memograph

{
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "name": "io.github.Indhar01/memograph",
  "description": "Graph-based memory system for LLMs with knowledge graphs and semantic search.",
  "repository": {
    "url": "https://github.com/Indhar01/MemoGraph",
    "source": "github"
  },
  "version": "0.4.0",
  "packages": [
    {
      "registryType": "pypi",
      "identifier": "memograph",
      "version": "0.4.0",
      "runtimeHint": "uvx",
      "transport": {
        "type": "stdio"
      },
      "runtimeArguments": [
        {
          "description": "Install the memograph package and expose its console scripts.",
          "value": "memograph",
          "type": "named",
          "name": "--from"
        }
      ],
      "packageArguments": [
        {
          "description": "Console script that starts the MemoGraph MCP server (registered by pyproject.toml [project.scripts]).",
          "value": "memograph-mcp",
          "type": "positional",
          "valueHint": "memograph-mcp"
        }
      ],
      "environmentVariables": [
        {
          "description": "Path to your MemoGraph vault directory (created if missing).",
          "isRequired": true,
          "format": "filepath",
          "placeholder": "~/my-vault",
          "name": "MEMOGRAPH_VAULT"
        },
        {
          "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.",
          "format": "boolean",
          "default": "false",
          "choices": [
            "true",
            "false"
          ],
          "name": "MEMOGRAPH_READONLY"
        },
        {
          "description": "Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers.",
          "format": "string",
          "choices": [
            "claude",
            "ollama"
          ],
          "name": "MEMOGRAPH_PROVIDER"
        },
        {
          "description": "Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER.",
          "format": "string",
          "placeholder": "claude-sonnet-4-6",
          "name": "MEMOGRAPH_MODEL"
        },
        {
          "description": "API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra.",
          "format": "string",
          "isSecret": true,
          "name": "ANTHROPIC_API_KEY"
        },
        {
          "description": "API key for OpenAI. Required when using the [openai] extra (embeddings or LLM).",
          "format": "string",
          "isSecret": true,
          "name": "OPENAI_API_KEY"
        },
        {
          "description": "Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed.",
          "format": "string",
          "default": "http://localhost:11434",
          "name": "OLLAMA_HOST"
        }
      ]
    }
  ]
}