Semantic memory and context - store and retrieve information with embeddings for similarity search. Use for long-term memory, context recall, and knowledge persistence.
Scanned 9/12/2026
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---
name: memory
description: Semantic memory and context - store and retrieve information with embeddings for similarity search. Use for long-term memory, context recall, and knowledge persistence.
---
# memory - Semantic Memory
Vector-based memory storage with embeddings for semantic similarity search.
## When to use memory
- Store important context for future sessions
- Recall relevant information from past conversations
- Build persistent knowledge about user preferences
- Semantic search across stored memories
## Available MCP tools
| Tool | Purpose |
|------|---------|
| `mcp__memory__store` | Store a memory |
| `mcp__memory__search` | Semantic similarity search |
| `mcp__memory__list` | List recent memories |
| `mcp__memory__delete` | Remove a memory |
| `mcp__memory__get_context` | Get relevant context |
## Common patterns
### Store a memory
```
mcp__memory__store(
content="User prefers TypeScript over JavaScript for new projects",
tags=["preferences", "programming"]
)
```
### Search memories
```
mcp__memory__search(query="What does the user prefer for web development?", limit=5)
```
### Get context for a topic
```
mcp__memory__get_context(topic="user's coding preferences")
```
### List recent memories
```
mcp__memory__list(limit=10)
```
## Best practices
1. **Store preferences** - When user expresses a preference, store it
2. **Store decisions** - Important decisions and their rationale
3. **Store context** - Project-specific context that spans sessions
4. **Search before assuming** - Check memory before making assumptions
## CLI commands (if MCP unavailable)
```bash
memory add "Content to remember" --tag preference
memory search "query" # Semantic search
memory list # Recent memories
memory export -f markdown # Export
```
## Data location
`~/.local/share/memory/memory.db` (SQLite with embeddings as BLOB, respects XDG_DATA_HOME)
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