Teach AI coding agents to compile, flash, and validate firmware on real hardware. One command to bridge any agent and any board.
Project description
edesto-dev
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Teach AI coding agents how to compile, flash, and validate firmware on your hardware.
AI coding agents stop at the terminal. edesto init gives them the full embedded development loop: compile, flash, on-device debugging, iterate. Now they can autonomously develop and debug firmware on real hardware. Works with Claude Code, Cursor, Codex, and OpenClaw.
https://github.com/user-attachments/assets/f1d4719d-ed60-406e-a274-0b0f2b06ac21
Install
pip install edesto-dev
Quick Start
# 1. Plug in your board and run:
edesto init
# 2. Open your AI coding agent in the same directory
claude
# 3. Tell it what to do:
# "The sensor readings are wrong. Find and fix the bug."
That's it. edesto init auto-detects your board, serial port, and toolchain. It generates a SKILLS.md that teaches your agent the write/compile/flash/validate loop, with board-specific pin references, pitfalls, and serial conventions.
You can also specify everything manually:
edesto init --board esp32 --port /dev/cu.usbserial-0001
edesto init --board esp32 --port /dev/ttyUSB0 --toolchain arduino
JTAG/SWD Flashing
If your board is connected through a JTAG debugger (ST-Link, J-Link, CMSIS-DAP) instead of USB serial:
edesto init --board stm32-nucleo --upload jtag
This walks you through selecting your debug probe and target chip, generates an OpenOCD-based flash command, and optionally configures a serial port for monitoring. If you run edesto init with no USB boards detected and OpenOCD installed, it will offer JTAG setup automatically.
How It Works
edesto init detects your project and generates a SKILLS.md (plus copies as CLAUDE.md, .cursorrules, and AGENTS.md) that gives your AI agent:
- Compile and flash commands for your specific toolchain
- A debugging toolkit — bidirectional serial communication (read output and send commands), safe code instrumentation, project-aware debug scanning, plus auto-detected support for logic analyzers, JTAG/SWD, and oscilloscopes
- Board-specific pin references, capabilities, and common pitfalls
- Datasheet intelligence — guidance on finding, reading, and citing datasheets and reference manuals, with board-family-specific tips for STM32, ESP32, and Nordic nRF documentation
- RTOS guidance — context-aware FreeRTOS or Zephyr RTOS sections with task creation, synchronization primitives, ISR rules, and common concurrency pitfalls (appears automatically for ESP-IDF, Zephyr, and Arduino+ESP32 projects)
- Troubleshooting guidance for common failures (port busy, baud mismatch, upload timeout)
The debugging step is what makes this work. The edesto serial and edesto debug commands give the agent structured access to your hardware. edesto debug scan analyzes your source code to detect logging APIs, boot markers, danger zones (ISRs), and serial commands. The agent uses edesto serial read and edesto serial send for bidirectional communication with the board, and edesto debug instrument for safe code instrumentation with guaranteed cleanup (edesto debug clean removes all instrumented lines). For example, your firmware prints structured serial output ([READY], [ERROR], [SENSOR] key=value) and the agent reads it to verify its own changes on real hardware. When you have additional debug tools installed, the agent combines serial commands with logic analyzers, oscilloscopes, or JTAG/GDB for end-to-end validation workflows.
Supported Toolchains
| Toolchain | Detection | Commands |
|---|---|---|
| Arduino | .ino files |
arduino-cli compile, arduino-cli upload |
| PlatformIO | platformio.ini |
pio run, pio run --target upload |
| ESP-IDF | CMakeLists.txt + sdkconfig |
idf.py build, idf.py flash |
| Zephyr RTOS | prj.conf, west.yml, or CMake with find_package(Zephyr |
west build, west flash |
| CMake/Make (bare-metal) | Makefile with cross-compiler or CMakeLists.txt with toolchain file |
cmake --build build, OpenOCD flash |
| MicroPython | boot.py / main.py |
mpremote connect, mpremote cp |
| Custom | edesto.toml |
Your commands |
If edesto can't detect your toolchain, it prompts you to enter compile/upload commands and saves them to edesto.toml for next time.
