{
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  "server": "pipeworx-io-wisconsin-code",
  "component": "wisconsin-code-mcp",
  "generated_at": "2026-11-05T17:28:07.168Z",
  "tracking_since": "2026-09-17",
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      "summary": "Authorization (pass → fail)",
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    {
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      "observed_since": "2026-11-04",
      "source": "scan",
      "summary": "Stability (0.30 → fail)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1aa21-d914-7744-8dd6-5a3301c38148"
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    {
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      "observed_since": "2026-11-03",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_grounded” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1a4f1-dda5-78b5-be86-44257caf60f1"
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      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1a4f1-ddae-7566-91c1-8115bef6cd91"
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      "occurred_at": "2026-11-04 05:04:36.6578+00",
      "observed_since": "2026-11-03",
      "source": "scan",
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      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1a4f1-ddab-7c1a-a4ae-4c667c8e986a"
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      "occurred_at": "2026-11-04 05:04:36.6578+00",
      "observed_since": "2026-11-03",
      "source": "scan",
      "summary": "Authorization (fail → pass)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1a4f1-dd96-75be-8dc8-04e9913c9c36"
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      "occurred_at": "2026-11-04 05:04:36.6578+00",
      "observed_since": "2026-11-03",
      "source": "scan",
      "summary": "Tool “ask_pipeworx” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1a4f1-dda0-70b0-a3a4-9c1fa5437260"
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    {
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      "occurred_at": "2026-11-04 05:04:36.6578+00",
      "observed_since": "2026-11-03",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_beta” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1a4f1-dda1-7cf0-ac1e-c80b1786c9c7"
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    {
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      "materiality": "security",
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        "tool": "ask_pipeworx_grounded"
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      "occurred_on": "2026-11-03",
      "occurred_at": "2026-11-03 05:05:34.05027+00",
      "observed_since": "2026-11-02",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_grounded” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19fcc-62cd-7dd9-94fd-af40a8d023e0"
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    {
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      "occurred_at": "2026-11-03 05:05:34.05027+00",
      "observed_since": "2026-11-02",
      "source": "scan",
      "summary": "The server rewrote its instructions, which are the text every model session reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19fcc-62ce-771d-a4c9-eccb3c008c52"
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    {
      "id": "chg_01a19fcc-62ca-7c56-baef-6a843e26857c",
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      "from_code": "auth.rfc9728_invoke",
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      "occurred_at": "2026-11-03 05:05:34.05027+00",
      "observed_since": "2026-11-02",
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      "summary": "Authorization (pass → fail)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19fcc-62ca-7c56-baef-6a843e26857c"
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    {
      "id": "chg_01a19fcc-62cc-7956-8a1b-f78ba29e3ce7",
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      "family": "stability",
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      "from_code": "stability.building_history",
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      "from_value": "0.23",
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      "score_delta": null,
      "detail": {
        "days": "8",
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        "auth_transport": "1"
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      "occurred_at": "2026-11-03 05:05:34.05027+00",
      "observed_since": "2026-11-02",
      "source": "scan",
      "summary": "Stability (0.23 → fail)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19fcc-62cc-7956-8a1b-f78ba29e3ce7"
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    {
      "id": "chg_01a19fcc-62cd-7160-97cf-1446d2410281",
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      "occurred_on": "2026-11-03",
      "occurred_at": "2026-11-03 05:05:34.05027+00",
