{
  "schema_version": 1,
  "contract_version": "newruntime-page-readership-v1",
  "type": "page_machine_readership",
  "canonical_path": "/posts/independent-lab-run-of-flint-skipped-coding-scores-963341/",
  "canonical_url": "https://newruntime.com/posts/independent-lab-run-of-flint-skipped-coding-scores-963341/",
  "generated_at": "2026-10-29T04:30:48.058Z",
  "refresh_hint": "30m",
  "schema_url": "https://newruntime.com/page-readership-schema.json",
  "methodology_url": "https://newruntime.com/machine-consumption/",
  "privacy": {
    "ip_addresses": "not_output",
    "visitor_ids": "not_output",
    "query_strings": "not_output",
    "raw_user_agents": "not_output",
    "raw_log_lines": "not_output",
    "session_identifiers": "not_output",
    "human_identity": "not_collected_for_this_contract"
  },
  "summary": {
    "requests_last_24h": 15,
    "requests_observed": 18,
    "named_automations_observed": 11,
    "verified_automations_observed": 1
  },
  "windows": {
    "last_24h": {
      "first_seen": "2026-10-28T04:30:41.621Z",
      "last_seen": "2026-10-29T04:30:02.520Z",
      "requests": 15,
      "formats": [
        {
          "format": "html",
          "count": 13
        },
        {
          "format": "json",
          "count": 1
        },
        {
          "format": "markdown",
          "count": 1
        }
      ],
      "agents": [
        {
          "family": "AhrefsBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T11:00:07.254Z",
          "last_seen": "2026-10-28T11:00:22.111Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; ExaSearchBot/1.0; +public-url-redacted",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-28T12:03:58.826Z",
          "last_seen": "2026-10-29T00:47:55.103Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; ExaUser/1.0; +public-url-redacted",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-28T19:23:04.938Z",
          "last_seen": "2026-10-28T20:29:14.052Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "SemrushBot",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-29T00:40:25.998Z",
          "last_seen": "2026-10-29T00:40:26.408Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ChatGPT-User",
          "count": 1,
          "category": "ai_user_agent",
          "first_seen": "2026-10-28T15:33:38.931Z",
          "last_seen": "2026-10-28T15:33:38.931Z",
          "identity_status": "verified"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-29T01:36:08.270Z",
          "last_seen": "2026-10-29T01:36:08.270Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; DataForSeoBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T05:11:08.785Z",
          "last_seen": "2026-10-28T05:11:08.785Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; SERankingBacklinksBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-29T02:22:33.730Z",
          "last_seen": "2026-10-29T02:22:33.730Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; Amazonbot/0.1; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T19:38:49.650Z",
          "last_seen": "2026-10-28T19:38:49.650Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; Reflectionbot/1.0; +public-url-redacted Chrome/151",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T09:45:39.911Z",
          "last_seen": "2026-10-28T09:45:39.911Z",
          "identity_status": "not_verifiable"
        }
      ]
    },
    "observed": {
      "first_seen": "2026-10-27T19:07:09.973Z",
      "last_seen": "2026-10-29T04:30:02.520Z",
      "requests": 18,
      "formats": [
        {
          "format": "html",
          "count": 14
        },
        {
          "format": "json",
          "count": 2
        },
        {
          "format": "markdown",
          "count": 2
        }
      ],
      "agents": [
        {
          "family": "AhrefsBot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T11:00:07.254Z",
          "last_seen": "2026-10-28T11:00:22.111Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "MJ12bot",
          "count": 3,
          "category": "other_bot",
          "first_seen": "2026-10-28T01:26:09.910Z",
          "last_seen": "2026-10-28T03:42:13.197Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; ExaSearchBot/1.0; +public-url-redacted",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-28T12:03:58.826Z",
          "last_seen": "2026-10-29T00:47:55.103Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; ExaUser/1.0; +public-url-redacted",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-28T19:23:04.938Z",
          "last_seen": "2026-10-28T20:29:14.052Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "SemrushBot",
          "count": 2,
          "category": "other_bot",
          "first_seen": "2026-10-29T00:40:25.998Z",
          "last_seen": "2026-10-29T00:40:26.408Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "ChatGPT-User",
          "count": 1,
          "category": "ai_user_agent",
          "first_seen": "2026-10-28T15:33:38.931Z",
          "last_seen": "2026-10-28T15:33:38.931Z",
          "identity_status": "verified"
        },
        {
          "family": "ClaudeBot",
          "count": 1,
          "category": "ai_crawler",
          "first_seen": "2026-10-29T01:36:08.270Z",
          "last_seen": "2026-10-29T01:36:08.270Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; DataForSeoBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T05:11:08.785Z",
          "last_seen": "2026-10-28T05:11:08.785Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 (compatible; SERankingBacklinksBot/1.0; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-29T02:22:33.730Z",
          "last_seen": "2026-10-29T02:22:33.730Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; Amazonbot/0.1; +public-url-redacted",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T19:38:49.650Z",
          "last_seen": "2026-10-28T19:38:49.650Z",
          "identity_status": "not_verifiable"
        },
        {
          "family": "Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; Reflectionbot/1.0; +public-url-redacted Chrome/151",
          "count": 1,
          "category": "other_bot",
          "first_seen": "2026-10-28T09:45:39.911Z",
          "last_seen": "2026-10-28T09:45:39.911Z",
          "identity_status": "not_verifiable"
        }
      ]
    }
  },
  "interpretation": {
    "unit": "Successful requests from named automation, not unique people.",
    "identity": "Identity status is the strongest observed family-level evidence in the identity aggregate, not verification of every page request.",
    "causality": "A request does not prove indexing, citation, model training, understanding, or referral.",
    "representations": "HTML, JSON, and Markdown twins are grouped under the canonical page."
  }
}