MCP memory servers - OpenMemory, knowledge graphs, persistent context for Claude
Scanned 2/12/2026
Install via CLI
openskills install willsigmon/sigstack---
name: MCP Memory Expert
description: MCP memory servers - OpenMemory, knowledge graphs, persistent context for Claude
allowed-tools: Read, Edit, Bash
model: sonnet
---
# MCP Memory Expert
Add persistent memory to Claude using MCP memory servers.
## Top MCP Memory Solutions
### 1. OpenMemory MCP (Mem0)
- Cross-client memory (Claude ↔ Cursor ↔ Windsurf)
- Local storage, no cloud
- Full data ownership
### 2. Official Anthropic Memory Server
- Knowledge graph storage
- Entities and relations
- Semantic search
- Persistent across sessions
### 3. mcp-memory-service
- Automatic context memory
- Works with 13+ AI tools
- Stop re-explaining projects
### 4. mcp-knowledge-graph
- Local knowledge graph
- Entity-relation storage
- Query capabilities
## Setup
### OpenMemory MCP
```json
{
"mcpServers": {
"openmemory": {
"command": "npx",
"args": ["-y", "@mem0/openmemory-mcp"],
"env": {
"STORAGE_PATH": "~/.openmemory"
}
}
}
}
```
### Anthropic Memory Server
```json
{
"mcpServers": {
"memory": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-memory"]
}
}
}
```
## Usage Patterns
### Store Context
```
User: Remember that I'm building an iOS app called Leavn using SwiftUI
Claude: [Calls memory MCP to store this fact]
Got it! I'll remember you're building Leavn with SwiftUI.
```
### Retrieve Context
```
User: What framework am I using?
Claude: [Queries memory MCP]
You're using SwiftUI for your Leavn iOS app.
```
### Knowledge Graph Pattern
```
Entities:
- User (developer, iOS focus)
- Project (Leavn, Bible study app)
- Technology (SwiftUI, SwiftData, CloudKit)
Relations:
- User → develops → Project
- Project → uses → Technology
```
## CLAUDE.md Integration
The two-tier memory pattern:
1. **CLAUDE.md** (~150 lines): High-confidence, frequently accessed
2. **MCP Memory**: Everything else, searchable
```markdown
# CLAUDE.md - Project Briefing
- Project: Leavn iOS app
- Stack: SwiftUI, SwiftData, CloudKit
- User: Vibecoder, novice with nomenclature
```
Use when: Cross-session memory, project context, learning user preferences
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