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Installation

npx mcp-ariel-memory --transport stdio

Requires Python 3.10+ on the system. The npm wrapper automatically installs the Python package.

pip

pip install git+https://github.com/Cipher208/mcp-ariel-memory.git
python -m mcp_server --transport stdio

Docker

docker build -t ariel-memory .
docker run -p 8000:8000 ariel-memory

From source

git clone https://github.com/Cipher208/mcp-ariel-memory.git
cd mcp-ariel-memory
pip install -e ".[all]"
python -m mcp_server --transport stdio

Dependencies

Core

Package Version Purpose
mcp[cli] >=1.27,<2 MCP Python SDK
pydantic >=2.0 Data validation
pynacl >=1.5.0 Envelope encryption
pyyaml >=6.0 Config parsing

Optional

Package Extra Purpose
aiosqlite win Async SQLite (auto-installed on Linux/macOS)
numpy binary Binary embeddings (MIB search)
sqlite-vec vec Vector search
hnswlib ann Approximate nearest neighbors