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Thank you for sharing this use case and MCP server. To start, what LLM did you start with? As for the agriculture MCP, it sounds like it could be very useful. Is this an MCP you have considered building? goose can help you do it if you'd like as well. This could be a great usecase for many without them realizing. I highly recommend creating an MCP server for it if you'd like! |
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prompt: I live in Redwood City, CA. Could you provide details on nearby farmers market?
LLM: hallucinate with more irrelevant details
The contexts are Farmer, Agriculture, Department of Agriculture
Agriculture MCP Context Router would route the requests to the following MCP servers based on the model context:
AMS Agricultural Marketing Service
ARS Agricultural Research Service
USDA Agriculture Department
NAL Agriculture Library
LLM is responsible for high level context - Agriculture. Since both Agriculture and Farmers Market are in the same vector space by embedding, LLM could route the request to Agriculture MCP Router. In general, just like packet network communication, we need to develop Intelligence Model Context Routers and Switches.
LLM receives citizen's query; get the context; farmers market and Redwood City. retrieves Agriculture as the Model Context; routes the request to Agriculture MCP Context Router; it then routes the request to Agriculture Marketing Service, AMS MCP server.
AMS MCP server invokes the tool:
Farmers Market: https://www.usdalocalfoodportal.com/a...
&state=ca
&zip=94063
LLM to Citizen: The farmers market will be at the downtown Redwood City during the weekend.
source: https://www.youtube.com/watch?v=PjSoZaF70OY
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