      "observed_since": "2026-11-02",
      "source": "scan",
      "summary": "Tool “ask_pipeworx” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19fcc-62cd-7160-97cf-1446d2410281"
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    {
      "id": "chg_01a19fcc-62cd-783f-9c90-7b1ef7058d8e",
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      "occurred_on": "2026-11-03",
      "occurred_at": "2026-11-03 05:05:34.05027+00",
      "observed_since": "2026-11-02",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_beta” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19fcc-62cd-783f-9c90-7b1ef7058d8e"
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    {
      "id": "chg_01a19fcc-62ce-72ee-a54d-e81332ebe9c0",
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      "occurred_at": "2026-11-03 05:05:34.05027+00",
      "observed_since": "2026-11-02",
      "source": "scan",
      "summary": "Tool “deep_research” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19fcc-62ce-72ee-a54d-e81332ebe9c0"
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    {
      "id": "chg_01a19aa4-4f49-7844-82ab-2ef219428190",
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      "subject_kind": "tool",
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      "materiality": "security",
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      "occurred_on": "2026-11-02",
      "occurred_at": "2026-11-02 05:03:41.80953+00",
      "observed_since": "2026-11-01",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_grounded” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19aa4-4f49-7844-82ab-2ef219428190"
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    {
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      "occurred_at": "2026-11-02 05:03:41.80953+00",
      "observed_since": "2026-11-01",
      "source": "scan",
      "summary": "The server rewrote its instructions, which are the text every model session reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19aa4-4f4b-73d6-bcb1-bcf031cec850"
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    {
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      "from_code": "auth.none_destructive",
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      "occurred_at": "2026-11-02 05:03:41.80953+00",
      "observed_since": "2026-11-01",
      "source": "scan",
      "summary": "Authorization (fail → pass)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19aa4-4f3f-7543-81b1-15543300dfd1"
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    {
      "id": "chg_01a19aa4-4f43-7829-abe0-10b74e37ee3a",
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      "subject_kind": "tool",
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      "materiality": "security",
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      "occurred_on": "2026-11-02",
      "occurred_at": "2026-11-02 05:03:41.80953+00",
      "observed_since": "2026-11-01",
      "source": "scan",
      "summary": "Tool “ask_pipeworx” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19aa4-4f43-7829-abe0-10b74e37ee3a"
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    {
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      "subject_kind": "tool",
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      "materiality": "security",
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      "occurred_on": "2026-11-02",
      "occurred_at": "2026-11-02 05:03:41.80953+00",
      "observed_since": "2026-11-01",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_beta” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19aa4-4f48-7331-888e-87ead18c9af6"
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    {
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      "subject_kind": "tool",
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      "materiality": "security",
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      "detail": {
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      "occurred_on": "2026-11-02",
      "occurred_at": "2026-11-02 05:03:41.80953+00",
      "observed_since": "2026-11-01",
      "source": "scan",
      "summary": "Tool “deep_research” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19aa4-4f49-7dc6-80a5-c93ab4d15618"
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    {
      "id": "chg_01a1957e-13fb-75e7-ba5a-506aba74bdf7",
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      "subject_kind": "check",
      "subject": "auth-oauth",
      "subject_child": "",
      "from_code": "auth.rfc9728_invoke",
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      "from_value": "pass",
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      "materiality": "critical",
      "direction": "regression",
      "score_delta": null,
      "detail": {
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      "occurred_on": "2026-11-01",
