AI Agents Meetthe Physical World
Give your agents hands and eyes in the real world.
Vision, UART, GPIO, motion — plug-and-play MCPs for hardware automation.
For teams starting with agentic testing
Integrate into your existing AI workflows
<100ms latency. Air-gapped. Fine-tuned for defects.
Robotic arm support (LeRobot compatible)
How it works?
From your specifications to test reports in 3 simple steps
Specifications
Import your documents (PDF, Word, Excel). Our AI agents analyze and understand your test requirements.
Generation
Agents create test scenarios, connect to your equipment, and prepare the environment.
Execution
24/7 automated testing with detailed reports, generated bug reports, and complete traceability.
System Architecture
Prototypes for automated intelligent testing and orchestration powered by Edge AI and MCP

Prototype 1: Vision-Based Analysis
Industrial-grade vision at edge speed. OCR, LED state detection, defect inspection. Sub-second response, no cloud required.
Prototype 2: Agentic Orchestration
Claude/Mistral LLM agents orchestrated via MCP routers. Controls RPI camera, edge analysis, UART communications, and power supply through modular MCP clients.
Request a demo
Discover how Spec2Prod can revolutionize your hardware testing processes