Guide
Best MCP Servers in 2026 by Job: Scraping, Search, Browser Automation and Databases
Which MCP server should I use for web scraping, web search, browser automation or database access?
For scraping sites that block bots, use Bright Data; for clean Markdown or JSON, use Firecrawl. For cheap web search, start with Parallel Search; for Google results, SerpApi. For browser automation while you code or in CI, use Playwright MCP; for cloud scale, Browserbase or Browserless. For databases, Neon is the safest Postgres pick (read-only switch and free branches), and Supabase is the pick if you already use it. Point any database server at a dev branch, never production.
Coding agent settings change often
Get one email a week when a setting, flag or permission rule changes, checked against the vendor docs.
Quick picks
- Web scraping, sites that block bots: Bright Data (anti-bot, CAPTCHA and proxy rotation stated in its MCP docs; 5,000 free requests a month).
- Web scraping, clean Markdown or JSON: Firecrawl (1,000 free credits a month).
- Web search, lowest cost: Parallel Search (hosted MCP usable without an API key; $1 per 1,000 fast API searches).
- Web search, Google results: SerpApi (250 free searches a month).
- Web search, independent index: Brave Search.
- Browser automation, local and CI: Playwright MCP (open source, no account).
- Browser automation, cloud scale: Browserbase or Browserless.
- Database, Postgres with safe migrations: Neon (readonly switch, 10 free branches per project).
- Database, already on Supabase: Supabase with read_only=true and project_ref.
- Database, documents: MongoDB with --readOnly.
Full comparisons
Each comparison lists free tiers, prices, install commands for Claude Code and other agents, the main tools and the gotchas, checked against each vendor's own docs and pricing pages.
- Web scraping MCP servers compared: Bright Data, Firecrawl, Apify, Tavily, Browserbase
- Web search MCP servers compared: Tavily, Exa, Brave, Perplexity, Parallel, SerpApi, Firecrawl
- Browser automation MCP servers compared: Playwright, Chrome DevTools, Browserbase, Browserless, Browser Use, Bright Data
- Database MCP servers compared: Supabase, Neon, PlanetScale, Prisma, MongoDB, Redis, MotherDuck, ClickHouse
Before you add any MCP server
- Prefer the vendor's official server, published under its own namespace in the official MCP registry.
- Keep API keys out of committed files: use environment variables, headers or the vendor's OAuth endpoint.
- Give database servers read-only access and a dev branch first.
- Load only the tools you need; most servers have an option to limit them.
Get coding agent settings changes by email
When a setting, flag or permission rule in this guide changes, it goes in the weekly AgentAtlas update, checked against the vendor docs. One email a week.
Sources
More guides
- Add an MCP server to any AI coding agent: Claude Code, Cursor, Codex, Gemini CLI, VS Code and 8 more (2026)
- Web Scraping MCP Servers Compared (2026): Bright Data, Firecrawl, Apify, Tavily and Browserbase
- Web Search MCP Servers Compared (2026): Tavily, Exa, Brave Search, Perplexity, Parallel, SerpApi and Firecrawl
- Browser Automation MCP Servers Compared (2026): Playwright, Browserbase, Browserless, Browser Use, Bright Data and Chrome DevTools
- Database MCP Servers Compared (2026): Supabase, Neon, PlanetScale, Prisma Postgres, MongoDB, Redis, MotherDuck and ClickHouse
Other guides
Reviewed Oct 23, 2026. Settings change often; the linked vendor docs are the source of truth.