      "occurred_at": "2026-11-01 05:03:50.218053+00",
      "observed_since": "2026-10-31",
      "source": "scan",
      "summary": "Authorization (pass → fail)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1957e-13fb-75e7-ba5a-506aba74bdf7"
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    {
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      "family": "stability",
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      "subject": "stability",
      "subject_child": "",
      "from_code": "stability.building_history",
      "to_code": "stability.churn",
      "from_value": "0.17",
      "to_value": "fail",
      "materiality": "security",
      "direction": "regression",
      "score_delta": null,
      "detail": {
        "days": "6",
        "added": "2",
        "breaks": "0",
        "removed": "0",
        "auth_transport": "1"
      },
      "occurred_on": "2026-11-01",
      "occurred_at": "2026-11-01 05:03:50.218053+00",
      "observed_since": "2026-10-31",
      "source": "scan",
      "summary": "Stability (0.17 → fail)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1957e-13fc-7b7c-8b0e-b2aa3fb46b30"
    },
    {
      "id": "chg_01a1957e-13fd-731a-aecf-92c88e229936",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx"
      },
      "occurred_on": "2026-11-01",
      "occurred_at": "2026-11-01 05:03:50.218053+00",
      "observed_since": "2026-10-31",
      "source": "scan",
      "summary": "Tool “ask_pipeworx” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1957e-13fd-731a-aecf-92c88e229936"
    },
    {
      "id": "chg_01a1957e-13fd-7756-aafd-b1a25c027d4e",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_beta",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_beta"
      },
      "occurred_on": "2026-11-01",
      "occurred_at": "2026-11-01 05:03:50.218053+00",
      "observed_since": "2026-10-31",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_beta” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1957e-13fd-7756-aafd-b1a25c027d4e"
    },
    {
      "id": "chg_01a1957e-13fd-7bad-9a96-ef38e8ca2658",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_grounded",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_grounded"
      },
      "occurred_on": "2026-11-01",
      "occurred_at": "2026-11-01 05:03:50.218053+00",
      "observed_since": "2026-10-31",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_grounded” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1957e-13fd-7bad-9a96-ef38e8ca2658"
    },
    {
      "id": "chg_01a1957e-13fe-715c-953a-8fe111582f76",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "deep_research",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "deep_research"
      },
      "occurred_on": "2026-11-01",
      "occurred_at": "2026-11-01 05:03:50.218053+00",
      "observed_since": "2026-10-31",
      "source": "scan",
      "summary": "Tool “deep_research” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1957e-13fe-715c-953a-8fe111582f76"
    },
    {
      "id": "chg_01a1957e-13fe-76b6-a9ba-3c0adedacd48",
      "kind": "server.instructions_changed",
      "family": "",
      "subject_kind": "server",
      "subject": "instructions",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-11-01",
      "occurred_at": "2026-11-01 05:03:50.218053+00",
      "observed_since": "2026-10-31",
      "source": "scan",
      "summary": "The server rewrote its instructions, which are the text every model session reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a1957e-13fe-76b6-a9ba-3c0adedacd48"
    },
    {
      "id": "chg_01a19057-9126-7233-8297-d746024c2fa8",
      "kind": "check.verdict",
      "family": "auth-oauth",
      "subject_kind": "check",
      "subject": "auth-oauth",
      "subject_child": "",
      "from_code": "auth.none_destructive",
      "to_code": "auth.rfc9728_invoke",
      "from_value": "fail",
      "to_value": "pass",
      "materiality": "security",
      "direction": "improvement",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-10-31",
      "occurred_at": "2026-10-31 05:03:39.922621+00",
      "observed_since": "2026-10-30",
      "source": "scan",
      "summary": "Authorization (fail → pass)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19057-9126-7233-8297-d746024c2fa8"
    },
    {
      "id": "chg_01a19057-9128-74f9-bc28-83cd21b49f27",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx"
      },
      "occurred_on": "2026-10-31",
      "occurred_at": "2026-10-31 05:03:39.922621+00",
      "observed_since": "2026-10-30",
      "source": "scan",
      "summary": "Tool “ask_pipeworx” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19057-9128-74f9-bc28-83cd21b49f27"
    },
    {
      "id": "chg_01a19057-9129-7242-9ab2-99fbc3e484a2",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_beta",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_beta"
      },
