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Mcp Server Rabel

Project description ๐Ÿง  RABEL MCP Server Recidive Active Brain Environment Layer Local-first AI memory with semantic search, graph relations, and soft pipelines. Mem0 inspired, HumoticaOS evolved. By Jasper & Root AI from HumoticaOS ๐Ÿ’™ ๐Ÿš€ Quick Start # Install pip install mcp-server-rabel # For full features (vector search) pip install mcp-server-rabel[full] # Add to Claude CLI claude mcp add rabel -- python -m mcp_server_rabel # Verify claude mcp list # rabel: โœ“ Connected ๐Ÿค” What is RABEL? RABEL gives AI assistants persistent memory that works 100% locally. Before RABEL: AI: "Who is Storm?" โ†’ "I don't know, you haven't told me" After RABEL: You: "Remember: Storm is Jasper's 7-year-old son" AI: *saves to RABEL* Later... You: "Who is Storm?" AI: *searches RABEL* โ†’ "Storm is Jasper's 7-year-old son!" No cloud. No API keys. No data leaving your machine. ๐Ÿ› ๏ธ Available Tools Tool Description rabel_hello Test if RABEL is working rabel_add_memory Add a memory (fact, experience, knowledge) rabel_search Semantic search through memories rabel_add_relation Add graph relation (A --rel--> B) rabel_get_relations Query the knowledge graph rabel_get_guidance Get soft pipeline hints (EN/NL) rabel_next_step What should I do next? rabel_stats Memory statistics ๐Ÿ“– Examples Adding Memories # Remember facts rabel_add_memory(content="Jasper is the founder of HumoticaOS", scope="user") rabel_add_memory(content="TIBET handles trust and provenance", scope="team") rabel_add_memory(content="Always validate input before processing", scope="agent") Searching Memories # Semantic search - ask questions naturally rabel_search(query="Who founded HumoticaOS?") # โ†’ Returns: "Jasper is the founder of HumoticaOS" rabel_search(query="What handles trust?") # โ†’ Returns: "TIBET handles trust and provenance" Knowledge Graph # Add relations rabel_add_relation(subject="Jasper", predicate="father_of", object="Storm") rabel_add_relation(subject="TIBET", predicate="part_of", object="HumoticaOS") rabel_add_relation(subject="RABEL", predicate="part_of", object="HumoticaOS") # Query relations rabel_get_relations(subject="Jasper") # โ†’ Jasper --father_of--> Storm rabel_get_relations(predicate="part_of") # โ†’ TIBET --part_of--> HumoticaOS # โ†’ RABEL --part_of--> HumoticaOS Soft Pipelines (Bilingual!) # Get guidance in English rabel_get_guidance(intent="solve_puzzle", lang="en") # โ†’ "Puzzle: Read โ†’ Analyze โ†’ Attempt โ†’ Verify โ†’ Document" # Get guidance in Dutch rabel_get_guidance(intent="solve_puzzle", lang="nl") # โ†’ "Puzzel: Lezen โ†’ Analyseren โ†’ Proberen โ†’ Verifiรซren โ†’ Documenteren" # What's next? rabel_next_step(intent="solve_puzzle", completed=["read", "analyze"]) # โ†’ Suggested next step: "attempt" ๐Ÿ—๏ธ Architecture โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ RABEL โ”‚ โ”‚ Recidive Active Brain Environment Layer โ”‚ โ”œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”ค โ”‚ โ”‚ โ”‚ Memory Layer โ†’ Semantic facts with embeddings โ”‚ โ”‚ Graph Layer โ†’ Relations between entities โ”‚ โ”‚ Soft Pipelines โ†’ Guidance without enforcement (EN/NL) โ”‚ โ”‚ โ”‚ โ”‚ Storage: SQLite + sqlite-vec (optional) โ”‚ โ”‚ Embeddings: Ollama nomic-embed-text (optional) โ”‚ โ”‚ โ”‚ โ”‚ 100% LOCAL - Zero cloud dependencies โ”‚ โ”‚ โ”‚ โ””โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”˜ Graceful Degradation RABEL works with minimal dependencies: Feature Without extras With [full] Text memories โœ… โœ… Text search โœ… (LIKE query) โœ… (semantic) Graph relations โœ… โœ… Soft pipelines โœ… โœ… Vector search โŒ โœ… Embeddings โŒ โœ… (Ollama) ๐ŸŒ Philosophy "LOKAAL EERST - het systeem MOET werken zonder internet" (LOCAL FIRST - the system MUST work without internet) RABEL is built on the belief that: Your data stays yours - No cloud, no tracking, no API keys Soft guidance beats hard rules - Pipelines suggest, not enforce Bilingual by default - Dutch & English, more coming Graceful degradation - Works with minimal deps, better with more ๐Ÿ™ Credits Inspired by: Mem0 - Thank you for the architecture insights! We took their ideas and made them: 100% local-first Bilingual (EN/NL) With soft pipelines With graph relations ๐Ÿข Part of HumoticaOS RABEL is part of a larger ecosystem: Package Purpose Status mcp-server-tibet Trust & Provenance โœ… Available mcp-server-rabel Memory & Knowledge โœ… Available mcp-server-betti Complexity Management ๐Ÿ”œ Coming ๐Ÿ“ž Contact HumoticaOS Website: humotica.com GitHub: github.com/jaspertvdm ๐Ÿ“œ License MIT License - One love, one fAmIly ๐Ÿ’™ Built with love in Den Dolder, Netherlands By Jasper & Root AI - December 2025

Homey Mcp

