游戏数据分析集成服务

# 1. Clone the repository
git clone https://github.com/GWLlosa/elite-dangerous-local-ai-tie-in-mcp.git
cd elite-dangerous-local-ai-tie-in-mcp

# 2. Set up all dependencies automatically
python scripts/setup_dependencies.py

# 3. Verify environment setup
python scripts/check_dependencies.py

# 4. Run tests to verify everything works
python scripts/run_tests.py

# Quick test run with coverage
python scripts/run_tests.py

# Manual test execution
pytest tests/ -v --cov=src --cov-report=html

# Run specific test categories
pytest tests/unit/ -v          # Unit tests only
pytest tests/integration/ -v   # Integration tests only

{
  "mcpServers": {
    "elite-dangerous": {
      "command": "C:/path/to/elite-dangerous-local-ai-tie-in-mcp/venv/Scripts/python.exe",
      "args": ["C:/path/to/elite-dangerous-local-ai-tie-in-mcp/src/server.py"],
      "env": {
        "ELITE_JOURNAL_PATH": "C:/Users/YourUsername/Saved Games/Frontier Developments/Elite Dangerous",
        "ELITE_EDCOPILOT_PATH": "C:/Utilities/EDCoPilot/User custom files",
        "ELITE_DEBUG": "false"
      }
    }
  }
}

"What's my current status in Elite Dangerous?"

### Environment Variables
- `ELITE_JOURNAL_PATH` - Path to Elite Dangerous journal directory (auto-detected if not set)
- `ELITE_EDCOPILOT_PATH` - Path to EDCoPilot custom files directory
- `ELITE_DEBUG` - Enable debug logging (true/false)
- `ELITE_MAX_RECENT_EVENTS` - Maximum recent events to store (default: 10000)

##  Project Status

**Current Status**: Production Ready - All Core Milestones Completed [OK]

### [OK] Completed Milestones:
1. **Project Structure** - Complete foundation and build system
2. **Configuration Management** - Environment variables and path validation
3. **Journal File Discovery** - File parsing with comprehensive tests
4. **Real-time Monitoring** - File system watching with position tracking
5. **Event Processing** - 213 event types across 17 categories (98% categorization accuracy)
6. **Data Storage** - In-memory storage with thread safety and game state tracking
7. **MCP Server Framework** - FastMCP integration with background monitoring
8. **Core MCP Tools** - 43+ tools for game data queries and analysis
9. **MCP Resources** - 17+ dynamic resource endpoints with caching
10. **MCP Prompts** - 9 context-aware prompt templates for AI assistance
11. **EDCoPilot Integration** - 4 MCP tools, 3 chatter types, 40+ contextual dialogue entries
12. **Historical Data Loading** - Automatic processing of existing journal files (last 24 hours) on server startup
13. **Journal Parser Fixes** - Fixed filename validation and timestamp extraction for all journal file formats
14. **AsyncIO Stability** - Resolved FastMCP integration issues for stable Claude Desktop connection
15. **Dynamic Multi-Crew Theme System** - AI-powered theme generation with ship-specific crew management
16. **Headless EDCoPilot CLI** - Standalone command-line tool for chatter generation without Claude Desktop
17. **Comprehensive Event Coverage** - Closed 30% event gap, all 213 event types properly categorized (Milestone 17 complete)
18. **Historical Data Search with Date Ranges** - Flexible date range queries with natural language and ISO 8601 support (Milestone 18 complete)

###  Recent Achievements (October 2025):

- **Milestone 18: Historical Data Search with Date Range Support** - Query gameplay history with flexible date ranges
  - **Natural language dates**: "last month", "two weeks ago", "yesterday"
  - **Relative expressions**: "3 days ago", "2 weeks ago", "30 days ago"
  - **ISO 8601 format**: "2025-01-15", "2025-01-15T10:30:00Z"
  - **Flexible queries**: Search by event types, categories, systems, and date ranges
  - **577+ Tests Passing** - Added 61 comprehensive tests for date parsing and historical queries
  - **New MCP Tool**: `search_historical_events` for time-based gameplay analysis

- **Milestone 17: Comprehensive Event Coverage** - Closed 30% event gap with 34 new event mappings
  - 213 total event types now properly categorized (98% accuracy)
  - Navigation: Added BookTaxi, FSDTarget, SupercruiseDestinationDrop, USSDrop, FetchRemoteModule
  - Combat: Added HeatDamage, HeatWarning, LaunchDrone, Scanned, DataScanned
  - Trading: Added RefuelAll, RedeemVoucher, BuyDrones, CargoTransfer
  - Ship Management: Added FuelScoop, SetUserShipName, ShipLocker, ModuleInfo, StoredModules, and more
  - Community Goals, Odyssey/on-foot events, Powerplay, Carrier events
  - **Gap Analysis System** - Automated detection of unmapped event types from real gameplay

