{
  "cut_at": "2026-08-03T08:40:10Z",
  "kind": "census",
  "month": "2026-07",
  "snapshot": {
    "methodology": "Published third-party internet-wide observations, recorded by unauth.dev as a dated census snapshot. Observation windows and scanner methods differ. Services marked collecting have no published population estimate yet \u2014 consent-based sample counts from this site are labeled separately and are not population estimates.",
    "reachable_ollama": {
      "count": 175108,
      "label": "Ollama servers reachable from the internet",
      "observed": "2026-01",
      "source": "SentinelLABS \u00d7 Censys"
    },
    "services": [
      {
        "by_country": [
          {
            "count": 1829,
            "label": "US"
          },
          {
            "count": 1712,
            "label": "CN"
          },
          {
            "count": 1425,
            "label": "FR"
          },
          {
            "count": 1364,
            "label": "DE"
          },
          {
            "count": 453,
            "label": "KR"
          },
          {
            "count": 414,
            "label": "IN"
          }
        ],
        "by_provider": [
          {
            "count": 1686,
            "label": "AWS"
          },
          {
            "count": 1004,
            "label": "Hetzner"
          },
          {
            "count": 773,
            "label": "OVH"
          },
          {
            "count": 634,
            "label": "Contabo"
          }
        ],
        "fix_card_id": "ollama-exposed",
        "id": "ollama",
        "product": "Ollama",
        "reachable": {
          "count": 175108,
          "label": "Ollama servers reachable from the internet",
          "observed": "2026-01",
          "source": "SentinelLABS \u00d7 Censys"
        },
        "series": [
          {
            "count": 175108,
            "metric": "reachable",
            "month": "2026-01",
            "source": "SentinelLABS \u00d7 Censys"
          },
          {
            "count": 12269,
            "metric": "zero_auth",
            "month": "2026-02",
            "source": "LeakIX continuous scan"
          }
        ],
        "status": "published",
        "zero_auth": {
          "count": 12269,
          "label": "with zero authentication",
          "observed": "2026-02",
          "source": "LeakIX continuous scan"
        }
      },
      {
        "fix_card_id": "n8n-exposed",
        "id": "n8n",
        "product": "n8n",
        "status": "collecting"
      },
      {
        "fix_card_id": "vllm-exposed",
        "id": "vllm",
        "product": "vLLM",
        "status": "collecting"
      },
      {
        "fix_card_id": "langfuse-exposed",
        "id": "langfuse",
        "product": "Langfuse",
        "status": "collecting"
      },
      {
        "fix_card_id": "open-webui-exposed",
        "id": "openwebui",
        "product": "Open WebUI",
        "status": "collecting"
      },
      {
        "fix_card_id": "qdrant-exposed",
        "id": "qdrant",
        "product": "Qdrant",
        "status": "collecting"
      },
      {
        "fix_card_id": "mcp-exposed",
        "id": "mcp",
        "product": "MCP servers",
        "status": "collecting"
      },
      {
        "fix_card_id": "flowise-exposed",
        "id": "flowise",
        "product": "Flowise",
        "status": "collecting"
      },
      {
        "fix_card_id": "langserve-exposed",
        "id": "langserve",
        "product": "LangServe",
        "status": "collecting"
      },
      {
        "fix_card_id": "openclaw-exposed",
        "id": "openclaw",
        "product": "OpenClaw",
        "status": "collecting"
      },
      {
        "fix_card_id": "autogen-studio-exposed",
        "id": "autogen-studio",
        "product": "AutoGen Studio",
        "status": "collecting"
      },
      {
        "fix_card_id": "crewai-exposed",
        "id": "crewai",
        "product": "CrewAI Studio",
        "status": "collecting"
      },
      {
        "fix_card_id": "chroma-exposed",
        "id": "chroma",
        "product": "Chroma",
        "status": "collecting"
      },
      {
        "fix_card_id": "weaviate-exposed",
        "id": "weaviate",
        "product": "Weaviate",
        "status": "collecting"
      },
      {
        "fix_card_id": "dify-exposed",
        "id": "dify",
        "product": "Dify",
        "status": "collecting"
      },
      {
        "fix_card_id": "jupyter-exposed",
        "id": "jupyter",
        "product": "Jupyter",
        "status": "collecting"
      }
    ],
    "snapshot_updated": "2026-02-28",
    "zero_auth_by_country": [
      {
        "count": 1829,
        "label": "US"
      },
      {
        "count": 1712,
        "label": "CN"
      },
      {
        "count": 1425,
        "label": "FR"
      },
      {
        "count": 1364,
        "label": "DE"
      },
      {
        "count": 453,
        "label": "KR"
      },
      {
        "count": 414,
        "label": "IN"
      }
    ],
    "zero_auth_by_provider": [
      {
        "count": 1686,
        "label": "AWS"
      },
      {
        "count": 1004,
        "label": "Hetzner"
      },
      {
        "count": 773,
        "label": "OVH"
      },
      {
        "count": 634,
        "label": "Contabo"
      }
    ],
    "zero_auth_ollama": {
      "count": 12269,
      "label": "with zero authentication",
      "observed": "2026-02",
      "source": "LeakIX continuous scan"
    }
  }
}