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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