###  Recent Achievements (September 2025):
- **Dynamic Multi-Crew Theme System** - Complete AI-powered theme generation with ship-specific crew management
- **159 New Tests** - Comprehensive test coverage for performance, edge cases, and integration scenarios
- **10+ New MCP Tools** - Enhanced theme management tools for Claude Desktop integration
- **AI Theme Generation** - Intelligent prompt generation for creating immersive crew personalities
- **Ship-Specific Themes** - Automatic crew configuration based on ship type and role
- **258+ Historical Events** loaded automatically on server startup
- **200+ Journal Files** now properly recognized and processed
- **Zero-downtime Integration** - Works with existing journal files even when Elite Dangerous is offline
- **Stable MCP Protocol** - Fixed asyncio conflicts for reliable Claude Desktop communication
- **Production Ready** - All critical bugs resolved, comprehensive testing completed

###  AI Development Efficiency:
**This entire project was built with AI assistance using approximately 1.87 million tokens (~$15.57 in AI costs) over 3 months**, demonstrating the incredible efficiency of AI-powered development. The system includes 22,532 lines of Python code, 440+ comprehensive tests, and complete documentation - representing an estimated **99.97% cost reduction** compared to traditional development approaches.

 **[View Complete Token Usage Analysis](docs/TOKEN_USAGE_ANALYSIS.md)** - Detailed breakdown of AI assistance costs, development efficiency, and ROI analysis.

###  Future Enhancements:
- **Advanced Analytics Dashboard** - Web-based gameplay statistics
- **Performance Optimizations** - Enhanced caching and batch processing
- **Extended EDCoPilot Features** - More voice integration options
- **Cross-platform Improvements** - Enhanced Linux and Mac support

##  MCP Server Features

### MCP Tools (43+ Available)
#### Core Data Access
- **`server_status`** - Get current server status and statistics
- **`get_recent_events`** - Retrieve recent journal events with filtering
- **`clear_data_store`** - Clear stored events and reset game state
- **`get_current_location`** - Current system, station, and coordinates
- **`get_current_ship`** - Ship type, status, fuel, hull, and cargo

#### Activity Analysis
- **`get_exploration_summary`** - Exploration progress and discoveries
- **`get_trading_summary`** - Trading performance and profit analysis
- **`get_combat_summary`** - Combat statistics and earnings
- **`search_events`** - Advanced event filtering and search

#### AI Assistance
- **`list_available_prompts`** - View all prompt templates
- **`generate_analysis_prompt`** - Context-aware AI prompts for any activity
- **`list_available_resources`** - View all MCP resource endpoints
- **`get_resource_data`** - Access structured data by URI

#### EDCoPilot Integration
- **`generate_edcopilot_chatter`** - Generate contextual chatter files based on game state (follows formal grammar specification)
- **`get_edcopilot_status`** - Check EDCoPilot integration configuration and custom files
- **`backup_edcopilot_files`** - Create timestamped backups of existing custom files
- **`preview_edcopilot_chatter`** - Preview generated content without writing files

#### Dynamic Theme System *(NEW!)*
- **`set_edcopilot_theme`** - Set AI-powered personality themes for crew members
- **`get_theme_status`** - View current theme configuration and ship setups
- **`reset_theme`** - Clear all theme settings and return to defaults
- **`generate_themed_templates_prompt`** - Create Claude Desktop prompts for theme generation
- **`apply_generated_templates`** - Apply AI-generated templates to EDCoPilot with validation
- **`configure_ship_crew`** - Set up ship-specific crew roles and personalities
- **`set_crew_member_theme`** - Configure individual crew member themes and contexts
- **`generate_crew_setup_prompt`** - Generate prompts for multi-crew theme coordination
- **`preview_themed_content`** - Preview themed content before applying to files
- **`backup_current_themes`** - Create backups of current theme configurations

**Grammar Compliance**: All EDCoPilot chatter generation follows the formal grammar specification documented in [`docs/edcopilot-chatter-grammar.md`](docs/edcopilot-chatter-grammar.md), ensuring compatibility with EDCoPilot's expected file formats and preventing syntax errors.

### MCP Resources (17+ Dynamic Endpoints)
#### Status Resources
- `elite://status/location` - Current location and coordinates
- `elite://status/ship` - Ship status and configuration
- `elite://status/game` - Overall game state and session info

#### Data Resources
- `elite://journal/recent?minutes=60` - Recent journal events
- `elite://journal/stats` - Journal statistics and counts
- `elite://events/by-category?category=exploration` - Events by category
- `elite://events/by-type?type=FSDJump` - Events by specific type

#### Activity Summaries
- `elite://summary/exploration?hours=24` - Exploration analysis
- `elite://summary/trading?hours=12` - Trading performance
- `elite://summary/combat?hours=6` - Combat statistics
- `elite://summary/journey?hours=48` - Journey overview

#### Analytics
- `elite://metrics/performance?hours=24` - Performance metrics
- `elite://metrics/credits?hours=12` - Credit flow analysis

