Context.dev MCP for AI Agents

Securely connect your AI agents and chatbots (Claude, ChatGPT, Cursor, etc) with Context.dev MCP or direct API to scrape web pages, extract structured data, monitor brand mentions, and gather market intelligence through natural language.

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Api Key

Context.dev is a web data API platform for scraping, extraction, brand intelligence, monitoring, and structured web data. Use it to turn public web pages into clean, AI-ready data without building brittle scrapers.

11 Tools

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TOOL ROUTER PLAYGROUND
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TOOLS

Supported Tools

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

Extract Structured Web Data

Crawl relevant pages from a website and return data matching a caller-provided JSON Schema and extraction instructions.

Get Brand

Retrieve enriched brand identity, logos, colors, industry, and description using exactly one domain, name, work email, ticker, direct URL, or transaction descriptor.

Get Monitor Limits

Return the connected account's plan and current monitor usage versus its monitor limit.

Get WebDB Usage

Return WebDB credit balance, period consumption, row count, storage, and per-collection usage for an optional time range.

Get Website Styleguide

Extract a website's colors, typography, spacing, shadows, font assets, and common component styles from either a domain or one direct URL.

List Batches

List and filter the connected account's asynchronous web batches from newest to oldest, returning one cursor-controlled page.

List Monitors

List and filter the connected organization's web monitors, returning one cursor-controlled page.

List WebDB Collections

List the connected account's WebDB collections and return one cursor-controlled page, including each collection's sources, extraction configuration, status, usage, and timestamps.

Parse File

Convert an uploaded document, image, source file, or data file into LLM-usable Markdown.

Scrape Webpage to Markdown

Render one public URL and return its main or CSS-selected content as Markdown.

Search Brands

Prefix-search Context.

SETUP GUIDE

Connect Context.dev 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: ["context_dev"],
  mcp: true,
});
Create a session scoped to Context.dev 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 structured pricing data from https://example.com/pricing",
  stopWhen: stepCountIs(10),
});

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

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

Run Context.dev tools with your agent

typescript
let response = await client.responses.create({
  model: "gpt-5.6-sol",
  tools,
  input: [{ role: "user", content: "Extract structured pricing data from https://example.com/pricing" }],
});

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 Context.dev tool calls through the session, and print the final answer

Why Use Composio?

AI Native Context.dev Integration

  • Supports both Context.dev MCP and direct API based integrations
  • Structured, LLM-friendly schemas for reliable scraping, extraction, and monitoring tasks
  • Rich coverage for turning web pages, brand signals, and public data into agent-ready context

Managed Auth

  • Connect Context.dev with your API key once, then let Composio handle secure credential storage
  • Use auth_configs.create() and connected_accounts.link() to configure and link Context.dev access without hard-coding secrets
  • Manage per user and per environment credentials from one place

Agent Optimized Design

  • Tools are tuned for AI agents, so scraping and extraction calls are easier for models to understand
  • Comprehensive execution logs show what URL was scraped, what extraction ran, and on whose behalf
  • Works with mcp.create() style MCP workflows as well as direct Tool Router sessions

Enterprise Grade Security

  • Fine-grained RBAC helps you control which agents and users can access Context.dev
  • Scoped, least privilege access for web data workflows, brand monitoring jobs, and extraction pipelines
  • Full audit trail of agent actions to support review, debugging, and compliance
FAQ

Frequently asked questions

Yes, Context.dev 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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