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Get Started Free →Production-ready automotive code examples from automotive-claude-code-agents. Includes BMS ECU firmware (C), ADAS perception pipeline (Python), battery thermal modeling, network topologies, multi-region cloud deployment (Terraform/K8s), and automotive protocol demos. Use when the user wants real working code for automotive ECUs, ADAS, BMS, or deployment.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | 7% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -34% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -47% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -33% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -42% | 0% |
Full production-ready code examples from the automotive-claude-code-agents repository.
| Example | Language | Description | |---------|----------|-------------| | adas-perception/ | Python | Camera-based object detection pipeline for ADAS | | ecu-bms/ | C | Full BMS firmware with RTE, cell monitoring, SOC estimation | | battery-thermal/ | - | Battery thermal modeling reference | | network-topologies/ | Docker/YAML | Automotive Ethernet topologies with Docker Compose | | multi-region-deployment/ | TF/K8s/SQL | Multi-region cloud deployment for connected vehicles | | automotive_protocols_demo.py | Python | CAN/LIN/Ethernet protocol interaction demo |
examples/adas-perception\config\pipeline_config.yamlexamples/adas-perception\src\camera\detector.pyexamples/adas-perception\src\main.pyexamples/adas-perception\tests\test_camera.pyexamples/automotive_protocols_demo.pyexamples/ecu-bms\requirements\bms-requirements.yamlexamples/ecu-bms\src\application\cell_monitor.cexamples/ecu-bms\src\application\cell_monitor.hexamples/ecu-bms\src\application\soc_estimator.cexamples/ecu-bms\src\application\soc_estimator.hexamples/ecu-bms\src\rte\Rte_BMS.cexamples/ecu-bms\src\rte\Rte_BMS.hexamples/ecu-bms\tests\unit\test_cell_monitor.cexamples/multi-region-deployment\database\setup-multi-region-replication.sqlexamples/multi-region-deployment\kubernetes\applications\vehicle-gateway-deployment.yamlexamples/multi-region-deployment\scripts\failover-to-region.shexamples/multi-region-deployment\terraform\global\main.tfexamples/multi-region-deployment\terraform\us-east-1\main.tfexamples/network-topologies\docker-compose.ymlexamples/network-topologies\setup.shexamples/network-topologies\test-virtual-network.pyexamples/qnx\complete_workflow.pyexamples/qnx-adaptive-platform\deployment\execution\adas_controller.jsonexamples/qnx-adaptive-platform\deployment\machine\machine_manifest.jsonexamples/qnx-adaptive-platform\runtime\ara_com\include\ara\com\skeleton.hexamples/qnx-adaptive-platform\runtime\ara_com\include\ara\com\types.hOther measured skills in the registry, with their headline benchmark lift.