Crawlora MCP endpoint gives AI agents live web data via 319 tools
Tony Wang's guide explains how to connect an AI agent to Crawlora's hosted MCP server at `https://mcp.crawlora.net/mcp`, exposing 319 tools across 33 platforms — including search, maps, e-commerce, social, and finance — with no scraping code or proxies required.
Score breakdown
Agent builders and coding-assistant users gain a single, no-infrastructure connection to live web data across dozens of platforms, eliminating the need to write or maintain custom scrapers and proxies.
- 01Crawlora's hosted MCP server is available at `https://mcp.crawlora.net/mcp` over Streamable HTTP.
- 02The server exposes 319 tools across 33 platforms, backed by 393 documented REST endpoints.
- 03Covered categories include search (Google, Bing, Brave), maps, e-commerce (Amazon, eBay), social (TikTok, YouTube, Instagram, Reddit), and finance (Yahoo Finance, CoinGecko).
Tony Wang's post argues that most LLMs are frozen at their training cutoff and that the conventional fix — writing and maintaining per-source scrapers, proxies, and headless browsers — is work most teams want to avoid. The proposed alternative is connecting an agent to Crawlora's hosted MCP server, which handles fetching, proxy routing, rendering, and retries behind a single endpoint, returning normalized JSON for every tool call.
MCP (Model Context Protocol) is described as an open standard that lets an agent discover and call external tools through one consistent interface rather than a bespoke integration per data source.
MCP (Model Context Protocol) is described as an open standard that lets an agent discover and call external tools through one consistent interface rather than a bespoke integration per data source. The server exposes three primitive types — tools, resources, and prompts — with tools being the relevant primitive for live web data. Each tool has a typed schema so the agent knows what arguments to pass and what shape to expect back.
The Crawlora server sits at `https://mcp.crawlora.net/mcp` and authenticates via an `x-api-key` header or `Authorization: Bearer` token. It exposes 319 tools backed by 393 REST endpoints across 33 platforms, including Google/Bing/Brave search, Google Maps, Amazon, eBay, YouTube, TikTok, Instagram, Reddit, Trustpilot, Tripadvisor, Yahoo Finance (39 tools), Google Finance (20 tools), CoinGecko (21 tools), Spotify (30 tools), and more. The free tier includes 2,000 credits per month with no card required, and only successful (2xx) responses consume credits.
Key facts
- 01Crawlora's hosted MCP server is available at `https://mcp.crawlora.net/mcp` over Streamable HTTP.
- 02The server exposes 319 tools across 33 platforms, backed by 393 documented REST endpoints.
- 03Covered categories include search (Google, Bing, Brave), maps, e-commerce (Amazon, eBay), social (TikTok, YouTube, Instagram, Reddit), and finance (Yahoo Finance, CoinGecko).
- 04Yahoo Finance alone carries 39 tools; Spotify has 30, TikTok 24, CoinGecko 21, JustWatch 21, and Google Finance 20.
- 05Compatible clients include Claude, Cursor, Cline, Windsurf, n8n, and any MCP-compatible framework.
- 06The free tier provides 2,000 credits per month with no credit card required; only successful (2xx) responses are charged.
- 07MCP is described as an open standard where agents discover and call tools through one interface instead of per-source integrations.
Topics
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