# HomeyPro MCP Server A Model Context Protocol (MCP) server for interacting with HomeyPro home automation systems. This server provides paginated access to devices, zones, and flows with comprehensive management capabilities. ## Features - **Device Management**: List, search, and control devices with full capability support - **Zone Management**: Browse zones and their associated devices - **Flow Management**: List and trigger automation flows - **System Management**: Get and update system configuration (location, address, language, units) - **AI-Powered Prompts**: Context-aware guidance for device control, troubleshooting, and automation - **Resource Caching**: Efficient data access with intelligent caching and stale data fallback - **Pagination Support**: Efficient handling of large datasets with cursor-based pagination - **Real-time Data**: Get current device states, capabilities, and insights - **Error Handling**: Comprehensive error handling with detailed error messages ## Installation ### Local Development 1. Clone the repository and navigate to the project directory: ```bash cd python-homey-mcp ``` 2. Install dependencies using uv: ```bash uv sync ``` ### Docker Pull the pre-built Docker image: ```bash docker pull ghcr.io/pigmej/python-homey-mcp:latest ``` No additional installation steps are required when using Docker. ## Configuration Before running the server, you need to configure your HomeyPro connection: ### Environment Variables Set the following environment variables: ```bash export HOMEY_API_URL="http://YOUR_HOMEY_IP_ADDRESS" export HOMEY_API_TOKEN="YOUR_PERSONAL_ACCESS_TOKEN" ``` ### Getting Your HomeyPro Token 1. Open the HomeyPro web interface 2. Go to Settings > General > API 3. Create a new Personal Access Token 4. Copy the token and set it as the `HOMEY_API_TOKEN` environment variable ### Finding Your HomeyPro IP Address You can find your HomeyPro's IP address in: - HomeyPro web interface: Settings > General > Network - Your router's admin panel - HomeyPro mobile app: More > Settings > General > Network ## Usage ### Running the Server #### Local Development ```bash uv run fastmcp run -t http --host 0.0.0.0 -p 4445 -l DEBUG main.py ``` #### Docker Container Run the MCP server in a Docker container: ```bash docker run -p 4445:4445 \ -e HOMEY_API_URL="http://YOUR_HOMEY_IP_ADDRESS" \ -e HOMEY_API_TOKEN="YOUR_PERSONAL_ACCESS_TOKEN" \ ghcr.io/pigmej/python-homey-mcp:latest ``` Or using docker-compose: ```yaml version: '3.8' services: python-homey-mcp: image: ghcr.io/pigmej/python-homey-mcp:latest ports: - "4445:4445" environment: - HOMEY_API_URL=http://YOUR_HOMEY_IP_ADDRESS - HOMEY_API_TOKEN=YOUR_PERSONAL_ACCESS_TOKEN ``` The server will start and connect to your HomeyPro instance. You'll see a connection confirmation message. But basically please yield to [FastMCP docs](https://gofastmcp.com/patterns/cli) ## AI-Powered Prompts The server provides context-aware prompts that help you interact with your HomeyPro system more effectively. These prompts analyze your current system state and provide tailored guidance. ### Available Prompts #### Device Control Assistant Provides structured guidance for controlling different types of devices in your HomeyPro system. - **Context**: Current device counts, online/offline status, available device types - **Guidance**: Control patterns for lighting, climate, security, and entertainment devices - **Best Practices**: Device status checking, capability usage, troubleshooting tips #### Device Troubleshooting Systematic diagnostic guidance for common HomeyPro device issues. - **System Health**: Overall device health percentage and status indicators - **Step-by-Step Process**: Structured troubleshooting workflow - **Device-Specific**: Targeted solutions for offline and unresponsive devices - **Advanced Diagnostics**: Network, performance, and system-level troubleshooting #### Device Capability Explorer Helps you discover and understand device capabilities without overwhelming detail. - **Capability Categories**: Control, sensor, and status capabilities - **Value Types**: Boolean, numeric, string, and enum capability formats - **Usage Patterns**: Common capability combinations and best practices - **Device Type Patterns**: Capability patterns for different device categories #### Flow Creation Assistant Structured guidance for creating HomeyPro automation flows. - **Flow Framework**: WHEN (trigger), AND (conditions), THEN (actions) structure - **Common Scenarios**: Security, comfort, energy, convenience, and safety automations - **System Context**: Available zones, device types, and existing flows - **Templates**: Ready-to-use flow templates for common use cases #### Flow Optimization Guidance for improving existing flow performance and reliability. - **Performance Analysis**: Flow execution patterns and optimization opportunities - **Resource Usage**: Device and system resource considerations - **Best Practices**: Flow organization, naming, and maintenance strategies #### Flow Debugging Systematic approach to diagnosing and