Development · Web app

Parse

Turn any website into a structured REST API using natural language

Visit parse.bot ↗

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).

What it's 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
Topic
Web Scraping
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: 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: Get structured data from any website without building scrapers; useful for AI agents via its MCP server.
  • @alexscraping, 3 March 2026: 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

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Updated