AgentQL MCP vs Firecrawl vs ScrapeGraphAI
Side by side, from each listing’s own data. A row where every column says the same is shown once, dimmed.
 AgentQL MCPby TinyFishRemove AgentQL MCP from this comparison |  Firecrawlby FirecrawlRemove Firecrawl from this comparison |  ScrapeGraphAIby ScrapeGraphAIRemove ScrapeGraphAI from this comparison | |
|---|---|---|---|
| Sets it apart |
| — |
|
| What it is | Extracts structured web data using natural language queries — no XPath or selectors needed. Works via Python/JS SDKs, MCP server, and REST API. | Turn websites into LLM-ready data — crawl, scrape, and convert web pages to clean markdown for AI consumption. | Scrapes websites from a natural-language description of the data you want, building the extraction graph automatically and serving results via a hosted API and MCP server. |
| Provider | TinyFish | Firecrawl | ScrapeGraphAI |
| Official vendor | Not an official listingSame for all | ||
| Verified | YesSame for all | ||
| Access | API, MCP, Extension | API, MCP, CLI | API, MCP, CLI |
| Auth | API KeySame for all | ||
| MCP server | In its setup guideSame for all | ||
| CLI install | No CLI | In its docs | In its docs |
| API base URL | In its docsSame for all | ||
| Skills | Structured Extraction, Playwright Integration, REST API Extraction | None listed | Smart Scraper, Search Scraper, Markdownify |
| Streaming | NoSame for all | ||
| Push notifications | NoSame for all | ||
| Categories | Browser & Computer Use | Research & Knowledge, Data & Analytics | Research & Knowledge, Browser & Computer Use, Data & Analytics |
| Tags | web-scraping, data-extraction, natural-language, playwright, structured-data, browser-extension, rest-api | web-scraping, crawling, data-extraction | web-scraping, data-extraction, llm-scraping, structured-output, crawling, python-sdk, hosted-api |
| Listed since | Jun 7, 2026 | Mar 22, 2026 | Sep 18, 2026 |
| Use it now | |||
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