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get_sample_conversations

See real example conversations showing how Ravira manages dental patient inquiries, including appointment booking, insurance questions, and emergency triage.

Instructions

See real example patient conversations handled by Ravira.

Shows how Ravira manages common dental patient inquiries including appointment booking, insurance questions, emergency triage, and more.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Implementation Reference

  • The function that executes the get_sample_conversations tool logic. Returns a hardcoded string containing several sample patient conversation transcripts.
    def get_sample_conversations() -> str:
        """
        See real example patient conversations handled by Ravira.
    
        Shows how Ravira manages common dental patient inquiries including
        appointment booking, insurance questions, emergency triage, and more.
        """
        return """
    # Sample Ravira Patient Conversations
    
    ---
    
    ## Conversation 1: After-Hours Appointment Request
    **Time: 9:47 PM (office is closed)**
    
    Patient: Hi, I need to schedule a cleaning
    Ravira:  Hi! I'm Ravira, the virtual assistant for Bright Smiles Dental.
             I'd love to help you schedule a cleaning! Could you share your
             preferred day and time? We have morning slots (8-11am) and
             afternoon slots (1-4pm) available Monday through Friday.
    Patient: Thursday afternoon works for me
    Ravira:  Perfect! I've noted a Thursday afternoon cleaning request for you.
             Our team will confirm your exact appointment time first thing tomorrow
             morning. Is there a phone number or email where they can reach you?
    Patient: Yes, my email is jane@email.com
    Ravira:  Got it! You're all set. Expect a confirmation from us tomorrow morning.
             Is there anything else I can help you with tonight?
    
    → Result: Appointment request captured at 9:47 PM, staff sees it at 8 AM. ✅
    
    ---
    
    ## Conversation 2: Insurance Question
    Patient: Do you take United Healthcare?
    Ravira:  Great question! Bright Smiles Dental is in-network with Delta Dental,
             Aetna, Cigna, and MetLife. For United Healthcare, coverage depends on
             your specific plan — I'd recommend calling us at (206) 555-0100 so our
             billing team can verify your benefits before your visit. Would you like
             to go ahead and schedule an appointment?
    
    → Result: Patient gets accurate answer from practice's own KB in 3 seconds. ✅
    
    ---
    
    ## Conversation 3: Emergency Triage
    Patient: I have really bad tooth pain and my face is swelling
    Ravira:  I'm so sorry to hear that — facial swelling with tooth pain can be
             serious and needs attention right away! Please call our office
             immediately at (206) 555-0100. We reserve same-day emergency slots
             every morning. If the swelling is spreading rapidly or you have
             difficulty breathing or swallowing, please go to the nearest emergency
             room right away. Your safety is the priority!
    
    → Result: Emergency flagged and escalated to staff instantly. ✅
    
    ---
    
    ## Conversation 4: Price Question
    Patient: How much is a root canal?
    Ravira:  Root canal treatment at Bright Smiles typically ranges from $800-$1,500
             depending on which tooth needs treatment (front teeth are less complex
             than molars). With dental insurance, your out-of-pocket cost is often
             50-80% lower. Would you like to schedule a consultation? Dr. Smith can
             give you an exact quote after reviewing your X-rays.
    
    → Result: Patient gets ballpark pricing from KB, consultation booked. ✅
    """
  • server.py:249-250 (registration)
    Registration using the @mcp.tool() decorator from FastMCP, which registers get_sample_conversations as an MCP tool.
    @mcp.tool()
    def get_sample_conversations() -> str:
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations provided, so description must disclose behavioral traits. Only states it shows examples; lacks details about read-only nature, side effects, pagination, or limitations. Minimal information for a tool with no annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two concise sentences that front-load the purpose. Every sentence adds value without redundancy.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Output schema exists, so return value details are covered. However, description omits behavioral context like read-only nature or result ordering, leaving minor gaps.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

No parameters in input schema, so description does not need to add parameter information. Baseline 4 for zero-parameter tools.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Clearly states the action ('See real example patient conversations') and resource ('handled by Ravira'). Distinct from siblings like ask_ravira and get_ravira_features, which serve different functions.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Implies when to use (to view sample conversations) but does not explicitly specify when not to use or provide alternatives. However, the context is clear enough for an agent to decide.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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