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  ### Project Overview
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- For this second hackathon, we decided to have fun and created an AI agent, which connects directly to your car and helps you diagnose issues.
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  For this project, we have done:
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- - AI agent and chatbot to perform car diagnostic
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- - Diagnostic MCP server, which we installed directly on a OBD-II device.
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- > There is a OBD-II port in most cars that lets a diagnostic device communicate with the car’s computer. Mechanics attach their scanner to this port to read car health information and find out why warning lights are on.
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- Thw demo on HuggingFace space is connecting to a OBD-II _simulator_ (we don’t want everyone to mess with our car :-). Fun fact, the simulator is also a Gradio space: [OBD-II Simulator Gradio space](https://huggingface.co/spaces/castlebbs/elm327-simulator)
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  If you want more details on how we implemented the MCP Server on the diagnostic device, navigate to the “MCP Server on embedded device” tab on the HF Space.
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@@ -51,7 +51,7 @@ If you want more details on how we implemented the MCP Server on the diagnostic
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  - Gradio 6
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  - Langchain/Langgraph agent
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  - Tools used by the agent:
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- - MCP Server providing functions to access vehicle (MCP Server embedded in a OBD-II dongle or OBD-II Simulator)
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  - System status
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  - Send ELM327 and OBD-II requests
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  - Obtain history of collected OBD-II PIDs
 
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  ### Project Overview
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+ For this second hackathon, we decided to have fun and created an AI agent that connects directly to your car and helps you diagnose issues.
28
 
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  For this project, we have done:
30
 
31
+ - AI agent and chatbot to perform car diagnostics
32
+ - Diagnostic MCP server, which we installed directly on an OBD-II device.
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+ > There is an OBD-II port in most cars that lets a diagnostic device communicate with the car’s computer. Mechanics attach their scanner to this port to read car health information and find out why warning lights are on.
35
 
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+ Thw demo on HuggingFace space is connecting to an OBD-II _simulator_ (we don’t want everyone to mess with our car :-). Fun fact, the simulator is also a Gradio space: [OBD-II Simulator Gradio space](https://huggingface.co/spaces/castlebbs/elm327-simulator)
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  If you want more details on how we implemented the MCP Server on the diagnostic device, navigate to the “MCP Server on embedded device” tab on the HF Space.
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  - Gradio 6
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  - Langchain/Langgraph agent
53
  - Tools used by the agent:
54
+ - MCP Server providing functions to access the vehicle (MCP Server embedded in an OBD-II dongle or OBD-II Simulator)
55
  - System status
56
  - Send ELM327 and OBD-II requests
57
  - Obtain history of collected OBD-II PIDs