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memory-fabric

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Graph-first memory orchestration - knowledge graph (PRIMARY, always available) with optional mem0 cloud enhancement for semantic search. Use when designing memory orchestration or combining graph and mem0.

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orchestkit

yonatangross/orchestkit

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yonatangross/orchestkit
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skills/memory-fabric/SKILL.md

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January 25, 2026

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npx add-skill https://github.com/yonatangross/orchestkit/blob/main/skills/memory-fabric/SKILL.md -a claude-code --skill memory-fabric

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.claude/skills/memory-fabric/
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Instructions

# Memory Fabric - Graph-First Orchestration

Graph-first architecture: mcp__memory__* (knowledge graph) is PRIMARY and always available. mem0 scripts (semantic cloud) are an OPTIONAL enhancement for semantic search when configured.

## Overview

- Comprehensive memory retrieval across both systems
- Cross-referencing entities between semantic and graph storage
- Ensuring no relevant memories are missed from either source
- Building unified context from heterogeneous memory stores

## Architecture Overview

```
┌─────────────────────────────────────────────────────────────┐
│                    Memory Fabric Layer                      │
├─────────────────────────────────────────────────────────────┤
│                                                             │
│   ┌─────────────┐              ┌─────────────┐              │
│   │   Query     │              │   Query     │              │
│   │   Parser    │              │   Executor  │              │
│   └──────┬──────┘              └──────┬──────┘              │
│          │                            │                     │
│          ▼                            ▼                     │
│   ┌──────────────────────────────────────────────┐          │
│   │           Parallel Query Dispatch            │          │
│   └──────────────┬───────────────────┬───────────┘          │
│                  │                   │                      │
│        ┌─────────▼─────────┐  ┌──────▼──────────┐           │
│        │  mem0 scripts      │  │  mcp__memory__* │           │
│        │  (Semantic Cloud)  │  │  (Local Graph)  │           │
│        └─────────┬─────────┘  └──────┬──────────┘           │
│                  │                   │                      │
│                  ▼                   ▼                      │
│        ┌─────────────────────────────────────────┐          │
│        │        Result Normalizer                │          │
│        └─────────────────────┬───────────────────┘          │
│         

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