Import.io (Web Data Extraction) MCP Server for LangChain 10 tools — connect in under 2 minutes
LangChain is the leading Python framework for composable LLM applications. Connect Import.io (Web Data Extraction) through Vinkius and LangChain agents can call every tool natively. combine them with retrievers, memory, and output parsers for sophisticated AI pipelines.
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Vinkius supports streamable HTTP and SSE.
import asyncio
from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MultiServerMCPClient({
"importio-web-data-extraction": {
"transport": "streamable_http",
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp",
}
}) as client:
tools = client.get_tools()
agent = create_react_agent(
ChatOpenAI(model="gpt-4o"),
tools,
)
response = await agent.ainvoke({
"messages": [{
"role": "user",
"content": "Using Import.io (Web Data Extraction), show me what tools are available.",
}]
})
print(response["messages"][-1].content)
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Import.io (Web Data Extraction) MCP Server
Connect your Import.io account to any AI agent and take full control of your web data extraction and large-scale scraping through natural conversation.
LangChain's ecosystem of 500+ components combines seamlessly with Import.io (Web Data Extraction) through native MCP adapters. Connect 10 tools via Vinkius and use ReAct agents, Plan-and-Execute strategies, or custom agent architectures. with LangSmith tracing giving full visibility into every tool call, latency, and token cost.
What you can do
- Precision Extraction — Trigger predefined extractors for specific URLs to retrieve clean, structured JSON data directly from your agent
- Bulk Crawling — Start large-scale data extraction jobs across multiple pages concurrently using managed crawlers and monitor their progress in real-time
- AI-Powered Magic API — Automatically identify and extract tabular data from any website without pre-configured extractors, perfect for rapid exploration
- Status Monitoring — Poll ongoing extraction runs and crawl jobs to track processing states, success rates, and total pages processed
- Data Export — Retrieve extraction results in structured JSON or CSV formats, ready for spreadsheet processing or downstream application logic
- Usage Audit — Monitor your monthly API credit consumption and subscription limits to manage your data extraction budget effectively
The Import.io (Web Data Extraction) MCP Server exposes 10 tools through the Vinkius. Connect it to LangChain in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Import.io (Web Data Extraction) to LangChain via MCP
Follow these steps to integrate the Import.io (Web Data Extraction) MCP Server with LangChain.
Install dependencies
Run pip install langchain langchain-mcp-adapters langgraph langchain-openai
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token
Run the agent
Save the code and run python agent.py
Explore tools
The agent discovers 10 tools from Import.io (Web Data Extraction) via MCP
Why Use LangChain with the Import.io (Web Data Extraction) MCP Server
LangChain provides unique advantages when paired with Import.io (Web Data Extraction) through the Model Context Protocol.
The largest ecosystem of integrations, chains, and agents. combine Import.io (Web Data Extraction) MCP tools with 500+ LangChain components
Agent architecture supports ReAct, Plan-and-Execute, and custom strategies with full MCP tool access at every step
LangSmith tracing gives you complete visibility into tool calls, latencies, and token usage for production debugging
Memory and conversation persistence let agents maintain context across Import.io (Web Data Extraction) queries for multi-turn workflows
Import.io (Web Data Extraction) + LangChain Use Cases
Practical scenarios where LangChain combined with the Import.io (Web Data Extraction) MCP Server delivers measurable value.
RAG with live data: combine Import.io (Web Data Extraction) tool results with vector store retrievals for answers grounded in both real-time and historical data
Autonomous research agents: LangChain agents query Import.io (Web Data Extraction), synthesize findings, and generate comprehensive research reports
Multi-tool orchestration: chain Import.io (Web Data Extraction) tools with web scrapers, databases, and calculators in a single agent run
Production monitoring: use LangSmith to trace every Import.io (Web Data Extraction) tool call, measure latency, and optimize your agent's performance
Import.io (Web Data Extraction) MCP Tools for LangChain (10)
These 10 tools become available when you connect Import.io (Web Data Extraction) to LangChain via MCP:
account_usage
No parameters required. Check import.io account API credit usage
download_csv
Returns the first 1000 characters and file stats. Ideal for spreadsheet processing. Download extraction data directly as CSV text
get_crawl_data
Retrieve the unified JSON output of a completed import.io crawl job
get_crawl_status
start_crawl to check progress (pages processed, success rate, current state). Check the status of an ongoing import.io crawl job
get_extractor_data
Fails if the run is still in progress. Retrieve structured JSON data from a completed import.io extraction
get_extractor_status
run_extractor. Returns the current state (running, completed, failed) and metadata about the run. Check the status of an active or past import.io extraction run
list_extractors
Useful for finding the correct extractor_id to run dynamically. List all extractors configured on the import.io account
run_extractor
Triggers an async extraction run and returns a run_id. Use this run_id to poll for status or data. Trigger an import.io extractor for a specific URL
run_magic_api
Ideal for quick, unstructured exploration. Run the import.io automated Magic API against a URL
start_crawl
Starts a large-scale data extraction job across multiple pages concurrently. Trigger an import.io bulk crawl job
Example Prompts for Import.io (Web Data Extraction) in LangChain
Ready-to-use prompts you can give your LangChain agent to start working with Import.io (Web Data Extraction) immediately.
"Run extractor 'ext-123' against 'https://example.com/products'"
"List all extractors in my Import.io account"
"Check my monthly API credit usage"
Troubleshooting Import.io (Web Data Extraction) MCP Server with LangChain
Common issues when connecting Import.io (Web Data Extraction) to LangChain through the Vinkius, and how to resolve them.
MultiServerMCPClient not found
pip install langchain-mcp-adaptersImport.io (Web Data Extraction) + LangChain FAQ
Common questions about integrating Import.io (Web Data Extraction) MCP Server with LangChain.
How does LangChain connect to MCP servers?
langchain-mcp-adapters to create an MCP client. LangChain discovers all tools and wraps them as native LangChain tools compatible with any agent type.Which LangChain agent types work with MCP?
Can I trace MCP tool calls in LangSmith?
Connect Import.io (Web Data Extraction) with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
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Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
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TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Import.io (Web Data Extraction) to LangChain
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.