      "occurred_on": "2026-10-31",
      "occurred_at": "2026-10-31 05:03:39.922621+00",
      "observed_since": "2026-10-30",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_beta” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19057-9129-7242-9ab2-99fbc3e484a2"
    },
    {
      "id": "chg_01a19057-9129-7e60-b7b3-94c61b617115",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_grounded",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_grounded"
      },
      "occurred_on": "2026-10-31",
      "occurred_at": "2026-10-31 05:03:39.922621+00",
      "observed_since": "2026-10-30",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_grounded” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19057-9129-7e60-b7b3-94c61b617115"
    },
    {
      "id": "chg_01a19057-912b-7896-a2e1-b2c359bfcd37",
      "kind": "server.instructions_changed",
      "family": "",
      "subject_kind": "server",
      "subject": "instructions",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-10-31",
      "occurred_at": "2026-10-31 05:03:39.922621+00",
      "observed_since": "2026-10-30",
      "source": "scan",
      "summary": "The server rewrote its instructions, which are the text every model session reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19057-912b-7896-a2e1-b2c359bfcd37"
    },
    {
      "id": "chg_01a19057-912a-7df2-9062-9f6c4f9ff8a4",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "deep_research",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "deep_research"
      },
      "occurred_on": "2026-10-31",
      "occurred_at": "2026-10-31 05:03:39.922621+00",
      "observed_since": "2026-10-30",
      "source": "scan",
      "summary": "Tool “deep_research” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a19057-912a-7df2-9062-9f6c4f9ff8a4"
    },
    {
      "id": "chg_01a18b2f-1d09-7e85-9e9b-7fe4ec4cd40b",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "deep_research",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "deep_research"
      },
      "occurred_on": "2026-10-30",
      "occurred_at": "2026-10-30 05:01:22.850395+00",
      "observed_since": "2026-10-29",
      "source": "scan",
      "summary": "Tool “deep_research” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18b2f-1d09-7e85-9e9b-7fe4ec4cd40b"
    },
    {
      "id": "chg_01a18b2f-1d0a-73ea-9b43-204dd3030d49",
      "kind": "server.instructions_changed",
      "family": "",
      "subject_kind": "server",
      "subject": "instructions",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-10-30",
      "occurred_at": "2026-10-30 05:01:22.850395+00",
      "observed_since": "2026-10-29",
      "source": "scan",
      "summary": "The server rewrote its instructions, which are the text every model session reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18b2f-1d0a-73ea-9b43-204dd3030d49"
    },
    {
      "id": "chg_01a18b2f-1d05-7aed-a2b2-f95df25f35b5",
      "kind": "check.verdict",
      "family": "auth-oauth",
      "subject_kind": "check",
      "subject": "auth-oauth",
      "subject_child": "",
      "from_code": "auth.rfc9728_invoke",
      "to_code": "auth.none_destructive",
      "from_value": "pass",
      "to_value": "fail",
      "materiality": "critical",
      "direction": "regression",
      "score_delta": null,
      "detail": {
        "tool": "forget"
      },
      "occurred_on": "2026-10-30",
      "occurred_at": "2026-10-30 05:01:22.850395+00",
      "observed_since": "2026-10-29",
      "source": "scan",
      "summary": "Authorization (pass → fail)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18b2f-1d05-7aed-a2b2-f95df25f35b5"
    },
    {
      "id": "chg_01a18b2f-1d07-7586-9d65-2f6f26ac766d",
      "kind": "check.verdict",
      "family": "stability",
      "subject_kind": "check",
      "subject": "stability",
      "subject_child": "",
      "from_code": "stability.building_history",
      "to_code": "stability.churn",
      "from_value": "0.10",
      "to_value": "fail",
      "materiality": "security",
      "direction": "regression",
      "score_delta": null,
      "detail": {
        "days": "4",
        "added": "2",
        "breaks": "0",
        "removed": "0",
        "auth_transport": "1"
      },
      "occurred_on": "2026-10-30",
      "occurred_at": "2026-10-30 05:01:22.850395+00",
      "observed_since": "2026-10-29",
      "source": "scan",
      "summary": "Stability (0.10 → fail)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18b2f-1d07-7586-9d65-2f6f26ac766d"
    },
    {
      "id": "chg_01a18b2f-1d08-78bd-a4b8-d47a32515c57",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx"
      },
      "occurred_on": "2026-10-30",
      "occurred_at": "2026-10-30 05:01:22.850395+00",
      "observed_since": "2026-10-29",
      "source": "scan",
      "summary": "Tool “ask_pipeworx” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18b2f-1d08-78bd-a4b8-d47a32515c57"
    },
    {
