AgentQL MCP Server
Official AgentQL MCP server: extracts structured data from a web page based on a field description
- 181 ★ on the repository
- Last commit
- MIT
Extended access
Why this level
- Sends URLs and prompts to the AgentQL cloud service
- Keeps an API key in the client config
Install
- Works in
In your terminal, with SkillFoxx CLI
npx skillfoxx add mcp/agentql-mcp-serverDetects the agents on your machine, shows the access level and pins the version.
Other ways to install
Access and checks
How we reviewExtended accessThe tool runs code or makes network calls and only reads external data.
- Sends URLs and prompts to the AgentQL cloud service
- Keeps an API key in the client config
This is third-party code. Review the repository files before installing.
What it does
The server gives the agent a single extract-web-data tool. The agent passes a page URL and a description of the data it needs, such as a product list with names and prices, and AgentQL returns it in structured form. The AgentQL cloud service loads and parses the page, so the agent needs no browser of its own. It fits tables from catalogs, search results and lists of posts.
Who it is for. For analysts, marketers and developers who need page data quickly without writing a scraper.
Good fit when
- You need a table of products, prices or articles from a specific page
- The agent cannot open the page with a plain request
- You need a one-off data pull without writing a scraper
Not a fit when
- You need scheduled crawling of a whole site
- The data must not pass through a third-party cloud service
Example request
Extract the job list from this page: title, company, city and link, as a tableMCP
- Transport
- stdio
- Authentication
- API key
Environment variables
AGENTQL_API_KEYrequired, secret- Key from the AgentQL Dev Portal
Limitations
Requires an AgentQL API key from the Dev Portal; requests are processed in the AgentQL cloud and use account quota. There is one tool, with no navigation or clicks. Sometimes you need to tell the agent explicitly to use the AgentQL tool. Access from Russia is unverified.
How to disable. Remove the agentql block from the MCP config and restart the client. npm uninstall -g agentql-mcp removes the global package.
FAQ
The agent says it cannot open the URL. What now?
Add a hint to use the agentql tool in your request, as the README suggests.
Discussion
No questions or reviews yet.
Related
MCP serversOfficial Oxylabs MCP server: page scraping with JS rendering, Google and Amazon results, an AI crawler
Official Exa MCP server: web search, reading pages as Markdown and multi-step research via Exa Agent
Official Apify MCP server: the agent runs ready-made Apify Store scrapers for social media, maps, search and shops
MCP server for real-time web search: general and vertical search, batch queries and page content extraction
Official Tavily MCP server: real-time web search, page content extraction, site mapping and crawling
Official Firecrawl MCP server: web search, page scraping to Markdown, site crawling and in-page actions
README in short
The README describes the server's single tool and npm installation. It gives configs for Claude Desktop, VS Code, Cursor and Windsurf with the key in AGENTQL_API_KEY. It includes a sample test prompt and debugging tips with MCP Inspector. MIT licensed.