Date: August 18, 2025 6:56 PM PT Purpose: Comprehensive guide for temporal context integration and calendar awareness Status: ✅ IMPLEMENTATION COMPLETE - Ready for MCP Calendar Integration
The Temporal Context Integration system enhances Piper Morgan’s standup experience by providing dynamic, time-aware responses that adapt to current time, day of week, and calendar context. This system is designed to work with both static calendar patterns (from PIPER.md) and future MCP calendar integration.
services/queries/conversation_queries.py)
services/intent_service/canonical_handlers.py)
tests/integration/test_temporal_context_integration.py)
User Query → Intent Classification → Canonical Handler →
Enhanced Temporal Context → Calendar Integration →
Time-Aware Response
Current Implementation:
Future MCP Integration:
Enhanced Queries:
Time-Based Adaptations:
Static Patterns (Current):
Dynamic Patterns (Future MCP):
get_temporal_context()async def get_temporal_context(self) -> str:
"""Returns current date/time with dynamic calendar context."""
# Tries MCP integration first, falls back to static patterns
calendar_context = await self._get_dynamic_calendar_context(now)
if calendar_context:
return self._format_calendar_context(calendar_data, current_time)
else:
return self._format_static_calendar_context(calendar_patterns, current_time)
get_focus_guidance()async def get_focus_guidance(self, query: str = "") -> str:
"""Returns context-aware focus guidance based on current time and calendar."""
# Provides time-based and day-specific recommendations
# Integrates with temporal context for comprehensive guidance
get_time_aware_priority()async def get_time_aware_priority(self) -> str:
"""Returns priority information with time constraints awareness."""
# Calculates time remaining in day
# Adjusts priorities based on available time
# Includes calendar context for scheduling
The system is designed for future MCP calendar integration:
async def _get_calendar_from_mcp(self, current_time: datetime) -> Optional[Dict[str, Any]]:
"""Get calendar data from MCP server (placeholder for future integration)."""
# TODO: Implement MCP calendar integration when Code builds the adapter
# This will connect to the MCP server and retrieve real calendar events
# For now, return None to trigger fallback to static patterns
return None
Core Functionality (15 tests):
Integration Testing (8 tests):
Edge Cases (4 tests):
# Run all temporal context tests
pytest tests/integration/test_temporal_context_integration.py -v
# Run specific test categories
pytest tests/integration/test_temporal_context_integration.py::TestTemporalContextIntegration -v
pytest tests/integration/test_temporal_context_integration.py::TestTemporalContextEdgeCases -v
# Run with performance monitoring
pytest tests/integration/test_temporal_context_integration.py::TestTemporalContextIntegration::test_performance_targets -v
Static Patterns (PIPER.md):
## 📅 **Calendar Patterns**
**Daily Routines**:
- **6:00 AM PT**: Daily standup with Piper Morgan
- **9:00 AM PT**: Development focus time
- **2:00 PM PT**: UX and improvement work
- **5:00 PM PT**: Documentation and handoff preparation
**Recurring Meetings**:
- **Monday**: MCP development sprints
- **Wednesday**: UX enhancement sessions
- **Friday**: Pattern review and methodology validation
Expected Data Structure:
{
"upcoming_events": [
{
"start_time": "9:00 AM",
"title": "Development Sprint Planning",
"duration": "1 hour",
"type": "meeting"
}
],
"time_blocks": [
{
"start_time": "8:00 AM",
"end_time": "11:00 AM",
"type": "deep_work",
"available": true
}
],
"daily_schedule": {
"6:00 AM": "Morning Standup",
"9:00 AM": "Development Focus"
}
}
User: "What should I focus on today?"
Response:
**Focus Guidance Based on Current Context**:
**Current Time**: Monday, August 18, 2025 at 6:00 AM PT
**Day of Week**: Monday
**Week**: Week 34 of 2025
**Calendar Context**:
**Current Phase**: Morning standup and planning
**6:00 AM PT**: Daily standup with Piper Morgan
**9:00 AM PT**: Development focus time
**Morning Standup Focus**:
- Review yesterday's progress and blockers
- Set today's top 3 priorities
- Check calendar for time constraints
- Plan deep work blocks
**Monday Strategy**: Sprint planning and MCP development focus
User: "What's my top priority?"
Response:
**Your Current Standing Priorities**:
[Priority content from PIPER.md]
**Time Context**:
- **Time Remaining Today**: 8 hours
- **Focus Recommendation**: Prioritize based on available time
- **Deep Work Blocks**: Schedule 2-3 hour focused sessions
**Enhanced Context**: [Temporal context with calendar awareness]
When Code builds the calendar adapter:
_get_calendar_from_mcp() methodExpected MCP Endpoints:
calendar/events - Get upcoming eventscalendar/timeblocks - Get available timecalendar/schedule - Get daily schedulePIPER.md Integration:
Test Results:
Memory Usage:
Concurrent Queries:
Data Volume:
The Temporal Context Integration system is now fully implemented and ready for production. It provides:
Next Phase: Code Agent can implement the MCP calendar adapter to enable real-time calendar integration, while the current system provides immediate value through enhanced temporal awareness and static calendar patterns.
Implementation Status: ✅ COMPLETE Testing Status: ✅ COMPREHENSIVE Documentation Status: ✅ COMPLETE Production Ready: ✅ YES MCP Integration: 🔄 READY FOR ADAPTER