fixing flow issues. - **Common Problems**: Flow execution failures, timing issues, device conflicts - **Diagnostic Tools**: Log analysis, condition testing, action verification - **Resolution Strategies**: Step-by-step debugging workflow #### System Health Check Comprehensive system health analysis and recommendations. - **Health Indicators**: Device connectivity, flow status, system performance - **Status Overview**: Connection status, system configuration, resource usage - **Recommendations**: Maintenance suggestions and optimization opportunities #### Zone Organization Guidance for organizing and optimizing zone structure. - **Zone Planning**: Logical grouping strategies for devices and areas - **Hierarchy Management**: Parent-child zone relationships - **Device Assignment**: Best practices for device-to-zone mapping ### Prompt Features - **Context-Aware**: All prompts analyze your current system state - **Real-Time Data**: Information is based on current device and system status - **Graceful Degradation**: Prompts work even when HomeyPro is temporarily unavailable - **Error Handling**: Clear error messages with suggested actions - **Actionable Guidance**: Practical steps you can take immediately ## Resource Caching The server provides intelligent resource caching with automatic fallback to stale data when HomeyPro is temporarily unavailable. ### Available Resources #### System Overview (`homey://system/overview`) Comprehensive system overview including device counts, zone counts, and health indicators. - **Content**: Device statistics, zone summary, system health percentage - **Cache TTL**: 5 minutes - **Use Case**: Dashboard displays, system monitoring, health checks #### Device Registry (`homey://devices/registry`) Complete device inventory with current states, capabilities, and online/offline indicators. - **Content**: Full device list with capabilities, states, and metadata - **Cache TTL**: 30 seconds (dynamic data) - **Use Case**: Device management interfaces, capability discovery, status monitoring #### Zone Hierarchy (`homey://zones/hierarchy`) Zone structure with device associations and parent-child relationships. - **Content**: Zone tree, device assignments, zone types and statistics - **Cache TTL**: 5 minutes - **Use Case**: Zone management, device organization, spatial automation #### Flow Catalog (`homey://flows/catalog`) Available flows with metadata, status, and execution statistics. - **Content**: Flow list with triggers, conditions, actions, and execution data - **Cache TTL**: 2 minutes - **Use Case**: Flow management, automation analysis, debugging ### Caching Features - **Intelligent TTL**: Different cache durations based on data volatility - **Stale Data Fallback**: Returns cached data when HomeyPro is unreachable - **Error Handling**: Graceful degradation with detailed error information - **Connection Resilience**: Continues operation during network issues - **Performance Optimization**: Reduces API calls and improves response times ### Cache Behavior 1. **Fresh Data**: Returns current data when cache is valid and HomeyPro is accessible 2. **Stale Data**: Returns cached data with staleness indicators when HomeyPro is unreachable 3. **Error Response**: Returns structured error information when no cached data is available 4. **Automatic Refresh**: Cache automatically refreshes when HomeyPro becomes available again ## API Tools The server provides comprehensive API tools for direct HomeyPro interaction. All tools support pagination and error handling with detailed responses. ### Device Tools #### Device Discovery and Information - **`list_devices`**: List all devices with pagination support - Optional compact mode for reduced data transfer - Excludes hidden devices automatically - Includes online/offline status for each device - **`get_device`**: Get detailed information about a specific device - Complete device details including capabilities and settings - Capability values and detailed configuration - Energy information and UI settings - **`get_devices_classes`**: List all available device classes - Useful for understanding device types before searching - Returns complete list of supported device categories - **`get_devices_capabilities`**: List all possible device capabilities - Comprehensive capability reference - Essential for understanding control options #### Device Search and Filtering - **`search_devices_by_name`**: Search devices by name with pagination - Fuzzy matching against device names - Includes note field information for context - Supports pagination for large result sets - **`search_devices_by_class`**: Search devices by class/type - Filter devices by specific categories (lights, sensors, etc.) - Paginated results with metadata #### Device Control and Monitoring - **`control_device`**: Control device capabilities - Set capability values (on/off, dimming, temperature, etc.) - JSON