- Gmail: https://github.com/jasonsum/gmail-mcp-server?tab=readme-ov-file#gmail-server-for-model-context-protocol-mcp
- Video Editing: https://github.com/burningion/video-editing-mcp?tab=readme-ov-file#using-tools-in-practice
- Rijksmuseum's collection: https://github.com/r-huijts/rijksmuseum-mcp?tab=readme-ov-file#example-use-cases
https://github.com/kimtaeyoon83/mcp-server-youtube-transcript
User: "Optimize my home for energy efficiency and comfort"
Hierarchical Agent System:
- Home Control Agent (central coordinator)
|- Climate Agent (HVAC & temperature)
|- Energy Agent (power consumption)
|- Security Agent (doors, windows, cameras)
|- Lighting Agent (all light systems)
|- Occupancy Agent (presence detection)
[Real-time interaction]
Home Control: "Analyzing current home status..."
Occupancy Agent: "Detected 3 occupants in different rooms"
Climate Agent: "Current indoor temperature varies by 4°F between rooms"
[Parallel processing]
Energy Agent: "Running consumption analysis..."
Climate Agent: "Adjusting HVAC zones based on occupancy..."
Lighting Agent: "Optimizing natural light usage..."
[Interactive decision points]
Home Control: "Would you like to prioritize maximum comfort or energy savings?"
User: "Balance both, but lean toward savings"
Energy Agent: "Adjusting parameters. Estimated 15% savings possible."
[Streaming updates]
"Adjusting living room temperature ↓2°F ✓"
"Dimming unused office lights ✓"
"Closing bedroom blinds to reduce heat gain ✓"
"Scheduling dishwasher for off-peak hours ✓"
"Monthly energy savings projection: $45 ✓"
User: "Help me manage my workload this week"
Hierarchical Agent System:
- Workflow Manager Agent (coordinator)
|- Calendar Agent (schedule optimization)
|- Email Agent (communication management)
|- Research Agent (information gathering)
|- Writing Agent (document preparation)
|- Task Agent (priority management)
[Real-time interaction]
Workflow Manager: "Analyzing current workload and commitments..."
Calendar Agent: "Found 3 major meetings and 2 deadlines this week"
Email Agent: "15 emails require responses, 3 marked urgent"
[Parallel processing]
Task Agent: "Prioritizing tasks based on deadlines..."
Research Agent: "Gathering materials for Thursday's presentation..."
Writing Agent: "Drafting responses to urgent emails..."
[Interactive decision points]
Workflow Manager: "There's a schedule conflict on Wednesday. Prefer morning or afternoon for the client meeting?"
User: "Morning please"
Calendar Agent: "Rearranging schedule, moving team sync to 2 PM..."
[Streaming updates]
"Morning schedule optimized for focused work ✓"
"Meeting prep materials organized ✓"
"Email responses drafted for review ✓"
"Research summary compiled ✓"
"Tomorrow's agenda prepared ✓"
[Continuous adaptation]
Email Agent: "New urgent request received - adjusting priorities"
Task Agent: "Updated task sequence to accommodate new request"
Calendar Agent: "Found 30-minute slot for urgent task"
User: "Help me wake up gently and get ready for my 9 AM meeting"
Hierarchical System:
- Schedule Agent (coordinator)
|- Bedroom Agent (lights, blinds, temperature)
|- Kitchen Agent (coffee maker, toaster)
|- Calendar Agent (meeting details)
|- Weather Agent (outdoor conditions)
[Real-time execution]
Schedule Agent: "It's 7:30 AM, starting wake sequence..."
Weather Agent: "Cloudy morning, 45°F, light rain expected"
Bedroom Agent: "Beginning sunrise simulation..."
[Adaptive actions]
"Gradually raising bedroom temperature to 68°F ✓"
"Slowly increasing light brightness over 10 minutes ✓"
"Opening blinds 20% for natural light ✓"
"Starting coffee maker ✓"
"Kitchen lights at 50% ✓"
[Context-aware decisions]
Schedule Agent: "Rain detected. Should I adjust wake-up time earlier?"