      "id": "chg_01a18b2f-1d08-7f04-9af8-3c4c1ac0f171",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_beta",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_beta"
      },
      "occurred_on": "2026-10-30",
      "occurred_at": "2026-10-30 05:01:22.850395+00",
      "observed_since": "2026-10-29",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_beta” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18b2f-1d08-7f04-9af8-3c4c1ac0f171"
    },
    {
      "id": "chg_01a18b2f-1d09-74e9-a3fa-ef7c2bbb98b7",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_grounded",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_grounded"
      },
      "occurred_on": "2026-10-30",
      "occurred_at": "2026-10-30 05:01:22.850395+00",
      "observed_since": "2026-10-29",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_grounded” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18b2f-1d09-74e9-a3fa-ef7c2bbb98b7"
    },
    {
      "id": "chg_01a18b2f-1d09-79b2-a959-136d331595f8",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "compare_entities",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "compare_entities"
      },
      "occurred_on": "2026-10-30",
      "occurred_at": "2026-10-30 05:01:22.850395+00",
      "observed_since": "2026-10-29",
      "source": "scan",
      "summary": "Tool “compare_entities” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18b2f-1d09-79b2-a959-136d331595f8"
    },
    {
      "id": "chg_01a18623-6d08-7553-b505-7be9e9eba6d3",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "bet_research",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "bet_research"
      },
      "occurred_on": "2026-10-29",
      "occurred_at": "2026-10-29 05:30:31.022721+00",
      "observed_since": "2026-10-28",
      "source": "scan",
      "summary": "Tool “bet_research” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18623-6d08-7553-b505-7be9e9eba6d3"
    },
    {
      "id": "chg_01a18623-6d09-7172-99d7-00c3fc0c1eed",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "deep_research",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "deep_research"
      },
      "occurred_on": "2026-10-29",
      "occurred_at": "2026-10-29 05:30:31.022721+00",
      "observed_since": "2026-10-28",
      "source": "scan",
      "summary": "Tool “deep_research” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18623-6d09-7172-99d7-00c3fc0c1eed"
    },
    {
      "id": "chg_01a18623-6d09-7a74-a106-28de69824ef4",
      "kind": "server.instructions_changed",
      "family": "",
      "subject_kind": "server",
      "subject": "instructions",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-10-29",
      "occurred_at": "2026-10-29 05:30:31.022721+00",
      "observed_since": "2026-10-28",
      "source": "scan",
      "summary": "The server rewrote its instructions, which are the text every model session reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18623-6d09-7a74-a106-28de69824ef4"
    },
    {
      "id": "chg_01a18623-6d05-7a03-8863-eb480f480727",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx"
      },
      "occurred_on": "2026-10-29",
      "occurred_at": "2026-10-29 05:30:31.022721+00",
      "observed_since": "2026-10-28",
      "source": "scan",
      "summary": "Tool “ask_pipeworx” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18623-6d05-7a03-8863-eb480f480727"
    },
    {
      "id": "chg_01a18623-6d06-7ace-a348-2ebae03ca53a",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_beta",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_beta"
      },
      "occurred_on": "2026-10-29",
      "occurred_at": "2026-10-29 05:30:31.022721+00",
      "observed_since": "2026-10-28",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_beta” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18623-6d06-7ace-a348-2ebae03ca53a"
    },
    {
      "id": "chg_01a18623-6d07-73bf-b7e5-f9fe444920c8",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_grounded",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_grounded"
      },
      "occurred_on": "2026-10-29",
      "occurred_at": "2026-10-29 05:30:31.022721+00",
      "observed_since": "2026-10-28",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_grounded” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a18623-6d07-73bf-b7e5-f9fe444920c8"
    },
    {
      "id": "chg_01a180f9-886c-7a64-af4d-180b50a40f80",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_beta",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_beta"
      },
      "occurred_on": "2026-10-28",
      "occurred_at": "2026-10-28 05:26:39.248185+00",
      "observed_since": "2026-10-27",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_beta” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a180f9-886c-7a64-af4d-180b50a40f80"
    },
    {
      "id": "chg_01a180f9-886b-71a8-9e73-095d87f09a04",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx"
      },
      "occurred_on": "2026-10-28",
