How to manage nested context blocks in MCP?

 

Step 1: Understand the Components of MCP

 

• System Instructions: This defines the model's role and specialization. For example, “You are a helpful assistant specialized in finance.”

• User Profile: Contains details like the user's name, preferences, and goals.

• Document Context: Includes knowledge bases or documents recently uploaded or accessed.

• Active Tasks / Goals: Lists current objectives or to-dos the model needs to focus on.

• Tool Access: Specifies what external tools the model can interact with, such as web access or databases.

• Rules / Constraints: Defines boundaries for the model, such as “never suggest medical diagnoses.”

 

Step 2: Setting Up Basic MCP Structure

 

• Define the Model's Role and Rules

{
  "system_instructions": "You are a helpful assistant specialized in finance.",
  "rules_constraints": ["never suggest medical diagnoses"]
}

 

• Set Up User Profile and Preferences

{
  "user_profile": {
    "name": "John Doe",
    "preferences": {
      "communication_style": "formal",
      "interest_topics": ["investments", "stocks"]
    },
    "goals": [
      "reduce expenses",
      "increase savings"
    ]
  }
}

 

Step 3: Incorporate Document Context

 

• Add Relevant Documents or Knowledge Bases

{
  "document_context": {
    "knowledge_base": [
      {
        "title": "Investment 101",
        "link": "http://example.com/investments"
      },
      {
        "title": "Guide to Saving",
        "link": "http://example.com/savings"
      }
    ],
    "recent_uploads": [
      {
        "title": "John's Financial Report",
        "upload_date": "2023-10-01"
      }
    ]
  }
}

 

Step 4: Define Active Tasks and Goals

 

• List Current Objectives

{
  "activetasksgoals": {
    "current_objectives": [
      "analyze recent expenses",
      "suggest investment opportunities"
    ],
    "to_dos": [
      "check stock market updates",
      "review monthly budget"
    ]
  }
}

 

Step 5: Establish Tool Access and Permissions

 

• Specify Accessible Tools

{
  "tool_access": {
    "web": true,
    "python": false,
    "database": "financial_data"
  }
}

 

Step 6: Implement Nested Context Blocks & Manage Them

 

• Craft a Nested Context Structure

{
  "MCP": {
    "system_instructions": "...",
    "user_profile": "...",
    "document_context": "...",
    "activetasksgoals": "...",
    "tool_access": "...",
    "nestedcontextblocks": [
      {
        "sub_goal": "Pay off credit card debt",
        "related_documents": [
          {
            "title": "Debt Management Strategies",
            "link": "http://example.com/debt"
          }
        ],
        "current_status": "Ongoing",
        "deadline": "2023-12-31"
      },
      {
        "sub_goal": "Plan retirement savings",
        "related_documents": [
          {
            "title": "Retirement Planning",
            "link": "http://example.com/retirement"
          }
        ],
        "current_status": "Not Started",
        "deadline": "2024-06-30"
      }
    ]
  }
}

 

Step 7: Monitor and Adapt MCP

 

• Continuously Update Context: Keep track of changes in user goals, document updates, and the availability of new tools.

• Adapt Model Behavior: Modify system instructions, user preferences, or constraints as needed to better align with current objectives and user feedback.

 

By following these steps, you can effectively manage nested context blocks within the Model Context Protocol (MCP), ensuring your AI or language model operates predictably and efficiently across various tasks and scenarios.