User: "Yes please"
"Adjusting schedule - moving everything 15 minutes earlier ✓"
User: "We're having a party tonight from 7-11 PM, help manage the house"
Hierarchical System:
- Event Manager Agent (coordinator)
|- Climate Control Agent (HVAC, ventilation)
|- Lighting Agent (indoor/outdoor lights)
|- Security Agent (doors, cameras)
|- Energy Agent (power management)
|- Occupancy Agent (room sensors)
[Pre-event preparation]
"Pre-cooling house to optimal temperature ✓"
"Setting up party lighting scenes ✓"
"Configuring doorbell camera notifications ✓"
[Dynamic management]
Occupancy Agent: "30 people detected in living room"
Climate Agent: "Increasing ventilation in crowded areas"
Energy Agent: "Adjusting HVAC zones based on occupancy"
[Real-time adaptation]
"Dimming kitchen lights for ambiance ✓"
"Activating pathway lighting to backyard ✓"
"Adjusting thermostat for crowd heat ✓"
User: "I need to focus on work today while managing home tasks"
Hierarchical System:
- Productivity Agent (coordinator)
|- Office Environment Agent (lighting, temperature)
|- Home Maintenance Agent (robot vacuum, dishwasher)
|- Communication Agent (doorbell, deliveries)
|- Focus Agent (noise control, notifications)
[Environment optimization]
"Setting light temperature to 5000K for productivity ✓"
"Maintaining optimal office temperature 72°F ✓"
"Enabling do-not-disturb on doorbell ✓"
[Background tasks]
"Scheduling robot vacuum for unused rooms ✓"
"Running dishwasher during break time ✓"
[Smart interruptions]
Focus Agent: "Important package delivery detected"
User: "Accept it"
"Temporarily disabling do-not-disturb ✓"
"Resuming focus mode in 5 minutes ✓"
Hierarchical System:
- Campaign Manager Agent (coordinator)
|- YouTube Monitor Agent (your existing agent)
|- Transcript Agent (your existing agent)
|- Knowledge Base Agent (your existing real estate expertise)
|- Email Agent (your existing agent)
|- Content Analysis Agent (new - evaluates relevance)
|- Opportunity Match Agent (new - finds investment connections)
|- Communication Strategist Agent (new - personalizes outreach)
|- Relationship Manager Agent (new - tracks interactions)
[Continuous Monitoring]
YouTube Monitor: "New video detected from PropertyBro: 'My Amazing Trip to Singapore!'"
"Initiating analysis workflow ✓"
[Content Processing]
Transcript Agent: "Extracting video transcript..."
"Transcript extracted: 14 minutes of content ✓"
[Content Analysis]
Content Analysis: "Analyzing transcript for travel themes..."
"Found relevant segments:
- 2:15: Discussing Singapore property prices
- 4:30: Impressed by local infrastructure
- 8:45: Considering extended stay in Asia"
[Opportunity Matching]
Knowledge Base Agent: "Searching relevant investment insights..."
Opportunity Match: "Matching content with investment opportunities..."
"Match found: Singapore luxury condo investment guide
- Aligns with creator's interests
- Relevant to mentioned price points
- Matches target audience profile"
[Personalization Strategy]
Communication Strategist: "Crafting outreach approach..."
"Recommended angle:
- Reference specific video timestamps
- Share exclusive market insights
- Offer specialized consultation"
[Relationship Check]
Relationship Manager: "Checking interaction history..."
"First contact with this creator
- No previous communications
- 1.2M subscribers
- Focus: Property investment & travel"
[Interactive Decision Point]
Campaign Manager: "Outreach opportunity identified. Proceed with email?"
User: "Yes, show me the draft"
[Email Composition]
Communication Strategist: "Drafting personalized email..."
"Draft ready for review:
Subject: Your Singapore insights + Exclusive Market Data
Dear [Creator Name],
I just watched your Singapore video - your observation about property prices at 2:15 was spot-on. As a specialist in Asian real estate investment, I noticed you're considering an extended stay in Asia (8:45).
I've prepared some exclusive insights about Singapore's luxury condo market that might interest you and your audience:
[Key market insights from Knowledge Base]
Would you be interested in a brief call to discuss the investment opportunities you spotted?
Best regards,
[Your name]"
[User Review]
Campaign Manager: "Please review the draft. Approve to send?"
User: "Approved"
[Execution]
Email Agent: "Sending email..."
"Email delivered successfully ✓"
[Follow-up Planning]
Relationship Manager: "Creating follow-up schedule..."
"Reminder set: Check for response in 3 days ✓"
"Added to outreach tracking database ✓"
[Analytics Update]
Campaign Manager: "Updating campaign metrics..."
"Outreach logged:
- Creator: PropertyBro
- Video: Singapore Trip
- Topic: Asia Real Estate
- Contact Type: Initial Outreach
- Status: Pending Response"