Supported Boards
| Slug | Board | Key Features |
|---|---|---|
esp32 |
ESP32 | WiFi, Bluetooth, BLE |
esp32s3 |
ESP32-S3 | WiFi, BLE, USB native |
esp32c3 |
ESP32-C3 | WiFi, BLE, RISC-V |
esp32c6 |
ESP32-C6 | WiFi 6, BLE, Zigbee/Thread |
esp8266 |
ESP8266 | WiFi |
arduino-uno |
Arduino Uno | AVR, 32KB flash |
arduino-nano |
Arduino Nano | AVR, compact |
arduino-mega |
Arduino Mega 2560 | AVR, 256KB flash, 4 serial |
rp2040 |
Raspberry Pi Pico | Dual-core, PIO, USB |
teensy40 |
Teensy 4.0 | 600MHz Cortex-M7, USB |
teensy41 |
Teensy 4.1 | 600MHz, Ethernet, SD card |
stm32-nucleo |
STM32 Nucleo-64 | STM32, Arduino headers |
stm32f4-discovery |
STM32F4 Discovery | STM32F407, USB OTG, accelerometer, DAC |
stm32h7-nucleo |
STM32H7 Nucleo-144 | Dual-core 480MHz, Ethernet |
stm32l4-nucleo |
STM32L4 Nucleo-64 | Ultra-low-power, DAC |
nrf52840 |
Adafruit Feather nRF52840 | BLE 5.0, USB, NFC, QSPI |
nrf5340 |
nRF5340 DK | Dual-core, BLE 5.3, TrustZone |
Any board works with PlatformIO, ESP-IDF, Zephyr, MicroPython, or a custom toolchain — the table above is for auto-detection with board-specific pin references and pitfalls. Run edesto boards to see the full list.
Debug Tools (Optional)
edesto auto-detects debug tools on your machine and includes them in the generated SKILLS.md. The agent picks the right tool for the problem:
| Tool | What it checks | Detection |
|---|---|---|
| Serial | Bidirectional communication — read output and send commands (always included) | pyserial |
| Logic analyzer | SPI/I2C/UART protocol timing and bus decoding | Saleae Logic 2 + logic2-automation Python package |
| JTAG/SWD | CPU state, crashes, HardFaults, registers, memory | openocd on PATH |
| Oscilloscope | Voltage levels, PWM frequency/duty, rise times | SCPI scope + pyvisa Python package |
If a tool isn't installed, its section is simply omitted — the agent won't try to use it. Run edesto doctor to see which tools are detected.
Commands
# Setup
edesto init # Auto-detect everything
edesto init --board esp32 # Specify board, auto-detect port
edesto init --board esp32 --port /dev/ttyUSB0 # Fully manual
edesto init --board stm32-nucleo --upload jtag # Flash via JTAG/SWD
edesto init --toolchain platformio # Force a specific toolchain
edesto boards # List supported boards
edesto boards --toolchain arduino # Filter by toolchain
edesto doctor # Check your environment
# Serial communication
edesto serial ports # List available serial ports
edesto serial read --duration 10 # Read serial output for 10 seconds
edesto serial read --until "[READY]" # Read until marker appears
edesto serial send "status" # Send command, read response
edesto serial send "reboot" --until "[READY]" # Send command, wait for marker
edesto serial monitor # Stream serial output continuously
# Debug tools
edesto debug scan # Scan project for debug patterns
edesto debug instrument src/main.c:42 --expr val --fmt "%d" # Insert debug print
edesto debug instrument --function my_func # Add entry/exit logging
edesto debug instrument --gpio src/main.c:42 # GPIO toggle for timing
edesto debug clean # Remove all instrumentation
edesto debug clean --dry-run # Preview what would be removed
edesto debug status # Show diagnostic snapshot
edesto debug status --json # Machine-readable status
edesto debug reset # Clear all debug state
# Configuration
edesto config debug.gpio 25 # Set debug GPIO pin
edesto config serial.baud_rate # Get a config value
edesto config --list # Show all config
Examples
Three example projects in examples/, each with an intentional bug for your AI agent to find and fix:
- sensor-debug — Temperature sensor with a unit conversion bug. Celsius values are correct but Fahrenheit readings are off.
- wifi-endpoint — ESP32 HTTP server where
/healthreturns JSON with the wrong Content-Type header. - ota-update — ESP32 with OTA support. The agent updates the version string and pushes firmware wirelessly.
Prerequisites
- A supported board connected via USB or JTAG debugger
- Python 3.10+
- Your toolchain's CLI installed (e.g.,
arduino-cli,pio,idf.py,west,arm-none-eabi-gcc,mpremote) - For JTAG flashing:
openocdon PATH - Optional: debug tools (
logic2-automation,openocd,pyvisa) for advanced debugging
Run edesto doctor to check your setup.
About
Built by Edesto. We build tools for robotics and embedded teams.
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