Manufacturing Engineers: The All in One AI Plugin

Skills for manufacturing engineers 17

• process documentation assistantWrites process maps, SOPs and work instructions, like a changeover SOP with steps, times and revision control.
• lean manufacturing strategies assistantFinds waste and designs lean systems, like a value stream map that cuts 40 minutes of waiting per shift.
• continuous improvement plannerTurns defect logs into root cause analysis and improvement plans, like a 5 Whys on recurring surface scratches.
• production schedulingSequences jobs, balances lines and resolves bottlenecks, like reordering batches to cut changeover time on a press.
• operations process optimizerAnalyzes operations data for bottlenecks, waste and automation, like flagging a manual inspection step worth automating.
• process efficiency analystFinds efficiency gaps and cost drivers from process data, like comparing two cells making the same part.

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

Ready-made prompts 25

• Process Documentation Basics3 prompts, like Write Detailed Work Instructions
• Workflow And Line Balancing3 prompts, like Visualize Workflow for Optimization
• Troubleshooting From Descriptions3 prompts, like Explain Machine Fault Codes
• Quality Control Support4 prompts, like Draft Inspection Criteria For A Production Step
• Production Data Analysis3 prompts, like Interpret Shift And Line Metrics
• Automation And Tooling3 prompts, like Evaluate Automation Options For A Task
• Safety And Compliance3 prompts, like Draft A Process Risk Assessment

Apps you can build with AI 3

• Operational process bottleneck discovery studioTest what actually limits your output before you buy equipment, using your own line data. Demo included.
• Process measurement definition deskGet comparable process metrics by fixing where each measurement starts and stops. Demo included.
• Agentic workflow automation control workspaceCut manual repetition while keeping every automated step visible and reversible. 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 Team Process Bottleneck Agent". Each one also has a guided set-up with sample data on its page.

• Team Process Bottleneck AgentThe real bottleneck identified with evidence.
• SOP Execution Evidence AgentEvery procedure run has valid evidence for every required step.
• Operational Exception Pattern AgentRecurring exceptions traced to causes with a testable fix.
• Controller Program Version Compare AgentKeep the repository equal to what really runs, with every difference explained
• Machine Wear Early Warning AgentSchedule maintenance before a failure by catching wear early
• Production Test Yield Review AgentFind the real cause of a yield drop and confirm the fix with later yield
• Safety Device Test Schedule AgentNo safety device goes past its test date, and every failed test is followed to a passing retest.
• Process Pilot Tracker AgentDecide every pilot on evidence: scale, change or stop.
• Packaging Line Trial AgentFind the best line settings with a clear record of every run.
• Tooling and Mold Maintenance AgentService tools before they cause defects and prove that the service worked.
• Process Documentation Drift AgentKeep procedures consistent with real practice and ready for audit.
• Machine Fault Troubleshooting AgentFaster recovery from line stops with a confirmed cause and documented history

Connections (MCP servers) 10

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.

• Quality Control Plan MCP serverTurn a technical drawing PDF into a numbered inspection plan, a ballooned drawing and an Excel report.
• FoundryNet Forge MCP serverLets your AI read and manage data from industrial machines like CNC machines and robots in plain language. No install needed.
• GNU Units MCP serverLets your AI convert between thousands of units and check unit math, all offline.
• Gnomon MCP serverGives your AI a reliable calculator and calendar so dates, math, and unit conversions stop being guesses.
• Grounding MCP serverSearch your own PDFs, EPUBs and Word files locally and get answers with page and section citations.
• UGS CNC MCP serverLets your AI talk to a CNC machine through Universal GCode Sender so you can jog, home, run files, and check G-code.
• Calculator MCP serverLets your AI do exact math instead of guessing at numbers.
• Aurora MCP serverLet your AI run honest statistics on your data and cite every finding, instead of guessing.
• Local RAG MCP serverSearch your own PDF, Word, text and Markdown files from your AI chat, all on your own computer.
• Polymath MegaBlaster MCP serverGive your AI a local calculator for exact math, dates, units, stats, and distances.

Your Grok Bot team 8

• Odoo Manufacturing AdvisorConfigure Odoo Manufacturing: BoMs, work centers, routings, MRP runs, and production order workflows.
• Production SchedulingTranslate work orders into a minute-by-minute production sequence that maximises throughput at the constraint.
• Quality NonconformanceManage non-conformance lifecycle, root cause analysis, and CAPA in regulated manufacturing.
• Workflow OrchestratorDesigns, implements, and optimizes complex business process workflows with state management and error handling.
• Business AnalystAnalyzes business processes, gathers requirements, and identifies improvement opportunities for operational efficiency.
• Database Cloud Optimization Cost OptimizeAnalyze cloud spend and cut costs while keeping performance and reliability.
• Process Monitoring and Control AssistantMonitors and optimizes your process with real-time data analysis and predictive insights.
• Process Scaling OptimizerAnalyzes process data and models to optimize scaling, efficiency, and compliance.