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Community Developer Unveils Autonomous Culinary Agent on Fetch.ai with CrewAI and uAgent Framework

Veronicah Peninah by Veronicah Peninah
May 9, 2025
in Market, News
Reading Time: 4 mins read
Community Developer Unveils Autonomous Culinary Agent on Fetch.ai with CrewAI and uAgent Framework
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  • A community developer launched an autonomous culinary agent on Fetch.ai through CrewAI, uAgent, and Agentverse for querying recipes in real-time.
  • The agent operates on its own, interpreting user inputs and communicating across the network that is decentralized without any human participation.
  • The project utilizes completely open-source tools to demonstrate scalable, decentralized AI using smooth agent communication and API integration.

In a recent development within the decentralized AI ecosystem, a community developer has launched a fully autonomous culinary agent on the Fetch.ai blockchain, combining CrewAI, the uAgent adapter, and Agentverse to enable real-time recipe retrieval via TheMealDB API.

A community dev just cooked up something delicious with @Fetch_ai

Using @crewAIInc + uAgent adapter + Agentverse, this culinary agent fetches recipes in real time using TheMealDB from @TheAudioDB – and runs autonomously.

Read more: https://t.co/Oeor4sRu5k

See it in action👇 pic.twitter.com/FphyUOs8C6

— Fetch.ai (@Fetch_ai) May 9, 2025

The agent operates independently, fetching detailed meal data—including ingredients and instructions—based on user input. Running as a live service within the decentralized Fetch.ai network, it requires no human supervision.

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Built entirely with open-source tools, the project shows how agents can function autonomously across decentralized infrastructure. Through uAgent and Agentverse, the agent communicates, processes real-time queries, and interacts with others in the growing agent-based digital economy.

CrewAI Integration Enables Complex Task Handling

The process started by using CrewAI, a framework for building autonomous AI agents that collaborate using custom tools to complete complex, multi-step tasks efficiently, to set up an agent called the “Culinary Expert.” This agent takes meal-related prompts and responds with structured details like dish type, origin, ingredients, and step-by-step instructions.

To have this function, the developer developed a custom tool based on the CrewAI’s base tool class and connected it to the TheMealDB API. The tool fetches and formats data from the API, as well as error-handling to account for slight misspellings or differences in name of meals and brings reliable output and a smoother experience to the user.

uAgent Adapter Connects the Agent to the Fetch.ai Network

After the agent’s definition, the next step involves the use of the uAgent adapter; a tool which helps to establish connections to decentralized networks for the purpose of communication and interaction with the networks, to connect it to the Fetch.ai network through the CrewAIRegisterTool which onboards the agent on Agentverse. During registration, the developer set query parameters, access ports, and a sample search phrase to showcase its capabilities.

Once registered, the agent runs continuously in the Agentverse ecosystem. It supports command-line use—where users input meal names for instant results—and can also operate as a deployed service, listening for queries from other agents or users on the decentralized network.

Agentverse Deployment Enables Continuous Access and Interoperability

For the deployment to be completed, the developer set up the agent to run persistently in Agentverse, which is a decentralized runtime environment for autonomous agents in the Fetch.ai network. This enables it to operate in real time in response to incoming queries, without having to restart the service. It also encrypted environment variables such as API tokens through configuration .env files.

This integration demonstrates how decentralized agents can access APIs, process data and interact independently within blockchain ecosystems. Furthermore, Agentverse gives visibility and interoperability, allowing the agent to be available and functional in the larger Fetch.ai universe. The step from development to deployment did not involve any centralized services, representing a huge step on the way to decentralized AI implementation.

Tags: Market News

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