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pymapf

by openplan-labs

Collection of MAPF planners and decentralized controllers for multi-agent coordination

Python
Updated Aug 29, 2026
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What It Does

Implements classical and decentralized multi-agent planning and pathfinding algorithms (CBS, PIBT, LaCAM, LNS, space-time A*) plus decentralized controllers and swarm behaviors. Provides both centralized MAPF solvers and decentralized control techniques (NMPC, velocity obstacles) to simulate collision-free motion and coordinated group behaviors. Includes algorithms and reference implementations useful for reproducing planning experiments and stress-testing agent interaction patterns. Planning Pattern Event-Driven Agent Pattern

Key Benefits

As agents share physical or simulated space, predictable collision avoidance and coordinated planning become core trust signals — you need to know whether an agent will behave safely around others. pymapf gives teams a reproducible suite of planners and controllers to surface failure modes, compare decentralized vs centralized strategies, and validate agent coordination before deployment. That makes it a practical tool for evaluating agent reliability and interaction safety in multi-agent systems. Model Context Protocol (MCP)

Ideal For

Robotics and simulation teams needing reference implementations of MAPF algorithms to test coordination, safety, and failure modes. Agent Service Mesh Pattern

Applications

  • Simulating collision-free trajectories for dozens of agents to validate coordination strategies
  • Comparing centralized MAPF solvers and decentralized controllers to reveal interaction failure modes
  • Stress-testing agent delegation and handoffs in physical or simulated shared spaces
  • Generating reproducible scenarios for benchmarking planner performance and scalability
Topics
controlmapfmulti-agentmulti-agent-pathfindingmulti-agent-planningmulti-agent-systempathfindingplanningpythonrobotics
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Keywords
multi-agent-planningpathfindingmulti-agentagent-reliabilityagent-delegation