Parsera MCP for AI Agents

Securely connect your AI agents and chatbots (Claude, ChatGPT, Cursor, etc) with Parsera MCP or direct API to extract web content, summarize articles, structure scraped data, and automate online research through natural language.

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Api Key

Parsera is a lightweight Python library for scraping websites using large language models (LLMs). It enables fast, structured web data extraction without complex manual scripting.

13 Tools

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Type what you want done — sign in and watch it run live in the Tool Router playground.

TOOL ROUTER PLAYGROUND
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TOOLS

Supported Tools

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

Create Scraper

Tool to create a new empty scraper for your account.

Delete Scraper

Tool to delete an existing scraper by its ID.

Extract Data from Webpage

Tool to perform LLM-powered data extraction from a live webpage URL with specified attributes.

Extract Markdown

Tool to extract markdown content from a file or URL.

Get LLM Specifications

Tool to retrieve standardized LLM capabilities and pricing specifications.

Get Proxy Countries

Tool to retrieve the list of available proxy countries for web scraping requests.

Health Check

Tool to verify API availability and operational status.

List Agents

Tool to retrieve all available agents for the authenticated user.

List Scrapers

Tool to list all templates and old scrapers for the authenticated user.

Parse Content (Enhanced)

Tool to extract structured data from raw HTML or text content using AI with advanced options.

Remove Agent

Tool to delete an existing agent by name.

Run Scraper Template

Tool to run a scraper template on a specified URL with optional proxy and cookies.

Scrape With Agent

Tool to run a previously generated scraper agent on a specific URL to extract structured data.

SETUP GUIDE

Connect Parsera 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: ["parsera"],
  mcp: true,
});
Create a session scoped to Parsera 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: "Extract all markdown links from https://docs.python.org/3/tutorial/",
  stopWhen: stepCountIs(10),
});

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

Connect Parsera 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: ["parsera"] });
const tools = await session.tools();
Initialize Composio with the OpenAI Responses provider and create a session scoped to Parsera
3

Run Parsera tools with your agent

typescript
let response = await client.responses.create({
  model: "gpt-5.6-sol",
  tools,
  input: [{ role: "user", content: "Extract all markdown links from https://docs.python.org/3/tutorial/" }],
});

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 Parsera tool calls through the session, and print the final answer

Why Use Composio?

AI Native Parsera Integration

  • Supports both Parsera MCP and direct API based integrations
  • Structured, LLM-friendly schemas for reliable tool execution
  • Rich coverage for reading, writing, and querying your Parsera data

Managed Auth

  • Built-in OAuth handling with automatic token refresh and rotation
  • Central place to manage, scope, and revoke Parsera access
  • Per user and per environment credentials instead of hard-coded keys

Agent Optimized Design

  • Tools are tuned using real error and success rates to improve reliability over time
  • Comprehensive execution logs so you always know what ran, when, and on whose behalf

Enterprise Grade Security

  • Fine-grained RBAC so you control which agents and users can access Parsera
  • Scoped, least privilege access to Parsera resources
  • Full audit trail of agent actions to support review and compliance
FAQ

Frequently asked questions

Yes, Parsera requires you to configure your own API key credentials. 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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