wehub-resource-sync
83 lines
3.0 KiB
Markdown
83 lines
3.0 KiB
Markdown
# Web Browsing Multi-Agent Workflow
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We're building a local, multi-agent browser automation system powered by CrewAI and Stagehand. It leverages autonomous agents to plan, execute, and synthesize web automation tasks using natural language queries.
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How It Works:
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1. **Query Submission**: User submits natural language query describing desired browser automation task.
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2. **Task Planning**: A **Planner Agent** interprets query and generates structured automation plan, including website URL and task description.
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3. **Plan Execution**: **Browser Automation Agent** executes plan using Stagehand Tool, which autonomously navigates web pages, interacts with elements, and extracts relevant content.
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4. **Response Synthesis**: **Synthesis Agent** takes raw output from execution phase and converts it into clean user-friendly response.
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5. **Final Output**: User receives a polished result containing results of web automation task, such as extracted data or completed actions.
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We use:
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- [Stagehand](https://docs.stagehand.dev/) for open-source AI browser automation
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- [CrewAI](https://docs.crewai.com) for multi-agent orchestration
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## Set Up
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Follow these steps one by one:
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### Create .env File
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Create a `.env` file in the root directory of your project with the following content:
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```env
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OPENAI_API_KEY=<your_openai_api_key>
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MODEL_API_KEY=<your_openai_api_key>
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```
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### Download Ollama
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Download and install [Ollama](https://ollama.com/download) for your operating system. Ollama is used to run large language models locally.
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For example, on linux, you can use the following command:
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```bash
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curl -fsSL https://ollama.com/install.sh | sh
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```
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Pull the required model:
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```bash
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ollama pull gpt-oss
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```
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### Install Playwright
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Install Playwright for browser automation from the official website: [Playwright](https://playwright.dev/docs/intro).
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### Install Dependencies
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```bash
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uv sync
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source .venv/bin/activate
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```
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This command will install all the required dependencies for the project. Additionally, make sure to install the necessary browser binaries by running:
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```bash
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playwright install
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```
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## Run CrewAI Agentic Workflow
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To run the CrewAI flow, execute the following command:
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```bash
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python flow.py
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```
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Running this command will start the CrewAI agentic workflow, which will handle the multi-agent orchestration for web browsing tasks using Stagehand as AI powered browser automation.
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## 📬 Stay Updated with Our Newsletter!
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**Get a FREE Data Science eBook** 📖 with 150+ essential lessons in Data Science when you subscribe to our newsletter! Stay in the loop with the latest tutorials, insights, and exclusive resources. [Subscribe now!](https://join.dailydoseofds.com)
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[](https://join.dailydoseofds.com)
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## Contribution
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Contributions are welcome! Feel free to fork this repository and submit pull requests with your improvements.
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