value parsing with fallback handling - Returns current device state after control - **`get_device_insights`**: Get historical device data - Multiple time resolutions (hour, day, week, month) - Custom timestamp ranges supported - Capability-specific insights and trends ### Zone Tools #### Zone Management - **`list_zones`**: List all zones with pagination - Complete zone hierarchy information - Parent-child relationships included - **`get_zone_devices`**: Get all devices in a specific zone - Zone-based device filtering - Compact mode option for performance - Online/offline status per device #### Zone Monitoring - **`get_zone_temp`**: Get average temperature for a zone - Automatically averages temperature sensors in the zone - Handles zones without temperature sensors gracefully ### Flow Tools #### Basic Flow Management - **`list_flows`**: List all standard flows with pagination - Complete flow metadata and configuration - Trigger, condition, and action information - **`trigger_flow`**: Execute a specific flow - Manual flow triggering - Success confirmation with flow details - **`get_flow_folders`**: Get all flow organization folders - Flow organization structure - Folder hierarchy for better management - **`get_flows_by_folder`**: Get flows in a specific folder - Folder-based flow filtering - Organizational flow management - **`get_flows_without_folder`**: Get unorganized flows - Find flows that need organization - Cleanup and maintenance assistance #### Advanced Flow Management - **`list_advanced_flows`**: List all advanced flows - Complex automation flows with scripting - Complete flow structure and metadata - **`get_advanced_flow`**: Get detailed advanced flow information - Full flow configuration and logic - Script content and execution details - **`trigger_advanced_flow`**: Execute advanced flows - Manual triggering of complex automations - Execution confirmation and status #### Advanced Flow Search and Filtering - **`search_advanced_flows`**: Search advanced flows by name/description - Text-based flow discovery - Paginated search results - **`get_enabled_advanced_flows`**: Get only enabled advanced flows - Active automation discovery - Performance and maintenance insights - **`get_disabled_advanced_flows`**: Get disabled advanced flows - Inactive flow identification - Maintenance and cleanup assistance - **`get_broken_advanced_flows`**: Get flows with errors - Error detection and troubleshooting - System health monitoring - **`get_advanced_flows_by_folder`**: Get advanced flows in folders - Organized advanced flow management - Folder-based filtering - **`get_advanced_flows_without_folder`**: Get unorganized advanced flows - Organization and cleanup assistance - Flow management optimization - **`get_advanced_flows_with_inline_scripts`**: Get flows containing scripts - Script-based automation identification - Advanced functionality discovery #### Flow State Management - **`enable_advanced_flow`**: Enable a disabled advanced flow - Flow activation with confirmation - State management and control - **`disable_advanced_flow`**: Disable an active advanced flow - Flow deactivation for maintenance - Temporary automation suspension ### System Tools #### System Information - **`get_system_info`**: Get comprehensive system overview - Connection status and system health - Device, zone, and flow counts - Online/offline device statistics - Flow status (enabled/disabled/broken) - System configuration (address, language, units) - Location coordinates and regional settings - Recommended as first call before other operations ### Tool Features #### Pagination Support - **Cursor-based pagination**: Efficient handling of large datasets - **Configurable page sizes**: Optimize for your use case - **Total count tracking**: Know the full dataset size - **Next page indicators**: Easy navigation through results #### Data Formats - **Compact mode**: Reduced data transfer for performance - **Full detail mode**: Complete information when needed - **JSON value handling**: Automatic parsing with fallbacks - **Error responses**: Structured error information with details #### Performance Optimization - **Hidden device filtering**: Automatic exclusion of system devices - **Efficient queries**: Optimized API calls to HomeyPro - **Connection reuse**: Persistent connections for better performance - **Graceful degradation**: Continues operation during partial failures #### Error Handling - **Detailed error messages**: Clear problem descriptions - **Connection status**: Network and API health indicators - **Fallback responses**: Graceful handling of API failures - **Logging integration**: Comprehensive error tracking ### Contributing 1. Fork the repository 2. Create a feature branch 3. Make your changes 4. Add tests if applicable 5. Submit a pull request ## License This project is licensed under the MIT License.