Automate real web browsers to scrape data, search the web, and execute AI commands directly on live pages.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install harpa-ai
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install harpa-ai using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is HARPA Grid Browser Automation?
HARPA Grid is a robust browser automation skill designed to orchestrate real web browsers remotely via a single REST API endpoint. As a versatile part of the Openclaw Skills ecosystem, it allows developers to bridge the gap between AI agents and live web content, enabling complex workflows that involve scraping, searching, and AI-driven page analysis.
By leveraging the HARPA AI Chrome extension, this skill operates within your actual browser sessions, meaning it can easily handle websites that require logins or complex cookie management. This makes it an essential tool for developers looking to integrate real-time web data and browser-based AI capabilities into their autonomous agent workflows.
HARPA Grid Browser Automation Use Cases
- Scrape structured data from e-commerce sites or internal dashboards that are behind login screens.
- Perform automated SERP analysis to gather real-time search engine data for market research.
- Run complex AI commands like summarization or targeted data extraction on live web pages.
- Build multi-node automation clusters to distribute web tasks across multiple browser instances for scale.
- Inject full page context into AI prompts using Openclaw Skills to perform deep content analysis without manual copying.
How HARPA Grid Browser Automation Works
- The user installs the HARPA AI Chrome extension and sets up an automation node in the Automate tab.
- A request is sent to the HARPA Grid REST API using a secure HARPA_API_KEY environment variable.
- The API routes the command to an active browser node, which can be a specific instance or a broadcast to all nodes.
- The browser node executes the requested action, such as scraping specific CSS selectors or running an AI prompt with page context.
- Results are returned synchronously to the caller or sent to a configured webhook for asynchronous processing.
HARPA Grid Browser Automation Setup
To get started with this skill in your Openclaw Skills environment, follow these steps:
- Install the HARPA AI Chrome Extension.
- Navigate to the extension's AUTOMATE tab to configure at least one active Node.
- Obtain your API key from the extension and set it as an environment variable:
export HARPA_API_KEY='your_api_key_here'
- Ensure
curlorwgetis installed on your system to facilitate API requests.
HARPA Grid Browser Automation Data Schema & Taxonomy
The skill uses a structured JSON schema for requests and responses to ensure compatibility with various Openclaw Skills. Key parameters include:
| Parameter | Description |
|---|---|
| action | The operation to perform: scrape, serp, command, or prompt. |
| url | The target website address (ignored for search actions). |
| grab | An array of selectors (CSS/XPath) for targeted data extraction. |
| node | The specific node ID or group of nodes to execute the task. |
| connection | Specifies the AI model to use, such as gpt-4o or claude-3.5-sonnet. |
| resultsWebhook | Optional URL for receiving asynchronous data payloads for long-running tasks. |
HARPA Grid Browser Automation Advanced Features
- Multi-node targeting allows for parallel processing across different browser sessions and locations.
- Asynchronous execution with results retained for up to 30 days via webhooks, ideal for nodes that may go offline.
- Access to over 100+ built-in HARPA AI commands and the ability to trigger custom-built automations.
- Deep page context injection using the {{page}} variable, which sends the full markdown content of a page to your AI model.
- Native handling of authenticated sessions, allowing your Openclaw Skills to interact with web content as a logged-in user.
SKILL.md
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