Embedded-AI-Harness MCP Server
SensorsIot/Embedded-AI-Harness
[](https://agentrank-ai.com/tool/SensorsIot--Embedded-AI-Harness/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge) AI Closed-Loop Programming for embedded systems — the AI writes, flashes, and tests firmware on real hardware until the tests run clean. Spec to silicon, hands off.
claude mcp add agentrank -- npx -y agentrank-mcp-server Overview
SensorsIot/Embedded-AI-Harness is a Python tool licensed under MIT. AI Closed-Loop Programming for embedded systems — the AI writes, flashes, and tests firmware on real hardware until the tests run clean. Spec to silicon, hands off. Topics: ai, claude, closed-loop, embedded, esp32, mcp, raspberry-pi, tdd, test-automation.
Ranked #5590 out of 24846 indexed tools.
Ecosystem
Score Breakdown
237 stars → growing community
Last commit 1mo ago → moderate activity
3/38 issues closed → many open issues
4 contributors → small team
No dependents → no downstream usage
Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →
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From the README
# The Harness — AI Closed-Loop Programming for Embedded Systems *Spec to silicon, hands off.* A horse is strong, fast, and willing — and useless for heavy loads until you harness it. The harness is not a part of the horse and not a part of the cart: it is the coupling that turns raw strength into pulled weight. An AI is the same. It can write firmware all day — but it can't flash a board, can't see it boot, can't know whether its fix actually worked on real hardware. Unharnessed, it generates code and hopes. This repository is the harness: strap the AI in, and it pulls — writes the code, compiles it, flashes it onto a real ESP32, tests it against real WiFi, MQTT, BLE and RF, reads the failures, corrects itself, and goes again — until the tests run clean. ## 🔄 AI Closed-Loop Programming Today's AI coding is **open-loop**: prompt → code → hope. No feedback, so errors accumulate uncorrected — which is exactly why people don't trust AI-written firmware. **AI Closed-Loop Programming (Read full README on GitHub →
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