# Parse

> Turn any website into a structured REST API using natural language

Parse is a web scraping and automation platform that converts websites into hosted REST APIs from plain-English descriptions. It maintains thousands of pre-built endpoints for popular sites and supports authenticated interactions, form submissions, and direct integration with AI agents via Model Context Protocol (MCP).

Website: https://parse.bot/

## What it is for

- Connect AI coding agents to live web data using the native MCP server
- Extract structured JSON from e-commerce sites, real estate portals, or directories without writing custom scraper code
- Automate web actions like booking reservations or submitting forms through API calls

## Features

- Marketplace with thousands of pre-built, maintained API endpoints
- Natural language generation of custom REST endpoints from any URL
- MCP server integration for agents like Claude Code
- Support for authenticated scraping behind logins
- Interactive endpoint playground with request testing and spec export

## Pricing

Freemium. Free tier available; paid usage options for higher volume.

## Details

- Type: Web app
- Category: [Development](https://xiry.app/topics/development.md)
- Topic: [Web Scraping](https://xiry.app/topics/development/web-scraping.md)
- Open source: no
- Platforms: Web, API
- For: Developers and AI engineer teams needing reliable structured web data and actions without managing headless browsers.
- Alternative to: Browserbase, Firecrawl, Apify
- Tags: web scraping, api, mcp, data extraction, ai agents, rest api

## Why it was saved

- [@alexscraping, 29 July 2025](https://x.com/alexscraping/status/1950245452873682958): Lets you ask for data from any website in natural language and get structured results, claimed to run scraping/automation tasks in under a second, benchmarked 920% faster than Browserbase.
- [@jerkeyray, 7 August 2025](https://x.com/jerkeyray/status/1953357709346005068): Get structured data from any website without building scrapers; useful for AI agents via its MCP server.
- [@alexscraping, 3 March 2026](https://x.com/alexscraping/status/2028941573594202618): Connect via MCP to build and use APIs instantly; book a table on Resy, search flights, any action on any site. Claimed 500x faster than browser agents, with thousands of prebuilt APIs shared across a pool, plus credits system and MCP config/spec download per API.

## Compare

- [Alternatives to Apify](https://xiry.app/alternatives/apify.md)
- [Alternatives to Browserbase](https://xiry.app/alternatives/browserbase.md)
- [Alternatives to Firecrawl](https://xiry.app/alternatives/firecrawl.md)

## Related

- [Firecrawl](https://xiry.app/resources/firecrawl-1984): Turn websites and documents into clean, LLM-ready markdown or structured data. (Website, Freemium)
- [Apify](https://xiry.app/resources/apify): Cloud platform and marketplace for web scraping, automation, and AI data extraction. (Web app, Freemium)
- [ScrapeGraphAI](https://xiry.app/resources/scrapegraphai): Open-source Python library and API for prompt-based web scraping using LLMs (GitHub repo, Freemium)
- [Chat4Data](https://xiry.app/resources/chat4data): AI Chrome extension for scraping web data using natural language chat prompts. (Browser extension, Freemium)
- [Cloud Scraping Browsers Comparison](https://xiry.app/resources/cloud-scraping-browsers-comparison): Feature and cost breakdown across cloud browser sandbox providers for scraping (Framework, Free)
- [Cloudflare /crawl Endpoint](https://xiry.app/resources/cloudflare-crawl-endpoint): Single API endpoint to crawl entire websites to Markdown, HTML, or JSON (Tip, Freemium)

Updated 10 October 2026. Page: https://xiry.app/resources/parse

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