memograph

Graph-based memory system for LLMs with knowledge graphs and semantic search.

stdiocommunityinfra

Package Details

memograph

0.4.0•https://pypi.org/project/memograph

Transportstdio

Runtimeuvx

Runtime Arguments

Named

--from

memographInstall the memograph package and expose its console scripts.

Package Arguments

Positional

memograph-mcp

memograph-mcpConsole script that starts the MemoGraph MCP server (registered by pyproject.toml [project.scripts]).

Environment Variables

MEMOGRAPH_VAULT(file)

Required

Path to your MemoGraph vault directory (created if missing).

MEMOGRAPH_READONLY(bool)

Default:false

Set to 'true' to block destructive MCP tools (delete_memory, update_memory, bulk_create, batch_delete, batch_update). Recommended for shared or untrusted clients.

MEMOGRAPH_PROVIDER(str)

Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers.

MEMOGRAPH_MODEL(str)

Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER.

ANTHROPIC_API_KEY(str)

Secret

API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra.

OPENAI_API_KEY(str)

Secret

API key for OpenAI. Required when using the [openai] extra (embeddings or LLM).

OLLAMA_HOST(str)

Default:http://localhost:11434

Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed.