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  "check_outcomes": {
    "ask": {
      "changed_since": "https://www.gaipagents.com/v1/free/observatory/changed-since?url=<endpoint>",
      "changes_and_reachability": "https://www.gaipagents.com/v1/free/changes/subscribe?url=<endpoint>",
      "conformance": "https://www.gaipagents.com/v1/free/conformance/check?url=<endpoint>"
    },
    "published": false,
    "why": "Outcomes of GAIP's own checks (whether the endpoint answered, HTTP status, response time, conformance findings) are given only to a caller who asks about the URL, never on a public page, list or feed. The same applies to every target."
  },
  "conformance": {
    "findings": "GIVEN_TO_CALLER_ONLY",
    "meaning": "The rule catalogue this manifest was read against at the observed time. The finding codes go only to a caller who checks the URL (check_outcomes.ask.conformance).",
    "observed_at_utc": "2026-10-17T03:24:44Z",
    "protocol": "A2A",
    "rule_catalogue_route": "/v1/free/knowledge/conformance-rules",
    "rule_catalogue_version": "1.0.0"
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  "corrections": {
    "contact": "https://www.gaipagents.com/contact",
    "exclusion": "https://www.gaipagents.com/v1/free/observatory/corrections/exclusion",
    "opt_out": "POST kind OPT_OUT to the route; the target is withdrawn from public view at once (a pause). The site's owner makes it permanent at https://www.gaipagents.com/v1/free/observatory/corrections/exclusion.",
    "queued_for_review": 0,
    "route": "https://www.gaipagents.com/v1/free/observatory/corrections"
  },
  "declared_derivations": {
    "data_appetite": null,
    "dependency_domains": [],
    "last_observed_at_utc": "2026-10-17T03:24:44Z",
    "meaning": "Derived by GAIP from what this agent declared, at the stated time: the categories of data its tools' input fields ask for (counts, by keyword rules gaip.data-appetite-rules.v1), the outside domains its declarations point to, and the operator as the agent itself publishes it. Facts about declarations, not an assessment of the agent or its operator.",
    "operator": {
      "as_published": "Liquid Agent",
      "source_kind": "card_provider_organization"
    },
    "rules_version": "gaip.data-appetite-rules.v1",
    "schema_version": "gaip.declared-derivations.v1"
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    "manifest_sha256": "1263312d3912ab9c292ddc04535ec79214d3f74a0f0b074cb65125d6d647b271",
    "observed_at_utc": "2026-10-17T03:24:44Z"
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    "meaning": "Pattern rules are published only as aggregate rates across all observed targets (see the summary), never per party. GAIP issues no overall verdict and does not rank parties.",
    "overall_verdict": null,
    "per_target_results": null,
    "published": "AGGREGATE_ONLY_IN_SUMMARY",
    "rules": [
      {
        "rationale": "Zero-width, bidirectional-control and Unicode tag characters are not visible to a human reader but are read by language models. GAIP reports whether any occur; many have ordinary uses.",
        "rule_id": "OBS-SIG-001",
        "title": "Invisible or bidirectional-control Unicode characters in names or descriptions"
      },
      {
        "rationale": "Tool and skill descriptions are read by models. GAIP reports whether a description contains phrases shaped like instructions to a model (the patterns in GAIP's public conformance rule catalogue, plus the phrases listed in the Observatory method). Such phrases can be benign.",
        "rule_id": "OBS-SIG-002",
        "title": "Instruction-like text in descriptions"
      },
      {
        "rationale": "When a description refers to a tool name that only a different observed server publishes, a model using both servers may connect the two. GAIP reports whether such a reference occurs; shared names are common and often coincidental.",
        "rule_id": "OBS-SIG-003",
        "title": "Description names a tool published by a different observed server"
      },
      {
        "rationale": "Declared OAuth scopes whose names contain wildcard or whole-account wording (*, all, admin, root, full) request wide access by name. GAIP reports whether such a scope name is declared; it does not know what the scope grants.",
        "rule_id": "OBS-SIG-004",
        "title": "Declared authorization scopes with broad-access wording"
      }
    ],
    "third_party_scanners": [
      {
        "name": "Snyk agent-scan (formerly Invariant Labs mcp-scan)",
        "status": "NOT_RUN",
        "url": "https://github.com/snyk/agent-scan"
      },
      {
        "name": "Cisco AI Defense MCP Scanner",
        "status": "NOT_RUN",
        "url": "https://github.com/cisco-ai-defense/mcp-scanner"
      }
    ]
  },
  "method": "https://www.gaipagents.com/observatory",
  "notice": "Facts observed by GAIP at the stated time (UTC); they may be out of date. This is not an assessment of safety, quality, security, legality or trustworthiness of any party, and not a recommendation. To request a correction, add a right of reply or opt out, POST to https://www.gaipagents.com/v1/free/observatory/corrections or use https://www.gaipagents.com/contact.",
  "price_gbp": 0,
  "schema_version": "gaip.observatory.v1.target",
  "silent_changes_last_30_days": {
    "days": 30,
    "entries_read_at_most": 200,
    "kinds": [
      "tool_descriptions_reworded",
      "tools_added"
    ],
    "line": "In the last 30 days its declared tools or interface changed with no declared version change in 3 weeks: 2026-W40 (2026-09-30, 2026-10-03); 2026-W41 (2026-10-07, 2026-10-11); 2026-W42 (2026-10-12, 2026-10-13); kinds: tool descriptions re-worded, tools added.",
    "meaning": "Weeks (ISO) in which GAIP recorded a change to the agent's declared tools or interface (tools added or removed, descriptions re-worded, input or output schema, behaviour labels, sign-in, terms or prices, endpoint host) and no declared version (registry or card version, serverInfo.version) moved that week. A week whose version movement is not recorded is not counted. Dated facts from the public change log; not an assessment of the agent.",
    "weeks": [
      {
        "dates": [
          "2026-09-30",
          "2026-10-03"
        ],
        "kinds": [
          "tool_descriptions_reworded",
          "tools_added"
        ],
        "week": "2026-W40"
      },
      {
        "dates": [
          "2026-10-07",
          "2026-10-11"
        ],
        "kinds": [
          "tool_descriptions_reworded",
          "tools_added"
        ],
        "week": "2026-W41"
      },
      {
        "dates": [
          "2026-10-12",
          "2026-10-13"
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