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MemoGraph MCP

MemoGraph is a community-driven MCP server that transforms markdown notes into a queryable, graph-based knowledge base. It enables LLMs to access contextually relevant information from a personal knowledge vault using hybrid retrieval techniques, combining keyword search with semantic understanding and wikilink graph traversal to solve LLM memory problems.

Package and access

Local package with source-attributed installation metadata. Koskamo does not execute packages during review.

MemoGraph MCP logo, by Indhar01Community listingLocal stdioSource reviewed; not executedPublished by Indhar01
Vendor documentation

Checks and signals

Each line is separate evidence, not a trust score.

  • Popularity 4 GitHub stars

What you can do with it

  • Transform markdown notes into a queryable knowledge graph
  • Enable LLMs to access contextually relevant information from personal vaults
  • Perform hybrid retrieval combining keywords and semantic search
  • Index notes and build graphs from wikilinks for better context

Source and maintenance

Community listingRegistry 0.4.0MIT
mcp-registry: io.github.Indhar01/memograph@0.4.0Source repository
Last repository push
Latest release
v0.4.0
Maintenance checked

Packages and installation

Source-provided package data. Koskamo has not executed or live-probed this package.

memograph 0.4.0

pypiuvx
memograph package definition
{
  "version": "0.4.0",
  "transport": "stdio",
  "identifier": "memograph",
  "runtimeHint": "uvx",
  "registryType": "pypi",
  "packageArguments": [
    {
      "type": "positional",
      "value": "memograph-mcp",
      "valueHint": "memograph-mcp",
      "description": "Console script that starts the MemoGraph MCP server (registered by pyproject.toml [project.scripts])."
    }
  ],
  "runtimeArguments": [
    {
      "name": "--from",
      "type": "named",
      "value": "memograph",
      "description": "Install the memograph package and expose its console scripts."
    }
  ],
  "environmentVariables": [
    {
      "name": "MEMOGRAPH_VAULT",
      "format": "filepath",
      "isRequired": true,
      "description": "Path to your MemoGraph vault directory (created if missing).",
      "placeholder": "~/my-vault"
    },
    {
      "name": "MEMOGRAPH_READONLY",
      "format": "boolean",
      "choices": [
        "true",
        "false"
      ],
      "default": "false",
      "description": "Set to 'true' to block destructive MCP tools (delete_memory, update_memory, bulk_create, batch_delete, batch_update). Recommended for shared or untrusted clients."
    },
    {
      "name": "MEMOGRAPH_PROVIDER",
      "format": "string",
      "choices": [
        "claude",
        "ollama"
      ],
      "description": "Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers."
    },
    {
      "name": "MEMOGRAPH_MODEL",
      "format": "string",
      "description": "Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER.",
      "placeholder": "claude-sonnet-4-6"
    },
    {
      "name": "ANTHROPIC_API_KEY",
      "format": "string",
      "description": "API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra."
    },
    {
      "name": "OPENAI_API_KEY",
      "format": "string",
      "description": "API key for OpenAI. Required when using the [openai] extra (embeddings or LLM)."
    },
    {
      "name": "OLLAMA_HOST",
      "format": "string",
      "default": "http://localhost:11434",
      "description": "Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed."
    }
  ]
}

Tools

Reported by the attributed source; not independently observed by Koskamo.

No tool definitions available.

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

  • · repository · passed · metadata changed · updated
  • · backfill · recorded · Pre-expansion baseline; unobserved rich metadata remains unknown

Connect from your client

Each snippet configures the same source-provided package; replace placeholders before use.

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Cursor

Merge this local stdio configuration, replace every placeholder environment value, and restart Cursor. Koskamo has not executed this package.
Cursor configuration
{
  "mcpServers": {
    "memograph-mcp": {
      "command": "uvx",
      "args": [
        "memograph==0.4.0",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<YOUR_MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<YOUR_MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<YOUR_MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<YOUR_MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<YOUR_ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "OLLAMA_HOST": "<YOUR_OLLAMA_HOST>"
      }
    }
  }
}

Cline

Merge this local stdio configuration, replace every placeholder environment value, and restart Cline. Koskamo has not executed this package.
Cline configuration
{
  "mcpServers": {
    "memograph-mcp": {
      "command": "uvx",
      "args": [
        "memograph==0.4.0",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<YOUR_MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<YOUR_MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<YOUR_MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<YOUR_MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<YOUR_ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "OLLAMA_HOST": "<YOUR_OLLAMA_HOST>"
      }
    }
  }
}

VS Code

Merge this local stdio configuration, replace every placeholder environment value, and restart VS Code. Koskamo has not executed this package.
VS Code configuration
{
  "servers": {
    "memograph-mcp": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "memograph==0.4.0",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<YOUR_MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<YOUR_MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<YOUR_MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<YOUR_MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<YOUR_ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "OLLAMA_HOST": "<YOUR_OLLAMA_HOST>"
      }
    }
  }
}

Claude Desktop

Merge this local stdio configuration, replace every placeholder environment value, and restart Claude Desktop. Koskamo has not executed this package.
Claude Desktop configuration
{
  "mcpServers": {
    "memograph-mcp": {
      "command": "uvx",
      "args": [
        "memograph==0.4.0",
        "memograph-mcp"
      ],
      "env": {
        "MEMOGRAPH_VAULT": "<YOUR_MEMOGRAPH_VAULT>",
        "MEMOGRAPH_READONLY": "<YOUR_MEMOGRAPH_READONLY>",
        "MEMOGRAPH_PROVIDER": "<YOUR_MEMOGRAPH_PROVIDER>",
        "MEMOGRAPH_MODEL": "<YOUR_MEMOGRAPH_MODEL>",
        "ANTHROPIC_API_KEY": "<YOUR_ANTHROPIC_API_KEY>",
        "OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
        "OLLAMA_HOST": "<YOUR_OLLAMA_HOST>"
      }
    }
  }
}

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