{
  "$schema": "https://verifymcp.io/schemas/changelog.json",
  "server": "annasmazhar-pyspark-mcp",
  "component": "pyspark-tools",
  "generated_at": "2026-09-21T02:48:12.896Z",
  "tracking_since": "2026-07-27",
  "counts": {
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    "security": 12,
    "functional": 0,
    "cosmetic": 0
  },
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      "id": "chg_01a07a14-8f30-7919-af26-d9e96ffd428a",
      "kind": "check.unverifiable",
      "family": "supplychain-malware",
      "subject_kind": "check",
      "subject": "supplychain-malware",
      "subject_child": "",
      "from_code": "supplychain.malware_clean",
      "to_code": "supplychain.malware_inconclusive",
      "from_value": "pass",
      "to_value": "unverified",
      "materiality": "security",
      "direction": "regression",
      "score_delta": null,
      "detail": {
        "reason": "vendor_no_verdict"
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      "occurred_on": "2026-09-07",
      "occurred_at": "2026-09-07 04:16:02.670827+00",
      "observed_since": "2026-09-06",
      "source": "scan",
      "summary": "Malware scan (pass → unverified)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_01a07a14-8f30-7919-af26-d9e96ffd428a"
    },
    {
      "id": "chg_01a06f1b-a113-7594-ba77-772c876d0c59",
      "kind": "check.reverified",
      "family": "supplychain-malware",
      "subject_kind": "check",
      "subject": "supplychain-malware",
      "subject_child": "",
      "from_code": "supplychain.malware_inconclusive",
      "to_code": "supplychain.malware_clean",
      "from_value": "unverified",
      "to_value": "pass",
      "materiality": "security",
      "direction": "improvement",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-09-05",
      "occurred_at": "2026-09-05 01:07:56.748397+00",
      "observed_since": "2026-09-04",
      "source": "scan",
      "summary": "Malware scan (unverified → pass)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_01a06f1b-a113-7594-ba77-772c876d0c59"
    },
    {
      "id": "chg_01a05b28-436e-7d4f-8825-ce7c3a1f28e0",
      "kind": "check.unverifiable",
      "family": "supplychain-malware",
      "subject_kind": "check",
      "subject": "supplychain-malware",
      "subject_child": "",
      "from_code": "supplychain.malware_clean",
      "to_code": "supplychain.malware_inconclusive",
      "from_value": "pass",
      "to_value": "unverified",
      "materiality": "security",
      "direction": "regression",
      "score_delta": null,
      "detail": {
        "reason": "vendor_no_verdict"
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      "occurred_on": "2026-09-01",
      "occurred_at": "2026-09-01 04:09:20.435082+00",
      "observed_since": "2026-08-31",
      "source": "scan",
      "summary": "Malware scan (pass → unverified)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_01a05b28-436e-7d4f-8825-ce7c3a1f28e0"
    },
    {
      "id": "chg_01a04657-4ac7-7ae5-b93b-d904beb41d36",
      "kind": "check.reverified",
      "family": "supplychain-malware",
      "subject_kind": "check",
      "subject": "supplychain-malware",
      "subject_child": "",
      "from_code": "supplychain.malware_inconclusive",
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      "from_value": "unverified",
      "to_value": "pass",
      "materiality": "security",
      "direction": "improvement",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-08-28",
      "occurred_at": "2026-08-28 03:08:40.938913+00",
      "observed_since": "2026-08-27",
      "source": "scan",
      "summary": "Malware scan (unverified → pass)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_01a04657-4ac7-7ae5-b93b-d904beb41d36"
    },
    {
      "id": "chg_01a04167-c68a-7ca2-8640-a3689e2fc4ae",
      "kind": "check.unverifiable",
      "family": "supplychain-malware",
      "subject_kind": "check",
      "subject": "supplychain-malware",
      "subject_child": "",
      "from_code": "supplychain.malware_clean",
      "to_code": "supplychain.malware_inconclusive",
      "from_value": "pass",
      "to_value": "unverified",
      "materiality": "security",
      "direction": "regression",
      "score_delta": null,
      "detail": {
        "reason": "vendor_no_verdict"
      },
      "occurred_on": "2026-08-27",
      "occurred_at": "2026-08-27 04:08:35.14813+00",
      "observed_since": "2026-08-26",
      "source": "scan",
      "summary": "Malware scan (pass → unverified)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_01a04167-c68a-7ca2-8640-a3689e2fc4ae"
    },
    {
      "id": "chg_019fe41b-da40-70af-98e5-fda8b84169fd",
      "kind": "check.reverified",
      "family": "supplychain-malware",
      "subject_kind": "check",
      "subject": "supplychain-malware",
      "subject_child": "",
      "from_code": "supplychain.malware_inconclusive",
      "to_code": "supplychain.malware_clean",
      "from_value": "unverified",
      "to_value": "pass",
      "materiality": "security",
      "direction": "improvement",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-08-09",
      "occurred_at": "2026-08-09 01:20:58.39882+00",
      "observed_since": "2026-08-08",
      "source": "scan",
      "summary": "Malware scan (unverified → pass)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_019fe41b-da40-70af-98e5-fda8b84169fd"
    },
    {
      "id": "chg_019fca77-5131-7d74-9c46-4387124d2474",
      "kind": "check.unverifiable",
      "family": "supplychain-malware",
      "subject_kind": "check",
      "subject": "supplychain-malware",
      "subject_child": "",
      "from_code": "supplychain.malware_clean",
      "to_code": "supplychain.malware_inconclusive",
      "from_value": "pass",
      "to_value": "unverified",
      "materiality": "security",
      "direction": "regression",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-08-04",
      "occurred_at": "2026-08-04 01:50:45.010305+00",
      "observed_since": "2026-08-03",
      "source": "scan",
      "summary": "Malware scan (pass → unverified)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_019fca77-5131-7d74-9c46-4387124d2474"
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    {