      "occurred_at": "2026-10-28 05:26:39.248185+00",
      "observed_since": "2026-10-27",
      "source": "scan",
      "summary": "Tool “ask_pipeworx” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a180f9-886b-71a8-9e73-095d87f09a04"
    },
    {
      "id": "chg_01a180f9-886e-7e69-97dc-a612070505ac",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_grounded",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_grounded"
      },
      "occurred_on": "2026-10-28",
      "occurred_at": "2026-10-28 05:26:39.248185+00",
      "observed_since": "2026-10-27",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_grounded” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a180f9-886e-7e69-97dc-a612070505ac"
    },
    {
      "id": "chg_01a180f9-886f-7477-b3f1-2653ba190578",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "deep_research",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "deep_research"
      },
      "occurred_on": "2026-10-28",
      "occurred_at": "2026-10-28 05:26:39.248185+00",
      "observed_since": "2026-10-27",
      "source": "scan",
      "summary": "Tool “deep_research” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a180f9-886f-7477-b3f1-2653ba190578"
    },
    {
      "id": "chg_01a180f9-886f-7c1c-b670-9408cc082822",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "polymarket_kalshi_spread",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "polymarket_kalshi_spread"
      },
      "occurred_on": "2026-10-28",
      "occurred_at": "2026-10-28 05:26:39.248185+00",
      "observed_since": "2026-10-27",
      "source": "scan",
      "summary": "Tool “polymarket_kalshi_spread” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a180f9-886f-7c1c-b670-9408cc082822"
    },
    {
      "id": "chg_01a180f9-8873-7588-b80e-3330e8fe7dba",
      "kind": "server.instructions_changed",
      "family": "",
      "subject_kind": "server",
      "subject": "instructions",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-10-28",
      "occurred_at": "2026-10-28 05:26:39.248185+00",
      "observed_since": "2026-10-27",
      "source": "scan",
      "summary": "The server rewrote its instructions, which are the text every model session reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a180f9-8873-7588-b80e-3330e8fe7dba"
    },
    {
      "id": "chg_01a17bd0-2d45-73f2-9f55-291c9ec4c741",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx"
      },
      "occurred_on": "2026-10-27",
      "occurred_at": "2026-10-27 05:23:22.880725+00",
      "observed_since": "2026-10-26",
      "source": "scan",
      "summary": "Tool “ask_pipeworx” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a17bd0-2d45-73f2-9f55-291c9ec4c741"
    },
    {
      "id": "chg_01a17bd0-2d45-7ca1-b3d9-a196568798b3",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_beta",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_beta"
      },
      "occurred_on": "2026-10-27",
      "occurred_at": "2026-10-27 05:23:22.880725+00",
      "observed_since": "2026-10-26",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_beta” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a17bd0-2d45-7ca1-b3d9-a196568798b3"
    },
    {
      "id": "chg_01a17bd0-2d46-7181-85c7-86c1ca9311a0",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "ask_pipeworx_grounded",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "ask_pipeworx_grounded"
      },
      "occurred_on": "2026-10-27",
      "occurred_at": "2026-10-27 05:23:22.880725+00",
      "observed_since": "2026-10-26",
      "source": "scan",
      "summary": "Tool “ask_pipeworx_grounded” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a17bd0-2d46-7181-85c7-86c1ca9311a0"
    },
    {
      "id": "chg_01a17bd0-2d46-762c-acdb-477fd32ad1c7",
      "kind": "tool.description_changed",
      "family": "",
      "subject_kind": "tool",
      "subject": "deep_research",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "tool": "deep_research"
      },
      "occurred_on": "2026-10-27",
      "occurred_at": "2026-10-27 05:23:22.880725+00",
      "observed_since": "2026-10-26",
      "source": "scan",
      "summary": "Tool “deep_research” rewrote its description, which is the text the model reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a17bd0-2d46-762c-acdb-477fd32ad1c7"
    },
    {
      "id": "chg_01a17bd0-2d46-7ad8-a96a-1391ea2ef19f",
      "kind": "server.instructions_changed",
      "family": "",
      "subject_kind": "server",
      "subject": "instructions",
      "subject_child": "",
      "from_code": null,
      "to_code": null,
      "from_value": null,
      "to_value": null,
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-10-27",
      "occurred_at": "2026-10-27 05:23:22.880725+00",
      "observed_since": "2026-10-26",
      "source": "scan",
      "summary": "The server rewrote its instructions, which are the text every model session reads",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a17bd0-2d46-7ad8-a96a-1391ea2ef19f"
