git:20260710.2925510 to git:20260710.62afd0f

15 added, 18 removed. Audit B to A.

---
- title: "AgentQL Natural Language Web Query SDK for Extraction and Automation"
- description: "AgentQL is TinyFish’s web automation and extraction toolkit that layers a natural-language query system on top of live sites. Its Python and JavaScript SDKs integrate with Playwright and let agents target data and interface elements without depending on brittle CSS selectors alone."
+ name: "AgentQL Natural Language Web Query SDK for Extraction and Automation"
+ slug: "agentql-natural-language-web-query-sdk-extraction-automation"
+ description: "AgentQL is TinyFish's web automation and extraction toolkit that layers a natural-language query system on top of live sites. Its Python and JavaScript SDKs integrate with Playwright and let agents target data and interface elements without depending on brittle CSS selectors alone."
+ github_stars: 1312
verification: "security_reviewed"
source: "https://github.com/tinyfish-io/agentql"
author: "tinyfish-io"
publisher_type: "Company"
- category:
- - "Research & Scraping"
- framework:
- - "Multi-Framework"
+ category: "Research & Scraping"
+ framework: "Multi-Framework"
tool_ecosystem:
github_repo: "tinyfish-io/agentql"
github_stars: 1312
npm_package: "agentql"
npm_weekly_downloads: 878
---
# AgentQL Natural Language Web Query SDK for Extraction and Automation
- AgentQL is TinyFish’s web automation and extraction toolkit that layers a natural-language query system on top of live sites. Its Python and JavaScript SDKs integrate with Playwright and let agents target data and interface elements without depending on brittle CSS selectors alone.
+ AgentQL is TinyFish's web automation and extraction toolkit that layers a natural-language query system on top of live sites. Its Python and JavaScript SDKs integrate with Playwright and let agents target data and interface elements without depending on brittle CSS selectors alone.
## Prerequisites
python, go, java
## Installation
- Choose whichever fits your setup:
-
- 1. Copy this skill folder into your local skills directory.
- 2. Clone the repo and symlink or copy the skill into your agent workspace.
- 3. Add the repo as a git submodule if you manage shared skills centrally.
- 4. Install it through your internal provisioning or packaging workflow.
- 5. Download the folder directly from GitHub and place it in your skills collection.
+ Requirements and caveats from upstream:
+ - <a href="https://pypi.org/project/agentql"><img src="https://img.shields.io/pypi/v/agentql" alt="Python version" /></a>
+ - AgentQL is a suite of tools for extracting data and automating workflows on live web sites featuring an AI-powered query language, Python and JavaScript SDKs, a browser-based debugger, and a REST API endpoint. It uses...
+ - **Playwright** [AgentQL's Python SDK](https://docs.agentql.com/python-sdk/installation) and [JavaScript SDK](https://docs.agentql.com/javascript-sdk/installation) seamlessly integrates with Playwright for advanced aut...
- Install command or upstream instructions:
+ Basic usage or getting-started notes:
+ - [Get started in 5 minutes with our quick start!](https://docs.agentql.com/quick-start)
- ```
- pip3 install agentql
- ```
+ - Source: https://github.com/tinyfish-io/agentql
+ - Extracted from upstream docs: https://raw.githubusercontent.com/tinyfish-io/agentql/HEAD/README.md
## Documentation
- https://docs.agentql.com
## Source
- [Agent Skill Exchange](https://agentskillexchange.com/skills/agentql-natural-language-web-query-sdk-extraction-automation/)