      "id": "chg_019fc05a-d8a2-7139-bc40-536bc5c85b2e",
      "kind": "check.reverified",
      "family": "build-provenance",
      "subject_kind": "check",
      "subject": "build-provenance",
      "subject_child": "",
      "from_code": "provenance.inconclusive",
      "to_code": "provenance.none",
      "from_value": "unverified",
      "to_value": "fail",
      "materiality": "security",
      "direction": "regression",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-08-02",
      "occurred_at": "2026-08-02 02:43:26.994281+00",
      "observed_since": "2026-08-01",
      "source": "scan",
      "summary": "Provenance (unverified → fail)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_019fc05a-d8a2-7139-bc40-536bc5c85b2e"
    },
    {
      "id": "chg_019fc05a-d8a2-78ae-a136-9d7266c8ea1c",
      "kind": "check.reverified",
      "family": "supplychain-malware",
      "subject_kind": "check",
      "subject": "supplychain-malware",
      "subject_child": "",
      "from_code": "supplychain.malware_inconclusive",
      "to_code": "supplychain.malware_clean",
      "from_value": "unverified",
      "to_value": "pass",
      "materiality": "security",
      "direction": "improvement",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-08-02",
      "occurred_at": "2026-08-02 02:43:26.994281+00",
      "observed_since": "2026-08-01",
      "source": "scan",
      "summary": "Malware scan (unverified → pass)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_019fc05a-d8a2-78ae-a136-9d7266c8ea1c"
    },
    {
      "id": "chg_019fc05a-d8a2-7d39-8183-0d77bd37e495",
      "kind": "check.reverified",
      "family": "vulnerabilities",
      "subject_kind": "check",
      "subject": "vulnerabilities",
      "subject_child": "",
      "from_code": "cve.inconclusive",
      "to_code": "cve.none",
      "from_value": "unverified",
      "to_value": "pass",
      "materiality": "security",
      "direction": "improvement",
      "score_delta": null,
      "detail": {
        "seen": "37",
        "assessed": "38",
        "resolved": "37",
        "tree_source": "registry",
        "tree_status": "resolved"
      },
      "occurred_on": "2026-08-02",
      "occurred_at": "2026-08-02 02:43:26.994281+00",
      "observed_since": "2026-08-01",
      "source": "scan",
      "summary": "Known CVEs (unverified → pass)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_019fc05a-d8a2-7d39-8183-0d77bd37e495"
    },
    {
      "id": "chg_019fc05a-d8a3-738c-9194-7d262f910de4",
      "kind": "check.reverified",
      "family": "install-scripts",
      "subject_kind": "check",
      "subject": "install-scripts",
      "subject_child": "",
      "from_code": "installscript.inconclusive",
      "to_code": "installscript.allowlisted",
      "from_value": "unverified",
      "to_value": "pass",
      "materiality": "security",
      "direction": "improvement",
      "score_delta": null,
      "detail": {
        "hook": "build_backend",
        "tier": "allowlisted",
        "tool": "setuptools.build_meta",
        "hooks": "build_backend"
      },
      "occurred_on": "2026-08-02",
      "occurred_at": "2026-08-02 02:43:26.994281+00",
      "observed_since": "2026-08-01",
      "source": "scan",
      "summary": "Install scripts (unverified → pass)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_019fc05a-d8a3-738c-9194-7d262f910de4"
    },
    {
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      "kind": "installscript.hooks_changed",
      "family": "install-scripts",
      "subject_kind": "package",
      "subject": "hooks",
      "subject_child": "",
      "from_code": "installscript.inconclusive",
      "to_code": "installscript.allowlisted",
      "from_value": null,
      "to_value": "build_backend",
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "to": "build_backend",
        "from": ""
      },
      "occurred_on": "2026-08-02",
      "occurred_at": "2026-08-02 02:43:26.994281+00",
      "observed_since": "2026-08-01",
      "source": "scan",
      "summary": "The scripts that run when this package is installed changed (build_backend)",
      "link": "https://verifymcp.io/servers/annasmazhar-pyspark-mcp/pyspark-tools#chg-chg_019fc05a-d8a3-7973-88ee-e83e591c85e2"
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  "days": [
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      "date": "2026-09-07",
      "total": 21,
      "delta": -15,
      "tracked": true,
      "explained": true,
      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 1
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    {
      "date": "2026-09-05",
      "total": 36,
      "delta": 15,
      "tracked": true,
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      "attribution": null,
      "event_count": 1
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    {
      "date": "2026-09-01",
      "total": 21,
      "delta": -15,
      "tracked": true,
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      "beyond_event_horizon": false,
      "attribution": null,
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    {
      "date": "2026-08-28",
      "total": 36,
      "delta": 15,
      "tracked": true,
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      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 1
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    {
      "date": "2026-08-27",
      "total": 21,
      "delta": -15,
      "tracked": true,
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      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 1
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    {
      "date": "2026-08-26",
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      "delta": 0,
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      "beyond_event_horizon": false,
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      "event_count": 1
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    {
      "date": "2026-08-19",
      "total": 0,
      "delta": null,
      "tracked": true,
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      "beyond_event_horizon": false,
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}