### MCP Prompts (9 Context-Aware Templates)
- **Exploration Analysis** - Analyze recent exploration activities
- **Trading Strategy** - Trading performance and market opportunities
- **Combat Assessment** - Combat statistics and tactical analysis
- **Mining Optimization** - Mining efficiency and resource analysis
- **Mission Guidance** - Mission progress and completion strategies
- **Engineering Progress** - Engineering upgrades and material status
- **Journey Review** - Travel analysis and route optimization
- **Performance Review** - Overall gameplay performance metrics
- **Strategic Planning** - Long-term goal planning and recommendations

### Background Services
- **Journal Monitoring** - Automatic real-time journal file watching
- **Event Processing** - Classification and summarization of game events
- **State Tracking** - Current ship, location, and game mode tracking
- **Automatic Cleanup** - Memory management for long-running sessions

##  Usage Guide

### Starting the MCP Server
```bash
# Method 1: Direct server startup (for testing)
python src/server.py

# Method 2: Via Claude Desktop (recommended for production)
# Configure in Claude Desktop config file (see Configuration section)

# Method 3: Using virtual environment
venv/Scripts/activate  # Windows
source venv/bin/activate  # Linux/Mac
python src/server.py

"What's my current location and ship status in Elite Dangerous?"
"Show me my recent journal activity from the last hour"
"How much fuel and cargo space do I have?"

"Analyze my exploration progress from the last 24 hours"
"What's my trading performance this session?"
"Summarize my combat encounters and earnings"
"Show me my recent mining activity and profits"

"Generate an exploration strategy prompt based on my recent activities"
"Help me optimize my trading routes using my current data"
"Analyze my combat performance and suggest improvements"
"Create a mission planning prompt for my current situation"

"Set my EDCoPilot theme to 'space explorer' with context 'veteran pilot exploring unknown regions'"
"Configure my Anaconda crew with scientific expedition personalities"
"Generate a themed templates prompt for my current crew configuration"
"Apply these AI-generated templates to my EDCoPilot files with validation"
"Set my navigator's theme to 'analytical expert' focused on precision navigation"

"Get my current ship configuration from elite://status/ship"
"Show me recent FSD jumps using the events resource"
"Access my exploration summary for the past day"

# Get current location
await get_current_location()
# Returns: {"current_system": "Sol", "coordinates": [0, 0, 0], "docked": true, ...}

# Get ship status
await get_current_ship()
# Returns: {"ship_type": "Python", "fuel_level": 32.0, "hull_health": 100.0, ...}

# Get recent events
await get_recent_events(minutes=60, category="exploration")
# Returns: [{"event_type": "Scan", "timestamp": "...", "summary": "...", ...}, ...]

# Exploration analysis
await get_exploration_summary(hours=24)
# Returns: {"systems_visited": 15, "bodies_scanned": 47, "earnings": 2500000, ...}

# Trading performance
await get_trading_summary(hours=12)
# Returns: {"trades_completed": 8, "profit": 5000000, "profit_per_hour": 416667, ...}

# Combat statistics
await get_combat_summary(hours=6)
# Returns: {"kills": 12, "bounties": 3500000, "combat_bonds": 1200000, ...}

# Generate context-aware prompts
await generate_analysis_prompt("exploration", 24)
# Returns: Detailed prompt analyzing recent exploration with current context

# List available prompts
await list_available_prompts()
# Returns: [{"id": "exploration_analysis", "name": "Exploration Analysis", ...}, ...]

# Current location
await get_resource_data("elite://status/location")
# Current ship details
await get_resource_data("elite://status/ship")
# Overall game state
await get_resource_data("elite://status/game")

# Recent events with time filter
await get_resource_data("elite://journal/recent?minutes=30")
# Events by category
await get_resource_data("elite://events/by-category?category=trading")
# Events by specific type
await get_resource_data("elite://events/by-type?type=MarketSell")

# Exploration summary for last 24 hours
await get_resource_data("elite://summary/exploration?hours=24")
# Trading analysis for last 12 hours
await get_resource_data("elite://summary/trading?hours=12")
# Journey overview for last 2 days
await get_resource_data("elite://summary/journey?hours=48")

from src.server import EliteDangerousServer
from src.utils.data_store import get_data_store

# Initialize server (starts monitoring automatically)
server = EliteDangerousServer()

# Access data store directly
data_store = get_data_store()
game_state = data_store.get_game_state()
recent_events = data_store.get_recent_events(minutes=60)

# Use MCP tools programmatically
tools = server.mcp_tools
location = await tools.get_current_location()
exploration_data = await tools.get_exploration_summary(hours=24)

# Access MCP resources
resources = server.mcp_resources
ship_status = await resources.get_resource("elite://status/ship")

# Generate AI prompts
prompts = server.mcp_prompts
strategy_prompt = await prompts.generate_prompt("trading_strategy", 12)

# Check server status
python scripts/check_dependencies.py

# Verify dependencies
python scripts/setup_dependencies.py

# Test all functionality
python scripts/run_tests.py

# Check logs for issues
tail -f elite_mcp_server.log

# Clear resource cache if data seems stale
await refresh_resource_cache()

# Individual resource refresh
await get_resource_data("elite://status/location", force_refresh=True)