{
  "slug": "io-github-indhar01-memograph",
  "name": "io.github.Indhar01/memograph",
  "title": "memograph",
  "description": "Graph-based memory system for LLMs with knowledge graphs and semantic search.",
  "version": "0.4.0",
  "publishedAt": "2026-06-25T15:23:19.542995Z",
  "updatedAt": "2026-06-25T15:23:19.542995Z",
  "repoUrl": "https://github.com/Indhar01/MemoGraph",
  "websiteUrl": null,
  "namespace": {
    "type": "github",
    "owner": "Indhar01"
  },
  "kind": "local",
  "packages": [
    {
      "registryType": "pypi",
      "identifier": "memograph",
      "version": "0.4.0",
      "transport": "stdio",
      "runtimeHint": "uvx"
    }
  ],
  "remotes": [],
  "envVars": [
    {
      "name": "MEMOGRAPH_VAULT",
      "isSecret": false,
      "isRequired": true,
      "description": "Path to your MemoGraph vault directory (created if missing)."
    },
    {
      "name": "MEMOGRAPH_READONLY",
      "isSecret": false,
      "isRequired": 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",
      "isSecret": false,
      "isRequired": false,
      "description": "Optional LLM provider for query_with_context tool. Only needed if you want AI-generated answers."
    },
    {
      "name": "MEMOGRAPH_MODEL",
      "isSecret": false,
      "isRequired": false,
      "description": "Optional LLM model name (e.g. 'claude-sonnet-4-6'). Used together with MEMOGRAPH_PROVIDER."
    },
    {
      "name": "ANTHROPIC_API_KEY",
      "isSecret": true,
      "isRequired": false,
      "description": "API key for Anthropic Claude. Required when MEMOGRAPH_PROVIDER=claude or when using the [anthropic] extra."
    },
    {
      "name": "OPENAI_API_KEY",
      "isSecret": true,
      "isRequired": false,
      "description": "API key for OpenAI. Required when using the [openai] extra (embeddings or LLM)."
    },
    {
      "name": "OLLAMA_HOST",
      "isSecret": false,
      "isRequired": false,
      "description": "Base URL for a local Ollama server (default http://localhost:11434). Only needed when MEMOGRAPH_PROVIDER=ollama or the [ollama] extra is installed."
    }
  ],
  "category": "productivity",
  "subcategory": "memory",
  "company": "",
  "categoryAuto": true,
  "checks": [
    {
      "id": "source-linked",
      "label": "Source repository linked",
      "result": "pass",
      "detail": "https://github.com/Indhar01/MemoGraph"
    },
    {
      "id": "version-pinned",
      "label": "Version pinned",
      "result": "pass",
      "detail": "Every package has an explicit version"
    },
    {
      "id": "secrets-requested",
      "label": "Secrets requested",
      "result": "info",
      "detail": "Asks for 2 secrets: ANTHROPIC_API_KEY, OPENAI_API_KEY"
    },
    {
      "id": "known-registry",
      "label": "Known package registry",
      "result": "pass",
      "detail": "All packages come from npm, PyPI, OCI, NuGet or MCPB"
    },
    {
      "id": "namespace",
      "label": "Namespace ownership",
      "result": "info",
      "detail": "Name verified via GitHub account Indhar01"
    },
    {
      "id": "meta-text",
      "label": "Registry text aimed at the AI",
      "result": "pass",
      "detail": "Description and settings contain no hidden characters or instructions to the AI"
    },
    {
      "id": "install-scripts",
      "label": "Install scripts",
      "result": "pass",
      "detail": "setup.py makes no network or process calls"
    },
    {
      "id": "code-flags",
      "label": "Code red flags",
      "result": "pass",
      "detail": "Read 198 files in memograph 0.4.0: no obfuscation, encoded execution, credential reads or data-collection endpoints found"
    },
    {
      "id": "ai-text",
      "label": "Text aimed at the AI",
      "result": "pass",
      "detail": "No hidden characters or instructions to the AI in 198 files, including comments and the README"
    }
  ],
  "scannedAt": "2026-10-29",
  "level": "Scanned",
  "install": [
    {
      "label": "Claude Desktop (pypi)",
      "kind": "claude_desktop_json",
      "text": "{\n  \"mcpServers\": {\n    \"memograph\": {\n      \"command\": \"uvx\",\n      \"args\": [\n        \"memograph==0.4.0\"\n      ],\n      \"env\": {\n        \"MEMOGRAPH_VAULT\": \"<your value>\"\n      }\n    }\n  }\n}"
    }
  ],
  "curated": true,
  "stars": 4,
  "archived": false,
  "pushedAt": "2026-08-17T02:36:26Z",
  "health": {
    "score": 48,
    "parts": {
      "popularity": 0.22192281278757048,
      "activity": 0.48,
      "issues": null,
      "security": 1
    },
    "fail": 0,
    "warn": 0,
    "raw": {
      "stars": 4,
      "forks": 1,
      "downloads": 30,
      "hn": null,
      "issuesOpen": 1,
      "issuesClosed": 0,
      "prsMerged": 26,
      "commits90": 0,
      "release": "2026-06-25T13:50:45Z",
      "pushed": "2026-08-17T02:36:26Z",
      "growth": null,
      "growthDays": null,
      "archived": false
    },
    "at": "2026-10-31T07:42:38.200Z"
  }
}