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Build CrewAI Agents with Graphlit Agent Tools - Graphlit

Dec 30, 2024 - graphlit.com
Graphlit's new Agent Tools for Python library facilitates seamless integration with agent frameworks like CrewAI, enabling developers to enhance their workflows with the capabilities of the Graphlit Platform. The library supports both agentic workflows and agents, allowing large language models (LLMs) to dynamically manage processes and tool usage. It is compatible with various LLMs, including Anthropic Sonnet 3.5, OpenAI GPT-4o, and open-source models like Meta Llama 3.x. The Agent Tools offer functionalities such as content ingestion, data retrieval, content generation, image description, and data extraction, which can be utilized across different agent frameworks. The tutorial provides a step-by-step guide on using the Agent Tools Library with CrewAI, including setting up the Graphlit client and configuring agents and tasks for analyzing a company's web marketing strategy.

The tutorial demonstrates the integration of Graphlit tools like WebSearchTool, WebMapTool, and DescribeWebPageTool within CrewAI to analyze an automaker's web marketing strategy. It involves setting up agents with specific roles, such as web research, web mapping, and web analysis, using the OpenAI GPT-4o model. The process includes tasks like finding the company's homepage, mapping web pages, analyzing marketing strategies, and compiling a marketing report. The CrewAI framework orchestrates these tasks, leveraging the Graphlit tools to extract and analyze data, ultimately producing a comprehensive summary of the company's web marketing approach.

Key takeaways:

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  • Graphlit's new Agent Tools for Python library facilitates integration with agent frameworks like CrewAI, enhancing agentic workflows.
  • The library supports both Agentic Workflows and Agents, compatible with various LLMs including Anthropic Sonnet 3.5 and OpenAI GPT-4o.
  • Graphlit Agent Tools offer functionalities like content ingestion, data retrieval, and image description, adaptable to any agent framework.
  • The tutorial demonstrates using Graphlit Agent Tools with CrewAI, with future plans for adapters for other frameworks like LangGraph and Autogen.
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