Is a mem0 API key required to use this skill?

No, mem0 is an optional enhancement. Memory Fabric is designed to be fully functional using only the primary local knowledge graph MCP server.

Does it support complex relationship queries?

Yes, it supports multi-hop graph traversal and relationship-aware search, allowing the agent to follow entity connections across the memory fabric.

How does Memory Fabric handle duplicate information?

It includes a deduplication engine that identifies results with over 85% similarity, merging metadata and boosting the authority of cross-validated entries.

What is the primary purpose of Memory Fabric?

Memory Fabric acts as a management layer that unifies local knowledge graphs with semantic cloud storage, ensuring AI agents have reliable, structured, and searchable long-term memory.

Memory Fabric

Name: Memory Fabric
Author: yonatangross

byyonatangross

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Data Science & ML

Orchestrates unified AI memory by combining local knowledge graphs with semantic cloud search for persistent, high-context retrieval.

Memory Fabric is a sophisticated orchestration layer for Claude Code that synchronizes local knowledge graphs with optional mem0 cloud storage. It provides a graph-first architecture, ensuring that structured entity relationships are always available while enhancing them with semantic search capabilities. This skill is essential for developers building complex AI agents that require long-term context, reliable entity tracking, and cross-referenced memory retrieval across heterogeneous storage backends, providing a unified source of truth for agentic workflows.

Key Features

01Semantic search enhancement via optional mem0 cloud integration

02Deduplication engine with similarity thresholds to maintain clean memory stores

03Graph-first orchestration using MCP memory as the primary data source

04Automatic entity extraction and relationship mapping from natural language

0569 GitHub stars

06Multi-hop graph traversal for complex relationship-aware context queries

Use Cases

01Building long-term memory for specialized AI development agents and coding assistants

02Cross-referencing project decisions and architectural patterns across multiple sessions

03Managing complex entity relationships in large-scale RAG applications

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add yonatangross/orchestkit memory-fabric

For use in Claude.ai and ChatGPT

Download Skill