloud and, via the Stagehand framework, lets agents act, extract and observe with natural-language commands. It reliably handles Cloudflare challenges, CAPTCHAs and rate limiting, which makes it a strong choice for hard-to-scrape sites when you would rather not manage your own browser infrastructure. Cloud automation without the ops overhead.

MCP Trust Score: A (98/100) · GitHub · npm

10. Kagi

Kagi's official server brings its high-quality, ad-free search to agents. The kagi_search_fetch tool covers web, news, video, podcast and image search with optional page extracts, filters and Kagi lenses, while kagi_extract pulls a page's full content as markdown. It is the recommended option for anyone who wants premium, privacy-focused results and already has a Kagi subscription.

MCP Trust Score: A (98/100) · GitHub · PyPI

11. Fetch (reference server)

The official Fetch server, maintained in the modelcontextprotocol/servers repo, is the simplest way to give an agent read access to the open web. It retrieves a URL, converts HTML to markdown, and supports content-length and start-offset parameters for paging through long pages. Zero-dependency and no API key required — the canonical baseline when you just need plain web reads.

MCP Trust Score: A (98/100) · GitHub · PyPI

12. Puppeteer (reference server)

The original reference browser-automation server, built on Puppeteer and Chromium, lets an LLM navigate pages, click and fill forms, capture screenshots, and execute arbitrary JavaScript in the page context. It has since been archived in favor of Playwright MCP, so choose it only when you specifically want a lightweight Chromium-only option — but it remains widely installed and still scans clean.

MCP Trust Score: A (98/100) · GitHub · npm

How we graded these

Every MCP Trust Score above comes from the deterministic, open-source MCP Trust Checker engine, which reads each server's published npm or PyPI source directly and models its capability flows — no LLM is involved, so the same input always produces the same score. The engine looks at what a server can actually do (network, filesystem, process execution, credential handling) and where untrusted input can reach a sensitive sink, then assigns a grade and lists any high-severity findings. That is why a powerful scraper like Bright Data can hold a high headline score while still carrying a flagged finding worth your attention. Explore the methodology and every scanned server at the registry and /registry/security.

This is a fast-moving category — browse the full, continuously updated Web, Search & Scraping category for more options, and scan any npm or PyPI package yourself for free via our public API before you trust it in production.

npx mcptrustchecker