MemoVault
A simplified personal memory system for AI assistants, designed for Claude Code integration via MCP.
Features
- MCP Server: First-class integration with Claude Code
- Flexible Backends: Support for OpenAI and Ollama (local) LLMs
- Vector Search: Semantic memory retrieval using Qdrant
- Simple JSON Storage: Lightweight option for basic use cases
- Easy Configuration: Environment-based setup
Quick Start
Installation
pip install memovault
# For local embeddings (optional)
pip install memovault[local]
Basic Usage
from memovault import MemoVault
# Initialize with default settings (reads from .env)
mem = MemoVault()
# Add memories
mem.add("I prefer Python for backend development")
mem.add("My project deadline is March 15th")
# Search for relevant memories
results = mem.search("programming preferences")
for result in results:
print(result.memory)
# Chat with memory context
response = mem.chat("What language should I use for my backend?")
print(response)
# Save memories to disk
mem.dump("./my_memories")
Claude Code Integration
- Configure MemoVault in your Claude Code settings:
{
"mcpServers": {
"memovault": {
"command": "memovault-mcp",
"env": {
"MEMOVAULT_LLM_BACKEND": "openai",
"MEMOVAULT_OPENAI_API_KEY": "sk-..."
}
}
}
}
- Use memory commands in Claude Code:
- "Remember that I prefer dark mode"
- "What do you know about my preferences?"
Configuration
Copy .env.example to .env and customize:
# LLM Backend
MEMOVAULT_LLM_BACKEND=openai # or "ollama"
MEMOVAULT_OPENAI_API_KEY=sk-...
MEMOVAULT_OPENAI_MODEL=gpt-4o-mini
# Embedder Backend
MEMOVAULT_EMBEDDER_BACKEND=openai # or "ollama", "sentence_transformer"
# Memory Backend
MEMOVAULT_MEMORY_BACKEND=vector # or "simple"
# Storage
MEMOVAULT_DATA_DIR=./memovault_data
MCP Tools
| Tool | Description |
|---|---|
add_memory | Store new information |
search_memories | Find relevant memories |
chat_with_memory | Memory-enhanced chat |
get_memory | Retrieve specific memory by ID |
delete_memory | Remove a memory |
list_memories | Show recent memories |
clear_memories | Clear all memories |
Architecture
MemoVault/
├── src/memovault/
│ ├── core/ # Main MemoVault class
│ ├── memory/ # Memory backends (simple, vector)
│ ├── llm/ # LLM providers (OpenAI, Ollama)
│ ├── embedder/ # Embedding providers
│ ├── vecdb/ # Vector database (Qdrant)
│ ├── config/ # Configuration management
│ └── api/ # MCP server & REST API
License
MIT