# AgentQL MCP Server

AgentQL MCP connects AI agents to AgentQL web extraction, returning structured information from web pages for research and automation.

Canonical URL: https://a2a-mcp.org/entry/agentql-mcp

Language: en

Category: MCP Servers

Updated: 2026-09-14

## About

AgentQL MCP connects AI agents to AgentQL web extraction, returning structured information from web pages for research and automation.

## Key Features

- Extract page data using AgentQL capabilities.
- Provide current website information to MCP-compatible assistants.

## Use Cases

Extract web content into a form an agent can use for research or data collection.

## Limitations

AgentQL service authentication and account limits apply.

## Sources

- Project documentation: https://docs.agentql.com/integrations/mcp

## MCP Setup

### Prerequisites

- Node.js and npm.

### Access requirements

- AgentQL API key.

### Client setup

#### Claude Desktop

Transport: `stdio`

```json
{
  "mcpServers": {
    "agentql": {
      "command": "npx",
      "args": [
        "-y",
        "agentql-mcp"
      ],
      "env": {
        "AGENTQL_API_KEY": "YOUR_AGENTQL_API_KEY"
      }
    }
  }
}
```

- Add the server to the client MCP configuration and restart the client.
#### Windsurf

Transport: `stdio`

```json
{
  "mcpServers": {
    "agentql": {
      "command": "npx",
      "args": [
        "-y",
        "agentql-mcp"
      ],
      "env": {
        "AGENTQL_API_KEY": "YOUR_AGENTQL_API_KEY"
      }
    }
  }
}
```

- Add the server to the client MCP configuration and restart the client.

### Environment variables

- `AGENTQL_API_KEY`

Setup docs: https://docs.agentql.com/integrations/mcp

## Tags

- MCP
- web-extraction
- automation

## Also known as

- AgentQL MCP

## Alternatives

- Crawl4AI MCP
- Firecrawl MCP Server

## Sources

- [Project website](https://docs.agentql.com/integrations/mcp)
- [Project documentation](https://docs.agentql.com/integrations/mcp)

Last checked: 2026-09-14