MrScraper MCP for AI Agents

Securely connect your AI agents and chatbots (Claude, ChatGPT, Cursor, etc) with MrScraper MCP or direct API to scrape websites, extract structured data, fetch search results, and collect marketplace or travel data through natural language.

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Api Key

MrScraper is a web scraping API platform for structured extraction, search results, marketplace data, travel data, and web unblocking. Use it to turn messy web pages into clean, usable data without managing scraper infrastructure.

11 Tools

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TOOL ROUTER PLAYGROUND
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TOOLS

Supported Tools

Every MrScraper action and event your agent gets out of the box.

Bulk Rerun AI Scraper

Run an existing General AI scraper configuration against multiple URLs in one request.

Bulk Rerun Manual Scraper

Run an existing saved manual scraper workflow against multiple URLs in one request.

Create AI Scraper

Create and run a general, listing, or map AI scraper against a website.

Get Account Usage

Return the connected MrScraper account's plan, token usage, concurrency allowance, and rate limits without exposing user identity or token details.

Get Scrape Status Analytics

Return aggregate scrape counts, success rate, request rate, latency, and status totals for a domain and action over a time range.

Get Scrape Analytics Timeline

Return time-series scrape activity and success metrics for a domain and action over a time range.

Get Scrape Result

Retrieve the current status and output for one accessible scrape result by ID.

Heal Manual Scraper

Ask MrScraper to repair an existing manual scraper workflow that no longer matches its target site.

List Scrape Results

List scrape results for the connected account with filtering, sorting, and agent-controlled pagination.

Rerun AI Scraper

Run an existing AI scraper configuration against a new URL, with optional map crawl controls.

Rerun Manual Scraper

Run an existing saved manual scraper workflow against a new URL.

SETUP GUIDE

Connect MrScraper MCP Tool with your Agent

1

Install Composio

typescript
npm install @composio/core ai @ai-sdk/mcp @ai-sdk/openai
Install the Composio SDK and your agent framework
2

Create a session with MCP enabled

typescript
import { Composio } from "@composio/core";

const composio = new Composio();
const { mcp } = await composio.create("your-user-id", {
  toolkits: ["mrscraper"],
  mcp: true,
});
Create a session scoped to MrScraper and read its MCP URL and headers
3

Connect your agent to the MCP server

typescript
import { createMCPClient } from "@ai-sdk/mcp";
import { openai } from "@ai-sdk/openai";
import { generateText, stepCountIs } from "ai";

const client = await createMCPClient({
  transport: { type: "http", url: mcp.url, headers: mcp.headers },
});

const { text } = await generateText({
  model: openai("gpt-5.6-sol"),
  tools: await client.tools(),
  prompt: "Scrape structured product details and prices from https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.html",
  stopWhen: stepCountIs(10),
});

console.log(text);
await client.close();
Pass the session's MCP URL and headers to your agent and run a MrScraper request
SETUP GUIDE

Connect MrScraper API Tool with your Agent

1

Install Composio

typescript
npm install @composio/core @composio/openai openai
Install the Composio SDK, the OpenAI provider, and the OpenAI SDK
2

Create a Composio session

typescript
import OpenAI from "openai";
import { Composio } from "@composio/core";
import { OpenAIResponsesProvider } from "@composio/openai";

const composio = new Composio({ provider: new OpenAIResponsesProvider() });
const client = new OpenAI();

const session = await composio.create("your-user-id", { toolkits: ["mrscraper"] });
const tools = await session.tools();
Initialize Composio with the OpenAI Responses provider and create a session scoped to MrScraper
3

Run MrScraper tools with your agent

typescript
let response = await client.responses.create({
  model: "gpt-5.6-sol",
  tools,
  input: [{ role: "user", content: "Scrape structured product details and prices from https://books.toscrape.com/catalogue/a-light-in-the-attic_1000/index.html" }],
});

while (response.output.some((o) => o.type === "function_call")) {
  const outputs = await composio.provider.handleToolCalls(session, response.output);
  response = await client.responses.create({
    model: "gpt-5.6-sol",
    tools,
    previous_response_id: response.id,
    input: outputs,
  });
}

console.log(response.output_text);
Send a request, execute the MrScraper tool calls through the session, and print the final answer

Why Use Composio?

AI Native MrScraper Integration

  • Supports both MrScraper MCP and direct API based integrations
  • Structured, LLM-friendly schemas for reliable scraping and extraction tasks
  • Rich coverage for website scraping, search result collection, marketplace data, travel data, and web unblocking

Managed Auth

  • Secure API key handling so agents can use MrScraper without hard-coded secrets
  • Create API-key auth configs with auth_configs.create() and link user credentials with connected_accounts.link()
  • Per user and per environment credentials, which keeps local tests and production scrapers cleanly separated

Agent Optimized Design

  • Tools are tuned using real error and success rates to improve scraping reliability over time
  • Comprehensive execution logs so you always know which URL was scraped, when it ran, and on whose behalf
  • Clear schemas help agents return structured page data instead of messy raw HTML

Enterprise Grade Security

  • Fine-grained RBAC so you control which agents and users can access MrScraper
  • Scoped, least privilege access for scraping, search, marketplace, travel, and unblocking workflows
  • Full audit trail of agent scraping actions to support review and compliance
FAQ

Frequently asked questions

Yes, MrScraper requires you to configure your own API key. Once set up, Composio handles secure credential storage and API request handling for you.

Yes! Composio's Tool Router enables agents to use multiple toolkits. Learn more.

Composio is SOC 2 and ISO 27001 compliant with all data encrypted in transit and at rest. Learn more.

Composio maintains and updates all toolkit integrations automatically, so your agents always work with the latest API versions.

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