RobotFleet: An Open-Source Framework for Centralized Multi-Robot Task Planning

Coordinating heterogeneous robot fleets to achieve multiple goals is challenging in multi-robot systems. We introduce an open-source and extensible framework for centralized multi-robot task planning and scheduling that leverages LLMs to enable fleets of heterogeneous robots to accomplish multiple tasks. RobotFleet provides abstractions for planning, scheduling, and execution across robots deployed as containerized services to simplify fleet scaling and management. The framework maintains a shared declarative world state and two-way communication for task execution and replanning. By modularizing each layer of the autonomy stack and using LLMs for open-world reasoning, RobotFleet lowers the barrier to building scalable multi-robot systems. The code can be found here: https://github.com/therohangupta/robot-fleet.

Publication Details

Journal
ArXiv.org
Published
2025-10-12
Primary Topic
Robotics and Automated Systems
Type
article
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article

RobotFleet: An Open-Source Framework for Centralized Multi-Robot Task Planning

ArXiv.org
Robotics and Automated Systems
article

RobotFleet: An Open-Source Framework for Centralized Multi-Robot Task Planning

article en

Abstract

Coordinating heterogeneous robot fleets to achieve multiple goals is challenging in multi-robot systems. We introduce an open-source and extensible framework for centralized multi-robot task planning and scheduling that leverages LLMs to enable fleets of heterogeneous robots to accomplish multiple tasks. RobotFleet provides abstractions for planning, scheduling, and execution across robots deployed as containerized services to simplify fleet scaling and management. The framework maintains a shared declarative world state and two-way communication for task execution and replanning. By modularizing each layer of the autonomy stack and using LLMs for open-world reasoning, RobotFleet lowers the barrier to building scalable multi-robot systems. The code can be found here: https://github.com/therohangupta/robot-fleet.

ArXiv.org
Openalex Percentile: Top 43%
Robotics and Automated Systems
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RobotFleet: An Open-Source Framework for Centralized Multi-Robot Task Planning · ArXiv.org (2025) | TGRS Research Map | TGRS