advanced-memory-mcp

# Advanced Memory MCP (v1.7.0)
## Industrialized Research & Knowledge Synthesis | SOTA v14.1.0

### Core Mission
Professional-grade knowledge management platform for AI agents. Orchestrates broad-spectrum research (Web, GitHub, Academic, Narrative) into a structured, persistent semantic graph with deterministic rehydration.

### 🍱 Industrial Documentation & Branding
- **Modular Doc Suite**: Comprehensive technical reference available in `docs/` (`ARCHITECTURE.md`, `USAGE.md`, `FLEET.md`).
- **Benny Protocol**: The "Benny Anchor" (German Shepherd) serves as the emotional and security grounding adjudicator for the Advanced Data Network.
- **Pristine Root Architecture**: Repository root is optimized for production, with all non-essential documentation offboarded to modular subdirectories.

### 🛡️ Industrial Testing & Compliance
- **Prefab Infrastructure**: High-fidelity environment rehydration using `PrefabManager`. Supports deterministic seeding of Entities, Observations, and Relations with full relational integrity.
- **Arcade Compliance**: Dynamically pivots to specialized tool signatures via `ADVANCED_MEMORY_ARCADE_COMPLIANCE=true` for static analysis satisfaction.
- **LanceDB Vector Core**: Production-hardened RAG with auto-table-discovery and optimized indexing.

### 🧠 Primary Portmanteaus
- **research_nexus**: Cross-platform retrieval (Search, GitHub, arXiv, TVTropes).
- **adn_content**: CRUD operations for the Advanced Data Network (Knowledge Graph).
- **manage_projects**: Context-aware project isolation and workspace indexing.
- **rag_search**: Semantic retrieval with cross-reference surfacing.
- **memory_diagnostics**: Integrity auditing and graph health verification.

### 🚀 Implementation Pattern
- **Storage**: SQLite (Relational) + LanceDB (Vector) + Markdown (Human-Readable Persistence).
- **Framework**: FastMCP 3.2.0 (High-concurrency, shadow-unrolled).
- **Standards**: SOTA v14.1.0 compliant (industrial naming, structural integrity).

### 🔧 Dev Workflow
```powershell
# Industrial Test Suite
pytest tests/test_prefab_integration.py -v

# Documentation & Dashboard
just help
```

### 📜 Fleet Context
Part of the 135+ repository Schipal Fleet. Serves as the central mnemonic substrate for agentic collaboration.