AgentQL

AgentQL is TinyFish's toolkit for extracting web data and interacting with page elements. Developers describe the fields or controls they need with a query instead of maintaining only CSS or XPath selectors. The returned structure can feed an AI agent, a data pipeline, or a browser automation script.

Key Highlights

• Semantic queries for data and page elements
• Python and JavaScript SDKs with Playwright
• Structured JSON shaped by the query
• REST extraction without a local browser
• PDF parsing and a browser query debugger

What Makes It Different

Meaning-based element selection reduces dependence on a particular page layout. A query describing products and prices can be reused on similar pages, while the service identifies matching content. That is a different approach from hard-coded DOM paths, but returned fields still need checking when labels or page meaning are ambiguous.

Features & Capabilities

Define the output shape, run a query against a page, and use the resulting values or element references in the next step. SDK workflows can interact with authenticated pages through a browser context. The REST API targets publicly accessible data without requiring the developer to manage a browser locally.

The debugging extension and playground help refine queries before a workflow runs repeatedly. PDF parsing extends extraction to documents, including tables. AgentQL is a distinct developer product from the broader TinyFish company and its other services.

User Ratings and Testimonials

Vendor-published testimonials from Heal.dev and Hove describe less parsing work and reusable extraction queries. These are customer accounts, not a universal accuracy benchmark. Test missing fields, dynamic content, and repeated layouts against a known result set before depending on unattended extraction.

Pricing & Value

• Trial: 300 free API calls and one remote-browser hour.
• Starter: $0/month, 50 monthly API calls, then $0.02/call; 10 included browser hours, then $0.12/hour.
• Professional: $99/month, 10,000 calls and 500 browser hours; overages cost $0.015/call and $0.10/hour.
• Enterprise: custom managed deployments.

Budget for both query calls and remote browser usage. The introductory trial differs from Starter's recurring allowance.