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    "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": "2026-10-26T02:02:58Z",
    "protocol": "A2A",
    "rule_catalogue_route": "/v1/free/knowledge/conformance-rules",
    "rule_catalogue_version": "1.0.0"
  },
  "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    "opt_out": "POST kind OPT_OUT to the route; the target is withdrawn from public view at once (a pause).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": "2026-10-26T02:02:58Z",
    "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": "zambo.dev",
      "source_kind": "card_provider_organization"
    },
    "rules_version": "gaip.data-appetite-rules.v1",
    "schema_version": "gaip.declared-derivations.v1"
  },
  "latest": {
    "baseline_at_utc": "2026-09-29T01:15:39Z",
    "manifest_sha256": "3f3025a474bbb176abea8a763322125df2636d036f06aedaedef49ceac43bb9e",
    "observed_at_utc": "2026-10-26T02:02:58Z"
  },
  "metadata_signals": {
    "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": [
      "terms_or_prices_changed",
      "tool_descriptions_reworded",
      "tools_added",
      "tools_removed"
    ],
    "line": "In the last 30 days its declared tools or interface changed with no declared version change in 3 weeks: 2026-W40 (2026-10-04); 2026-W41 (2026-10-11); 2026-W44 (2026-10-26); kinds: terms or prices changed, tool descriptions re-worded, tools added, tools removed.",
    "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": [
          "2026-10-04"
        ],
        "kinds": [
          "tool_descriptions_reworded"
        ],
        "week": "2026-W40"
      },
      {
        "dates": [
          "2026-10-11"
        ],
        "kinds": [
          "tool_descriptions_reworded"
        ],
        "week": "2026-W41"
      },
      {
        "dates": [
          "2026-10-26"
        ],
        "kinds": [
          "terms_or_prices_changed",
          "tool_descriptions_reworded",
          "tools_added",
          "tools_removed"
        ],
        "week": "2026-W44"
      }
    ],
    "weeks_with_silent_changes": 3
  },
  "snapshot": {
    "capabilities": {
      "extendedAgentCard": false,
      "pushNotifications": false,
      "streaming": false
    },
    "description": "Zambo is the verifiable work layer for AI. Give your AI hands, memory, and proof: one URL, no key for the free tier (20 free calls per day). The flagship product is HANDOVER, which hands work from one AI to another with a receipt trail. Every job returns a verifiable AER-1 receipt (IETF Internet-Dra",
    "name": "Zambo",
    "parts": [
      "agent_card"
    ],
    "protocol": "A2A",
    "protocolVersion": null,
    "provider": {
      "organization": "zambo.dev",
      "url": "https://zambo.dev/"
    },
    "public_copy": "Text excerpts of at most 300 characters; input schemas and security schemes as SHA-256 and size only.",
    "scopes": [],
    "security": null,
    "securitySchemes": null,
    "skills": [
      {
        "description": "Check a Zambo receipt: recompute the sha-256 digest of the exact saved bytes and confirm the saved result was not changed since it was saved. A verified receipt does not prove the answer was right. Served over MCP at https://zambo.dev/mcp and on the web at https://zambo.dev/verify/.",
        "id": "verify_receipt",
        "name": "Verify a receipt",
        "tags": [
          "receipts",
          "verification",
          "aer-1"
        ]
      },
      {
        "description": "Publish a client-ready handover from a session's receipts: one link that carries the work, its context, and a receipt trail the client can check. Backed by the handover, handover_status, and handover_accept MCP tools at https://zambo.dev/mcp.",
        "id": "handover",
        "name": "Hand over work between AIs",
        "tags": [
          "handover",
          "delivery",
          "receipts",
          "cross-ai"
        ]
      },
      {
        "description": "Recall saved facts, threads, and the receipt timeline for a job across AIs, so work started in one AI continues in another. Backed by the memory_recall and continuity_get_recent MCP tools at https://zambo.dev/mcp. Saved facts are private to the work connection.",
        "id": "continuity_recall",
        "name": "Continuity recall",
        "tags": [
          "continuity",
          "memory",
          "cross-ai"
        ]
      },
      {
        "description": "Run a real job through the Zambo MCP connection (https://zambo.dev/mcp): 153 tools, 35 on the default surface, 20 free calls per day, and a verifiable receipt for every call, including rejected and errored calls. Day Pass $0.99 USDC on Base for 24h; Zambo Pass $29 for 30 days, one payment.",
        "id": "zambo_universal",
        "name": "Run tools with receipts",
        "tags": [
          "work",
          "execution",
          "receipts",
          "tools"
        ]
      }
    ],
    "supportedInterfaces": [
      {
        "protocolBinding": "JSONRPC",
        "url": "https://zambo.dev/mcp"
      },
      {
        "protocolBinding": "JSONRPC",
        "url": "https://zambo.dev/api/a2a"
      }
    ],
    "url": null,
    "version": "4.1.0"
  },
  "status_history": [
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      "manifest_sha256": "3f3025a474bbb176abea8a763322125df2636d036f06aedaedef49ceac43bb9e",
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    },
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      "manifest_sha256": "cd7e415ee637299100d1350d1be40e398e4dcf0baf38c35bc7dc12756d336e27",
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    {
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      "manifest_sha256": "78a669139eb090fa8814b1991fc23e3f5a4e063cb730d8eeb66809653333e2bf",
      "observed_at_utc": "2026-10-20T14:32:32Z",
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    },
    {
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    {
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    },
    {
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  ],
  "target": {
    "corrections_route": "https://www.gaipagents.com/v1/free/observatory/corrections",
    "first_seen_at_utc": "2026-09-28T22:33:38Z",
    "kind": "A2A_CARD",
    "last_observed_at_utc": "2026-10-26T02:02:58Z",
    "locator": "https://zambo.dev/.well-known/agent-card.json",
    "name": "zambo.dev",
    "source": "global-a2a-registry",
    "target_id": "obs_75c73331ee9abe27fda4e2bb"
  }
}