Alternatives

Ogma alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Ogma

Generator of runtime monitors for flight and robotics applications.

85
Quality
86
Trust
566
Stars
#1

ProjectAirSim

Similarity 109Trust 88Excellent 86

Project AirSim is Microsoft's evolution of AirSim, an advanced simulation platform for building, training, and testing autonomous systems in high-fidelity virtual environments

710 starsJun 1, 2026 pushrobotics-iotC++ROS
$ npx skills add iamaisim/ProjectAirSim
#2

Patchwork

Similarity 109Trust 88Excellent 85

SOTA fast and robust ground segmentation using 3D point cloud (accepted in RA-L'21 w/ IROS'21)

584 starsMay 21, 2026 pushrobotics-iotC++ROS
$ npx skills add LimHyungTae/patchwork
#3

Luos Engine

Similarity 109Trust 88Excellent 85

Open-source and real-time orchestrator for cyber-physical-systems, to easily design, test and deploy embedded applications and digital twins.

544 starsJun 15, 2026 pushrobotics-iotCROS
$ npx skills add Luos-io/luos_engine
#4

Open Manipulator

Similarity 109Trust 86Excellent 85

AI Manipulator and Open Manipulator

640 starsJun 18, 2026 pushrobotics-iotPythonROS
$ npx skills add ROBOTIS-GIT/open_manipulator
#5

Bonsai

Similarity 108Trust 87Excellent 85

Rust implementation of behavior trees for deterministic AI (now with Python bindings)

550 starsJun 18, 2026 pushrobotics-iotRustROS
$ npx skills add Sollimann/bonsai
#6

DynamixelSDK

Similarity 108Trust 86Excellent 85

ROBOTIS Dynamixel SDK (Protocol1.0/2.0)

591 starsJun 18, 2026 pushrobotics-iotC++ROS
$ npx skills add ROBOTIS-GIT/DynamixelSDK
#7

Urdf Viz

Similarity 108Trust 86Excellent 85

visualize URDF/XACRO file, URDF Viewer works on Windows/MacOS/Linux

580 starsJun 16, 2026 pushrobotics-iotRustROS
$ npx skills add openrr/urdf-viz
#8

Rko Lio

Similarity 108Trust 86Excellent 85

A Robust Approach for LiDAR-Inertial Odometry Without Sensor-Specific Modelling

580 starsJun 16, 2026 pushrobotics-iotC++ROS
$ npx skills add PRBonn/rko_lio
#9

Ros Gz

Similarity 108Trust 86Strong 84

Integration between ROS (1 and 2) and Gazebo simulation

523 starsJun 8, 2026 pushrobotics-iotC++ROS
$ npx skills add gazebosim/ros_gz
#10

Mrs Uav System

Similarity 108Trust 82Excellent 85

The entry point to the MRS UAV system.

608 starsJun 4, 2026 pushrobotics-iotShellROS
$ npx skills add ctu-mrs/mrs_uav_system
#11

Isaac Ros Nvblox

Similarity 108Trust 86Strong 80

NVIDIA-accelerated 3D scene reconstruction and Nav2 local costmap provider using nvblox

707 starsMay 1, 2026 pushrobotics-iotC++ROS
$ npx skills add NVIDIA-ISAAC-ROS/isaac_ros_nvblox
#12

Genz Icp

Similarity 107Trust 82Strong 81

GenZ-ICP: SOTA robust LiDAR odometry (IEEE RA-L 2025)

674 starsJun 16, 2026 pushrobotics-iotPythonROS
$ npx skills add cocel-postech/genz-icp
#13

Open3d Slam

Similarity 107Trust 84Strong 79

Pointcloud-based graph SLAM written in C++ using open3D library.

616 starsMay 5, 2026 pushrobotics-iotC++ROS
$ npx skills add leggedrobotics/open3d_slam
#14

Jupyter Ros

Similarity 107Trust 84Strong 79

Jupyter widget helpers for ROS, the Robot Operating System

612 starsApr 2, 2026 pushrobotics-iotPythonROS
$ npx skills add RoboStack/jupyter-ros
#15

Mcl 3dl

Similarity 106Trust 85Strong 75

A ROS node to perform a probabilistic 3-D/6-DOF localization system for mobile robots with 3-D LIDAR(s). It implements pointcloud based Monte Carlo localization that uses a reference pointcloud as a map.

597 starsDec 22, 2025 pushrobotics-iotC++ROS
$ npx skills add at-wat/mcl_3dl
#16

Apm Planner

Similarity 105Trust 81Strong 74

APM Planner Ground Control Station (Qt)

548 starsApr 18, 2026 pushrobotics-iotC++ROS
$ npx skills add ArduPilot/apm_planner

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Ogma if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.