The All-in-One AI Plugin for Robotics Engineers

Skills for robotics engineers 8

• debugTraces a bug to its root cause, fixes it, and adds a regression test for a drifting joint.
• prototype testing analysis assistantTurns raw prototype test data into trend, anomaly, reliability, and cost reports, such as comparing two gripper designs across 500 cycles.
• code documentation doc generateGenerates API docs, architecture diagrams, and user guides from your code, like a reference for a motion planning library.
• test engineerRuns your unit, integration, and end-to-end suites and reports pass/fail counts and coverage, for example after a controller rewrite.
• test fixingWorks through failing tests in groups until they pass, like broken tests after a sensor driver upgrade.

Plus a start-here assistant, the prompt library and the app builder, and for members the daily brief.

Ready-made prompts 22

• Learn Robotics Fundamentals3 prompts, like Control Theory Refresher For Robotics
• Draft Control System Code3 prompts, like Generate PID Controller Starting Code
• Plan Motion and Paths2 prompts, like Explain Inverse Kinematics Math for Your Arm
• Integrate Sensors and Actuators2 prompts, like Draft Sensor Fusion Logic
• Simulate Before You Build3 prompts, like Set Up Robot Simulation Scenes
• Troubleshoot Robot Behavior3 prompts, like Rank Likely Causes in Robot Logs
• Test Prototypes Systematically2 prompts, like Draft a Prototype Test Plan

Apps you can build with AI 3

• Robot fleet task automation control portalBuild this to schedule and supervise tasks across many robots while keeping safety limits and operator approvals in your hands. Demo included.
• Hardware requirements organizerBuild this to trace each customer need through your engineering decisions and supplier constraints, so nothing gets lost in the handoff. Demo included.
• Developer-ready spec and execution workspaceBuild this to shorten spec-to-working-code cycles while keeping the plan and its test evidence current for every revision. Demo included.

AI agents 12

In the download. An agent runs a whole recurring task for you, step by step, and asks you before anything important. Ask your AI: "Run the Firmware Release Candidate Regression Agent". Each one also has a guided set-up with sample data on its page.

• Firmware Release Candidate Regression AgentShow every regression in a release candidate and trace each to its cause
• Hardware-in-the-Loop Test Run AgentRun the full rig suite unattended and classify each failure with evidence
• Memory and Stack Budget AgentKeep flash, RAM and stack use inside budget with a clear cause for each increase
• RTOS Timing and Priority Review AgentRemove missed deadlines and priority inversions with measured proof
• Peripheral Driver Bring-Up AgentGet a new peripheral working on the board with a documented driver
• Controller Program Version Compare AgentKeep the repository equal to what really runs, with every difference explained
• Motion Tuning Loop AgentReach the target response with the fewest runs and without leaving safe limits
• Perception Failure Replay AgentReproduce a perception failure, fix it, and prove that earlier cases still pass
• Machine Wear Early Warning AgentSchedule maintenance before a failure by catching wear early
• Hardware Test Plan and Results AgentA repeatable test plan with recorded, comparable results for every build
• Firmware Debug from Evidence AgentAn embedded fault traced to a confirmed cause with a proposed fix
• PLC Logic Draft and Review AgentController logic that matches the operation sequence and respects safety interlocks

Connections (MCP servers) 12

A guide in the download. A connection lets your AI work in an app you already use. You add only the ones you use: ask your AI "Which apps can you connect to?" and follow the steps on each connection's page.

• Bagel MCP serverAsk plain-English questions about robot, drone and IoT logs and get real answers back.
• Isaac Sim MCP serverControl NVIDIA Isaac Sim robot simulations with plain English commands through your AI assistant.
• ROS 2 MCP serverLets your AI look at and control a ROS 2 robot: list topics, read sensor data, and send commands.
• MATLAB MCP serverLet your AI write and run MATLAB code, make interactive plots, and run long jobs for you.
• arXiv MCP serverLets your AI search arXiv for research papers and pull up their details and full text. No install needed.
• ROS MCP serverLet your AI send commands to a robot and read back what the robot is doing, in plain words.
• RIGShare MCP serverSearch, quote and book rental equipment like GPUs, robots and excavators right from your AI chat.
• fw-context MCP serverLets your AI read your firmware the way the compiler sees it, so it can trace calls, callbacks and dead code.
• OPC UA MCP serverLet your AI read and change live values on industrial machines that speak OPC UA.
• Scholar Feed MCP serverLets your AI search 600k+ computer science and AI papers, follow citations, and export BibTeX.
• SheetsData MCP serverLets your AI look up electronic component specs, pinouts and package info from datasheets without opening a PDF. No install needed.
• Serial MCP serverLets your AI talk to devices plugged into a serial port, like Arduino or STM32 boards.

Your Grok Bot team 12

• SimpyBuilds and runs discrete-event simulations of systems with queues, resources, and timed processes.
• Computer Vision EngineerBuilds production-ready computer vision pipelines for detection, OCR, face recognition, and tracking.
• Computer Vision ExpertDesign and optimize SOTA computer vision pipelines for real-time detection, segmentation, and spatial analysis.
• Senior Computer VisionDesigns and deploys computer vision systems for object detection, segmentation, and video analysis.
• Debugging StrategiesGuide systematic debugging via logs, hypotheses, and controlled experiments.
• Documentation EngineerArchitect and automate documentation systems that stay synchronized with code changes.
• PrototypeBuild a throwaway terminal or UI prototype to answer one design question fast.
• Robot FrameworkGenerate Robot Framework tests with keyword-driven syntax and Python libraries. No test execution or environment setup.
• Chaos EngineerDesigns and runs controlled failure experiments to validate system resilience before incidents occur.
• Entropy BoxCompiles embodied-AI knowledge into grounded, source-linked implementation paths.
• SpecificationGenerate or update specification documents for new or existing functionality.
• READMEGenerate thorough README documentation for any project. No code execution. No deployment. No production changes. All changes require your approval.