Step-by-step guide to representing user onboarding sequences in MCP, covering system instructions, user profiles, document context, tasks, and integration.

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To start representing user onboarding sequences in MCP, you need to define the system instructions. These instructions set the foundational behavior of the model.
instructions = {
"system_instructions": "You are a virtual assistant guiding users through an onboarding process."
}
Develop the user profile to customize the experience according to the specific needs and preferences of the user being onboarded.
user_profile = {
"name": "John Doe",
"preferences": {
"learning_style": "visual",
"communication_preference": "email"
},
"goals": ["understand platform basics", "complete initial setup"]
}
Document context should include any resources or guides that will be useful during the onboarding session.
document_context = {
"knowledge_base": [
{"title": "Getting Started Guide", "url": "https://example.com/getting-started"},
{"title": "Feature Overview", "url": "https://example.com/feature-overview"}
],
"recent_uploads": []
}
Identify and specify the active tasks and goals for the user to achieve comprehension and successful onboarding.
active_tasks = {
"current_objectives": [
"Create user account",
"Complete profile setup",
"Take introductory tour"
],
"to_dos": ["Watch tutorial video", "Read welcome email"]
}
Specify what tools the model can utilize or refer to throughout the onboarding process, such as web access or databases.
tool_access = {
"available_tools": ["web", "database"],
"api_access": ["GET /user-profile", "POST /setup"]
}
Set the necessary rules and constraints to maintain proper guidance and adherence to platform policies.
rules_constraints = {
"constraints": [
"Do not bypass security protocols",
"Ensure data privacy compliance"
]
}
Combine all your defined components to form the complete MCP representation of the user onboarding sequence.
mcp_context = {
"instructions": instructions,
"user_profile": user_profile,
"document_context": document_context,
"active_tasks": active_tasks,
"tool_access": tool_access,
"rules_constraints": rules_constraints
}
Finally, implement the generated MCP context into your AI system, allowing it to accurately guide users through their onboarding experience.
def initiate_onboarding(mcp_context):
# Example function to simulate how the context is utilized
print("Beginning onboarding process with the following context:")
print(mcp_context)
initiate_onboarding(mcp_context)
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