    },
    {
      "id": "chg_01a176aa-fde3-742f-b704-808f10a2253c",
      "kind": "check.reverified",
      "family": "auth-oauth",
      "subject_kind": "check",
      "subject": "auth-oauth",
      "subject_child": "",
      "from_code": "auth.none_unlisted",
      "to_code": "auth.rfc9728_invoke",
      "from_value": "unverified",
      "to_value": "pass",
      "materiality": "security",
      "direction": "improvement",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-10-26",
      "occurred_at": "2026-10-26 05:24:40.010248+00",
      "observed_since": "2026-10-25",
      "source": "scan",
      "summary": "Authorization (unverified → pass)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a176aa-fde3-742f-b704-808f10a2253c"
    },
    {
      "id": "chg_01a176aa-fde4-76ec-8963-e16947eb338d",
      "kind": "check.reverified",
      "family": "tool-safety-injection",
      "subject_kind": "check",
      "subject": "tool-safety-injection",
      "subject_child": "",
      "from_code": "toolsafety.unreachable",
      "to_code": "toolsafety.injection_clean",
      "from_value": "unverified",
      "to_value": "pass",
      "materiality": "security",
      "direction": "improvement",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-10-26",
      "occurred_at": "2026-10-26 05:24:40.010248+00",
      "observed_since": "2026-10-25",
      "source": "scan",
      "summary": "Injection markers (unverified → pass)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a176aa-fde4-76ec-8963-e16947eb338d"
    },
    {
      "id": "chg_01a176aa-fde4-7e98-aac5-73db8bdfd9ce",
      "kind": "check.appeared",
      "family": "auth-registration",
      "subject_kind": "check",
      "subject": "auth-registration",
      "subject_child": "",
      "from_code": null,
      "to_code": "auth.registration_cimd",
      "from_value": null,
      "to_value": "pass",
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {},
      "occurred_on": "2026-10-26",
      "occurred_at": "2026-10-26 05:24:40.010248+00",
      "observed_since": "2026-10-25",
      "source": "scan",
      "summary": "First check of Authorization (pass)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a176aa-fde4-7e98-aac5-73db8bdfd9ce"
    },
    {
      "id": "chg_01a176aa-fde5-75a3-a4c8-1ca519852289",
      "kind": "check.appeared",
      "family": "tool-safety-manipulation",
      "subject_kind": "check",
      "subject": "tool-safety-manipulation",
      "subject_child": "",
      "from_code": null,
      "to_code": "toolsafety.manipulation_clean",
      "from_value": null,
      "to_value": "pass",
      "materiality": "security",
      "direction": "neutral",
      "score_delta": null,
      "detail": {
        "units": "44",
        "judged": "44"
      },
      "occurred_on": "2026-10-26",
      "occurred_at": "2026-10-26 05:24:40.010248+00",
      "observed_since": "2026-10-25",
      "source": "scan",
      "summary": "First check of Judged manipulation (pass)",
      "link": "https://verifymcp.io/servers/pipeworx-io-wisconsin-code/wisconsin-code-mcp#chg-chg_01a176aa-fde5-75a3-a4c8-1ca519852289"
    }
  ],
  "days": [
    {
      "date": "2026-11-05",
      "total": 63,
      "delta": -14,
      "tracked": true,
      "explained": true,
      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 2
    },
    {
      "date": "2026-11-04",
      "total": 77,
      "delta": 15,
      "tracked": true,
      "explained": true,
      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 7
    },
    {
      "date": "2026-11-03",
      "total": 62,
      "delta": -14,
      "tracked": true,
      "explained": true,
      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 7
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    {
      "date": "2026-11-02",
      "total": 76,
      "delta": 15,
      "tracked": true,
      "explained": true,
      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 7
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    {
      "date": "2026-11-01",
      "total": 61,
      "delta": -14,
      "tracked": true,
      "explained": true,
      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 7
    },
    {
      "date": "2026-10-31",
      "total": 75,
      "delta": 15,
      "tracked": true,
      "explained": true,
      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 7
    },
    {
      "date": "2026-10-30",
      "total": 60,
      "delta": -14,
      "tracked": true,
      "explained": true,
      "beyond_event_horizon": false,
      "attribution": null,
      "event_count": 8
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    {
      "date": "2026-10-29",
      "total": 74,
      "delta": 0,
      "tracked": true,
      "explained": true,
      "beyond_event_horizon": false,
      "attribution": null,
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}