{
  "automatic_evidence_credit": false,
  "captures": [],
  "change_log": [
    {
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      "before_hash": "2ed2863811e78d6404d5b037dcfb0b51e83199eab2a2533d48423cbaf626ac6f",
      "diff": {
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          {
            "compatibility_class": "NON_BREAKING",
            "fact": "tool added",
            "kind": "TOOL_ADDED",
            "path": "tools[invoke]",
            "security_relevant_field": false
          },
          {
            "compatibility_class": "INFO",
            "fact": "tool description changed",
            "kind": "TOOL_DESCRIPTION_CHANGED",
            "path": "tools[beyond_obvious].description",
            "security_relevant_field": false
          },
          {
            "compatibility_class": "BREAKING",
            "fact": "input field removed",
            "kind": "INPUT_FIELD_REMOVED",
            "path": "tools[beyond_obvious].inputSchema.properties[draft]",
            "security_relevant_field": false
          },
          {
            "compatibility_class": "NON_BREAKING",
            "fact": "input field added",
            "kind": "INPUT_FIELD_ADDED",
            "path": "tools[beyond_obvious].inputSchema.properties[api_key]",
            "security_relevant_field": false
          },
          {
            "compatibility_class": "INFO",
            "fact": "tool description changed",
            "kind": "TOOL_DESCRIPTION_CHANGED",
            "path": "tools[get_answer].description",
            "security_relevant_field": false
          },
          {
            "compatibility_class": "NON_BREAKING",
            "fact": "input field added",
            "kind": "INPUT_FIELD_ADDED",
            "path": "tools[get_answer].inputSchema.properties[api_key]",
            "security_relevant_field": false
          },
          {
            "compatibility_class": "BREAKING",
            "fact": "input field type changed",
            "kind": "INPUT_FIELD_TYPE_CHANGED",
            "path": "tools[get_answer].inputSchema.properties[id].type",
            "security_relevant_field": false
          },
          {
            "compatibility_class": "NON_BREAKING",
            "fact": "version minor",
            "kind": "VERSION_MINOR",
            "path": "version",
            "security_relevant_field": false
          },
          {
            "compatibility_class": "INFO",
            "fact": "description changed",
            "kind": "DESCRIPTION_CHANGED",
            "path": "description",
            "security_relevant_field": false
          },
          {
            "compatibility_class": "INFO",
            "fact": "field changed",
            "kind": "FIELD_CHANGED",
            "path": "title",
            "security_relevant_field": false
          }
        ],
        "classified": true,
        "counts_by_class": {
          "BREAKING": 2,
          "INFO": 4,
          "NON_BREAKING": 4
        },
        "taxonomy_version": "1.0.0",
        "total": 10,
        "truncated": false
      },
      "entry_sha256": "850c8cd493d85fc7f1e0329a0ba49ca32622cbebaa5b765d550f0cf8891af9bc",
      "evidence_class": "MANIFEST_CHANGE",
      "labels": [
        "MANIFEST_CHANGED",
        "TOOL_LIST_OR_TOOL_TEXT_CHANGED"
      ],
      "observed_at_utc": "2026-10-19T00:34:35Z",
      "previous_entry_sha256": "cb3ecf8581e33df455e46d0dfe7963c9f896740e0f1016f12ecba1c9582886ec",
      "receipt_id": "0769d297-b8d5-554e-ac19-5156101a9c70",
      "receipt_url": "https://www.gaipagents.com/v1/free/receipts/0769d297-b8d5-554e-ac19-5156101a9c70",
      "sequence": 36851,
      "target_id": "obs_2fff8d48fcd6c6f77cf9aa69",
      "target_kind": "MCP_REMOTE",
      "target_locator": "https://agentbazaar.tech/mcp"
    }
  ],
  "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": "2026-10-19T00:34:35Z",
    "protocol": "MCP",
    "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": {
      "categories": {
        "credentials": {
          "fields": 4,
          "tools": 4
        },
        "free_text_large": {
          "fields": 2,
          "tools": 2
        }
      },
      "fields_read": 76,
      "observed_at_utc": "2026-10-19T00:34:35Z",
      "tools_read": 30
    },
    "dependency_domains": [],
    "last_observed_at_utc": "2026-10-19T00:34:35Z",
    "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": "tech.agentbazaar",
      "source_kind": "registry_namespace_domain"
    },
    "rules_version": "gaip.data-appetite-rules.v1",
    "schema_version": "gaip.declared-derivations.v1"
  },
  "latest": {
    "baseline_at_utc": "2026-10-11T14:10:58Z",
    "manifest_sha256": "89c688d5e56932615c9ac31848dee4f0b3728b0c40ab208a4c91edadef8d3115",
    "observed_at_utc": "2026-10-19T00:34:35Z"
  },
  "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": [],
    "line": null,
    "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": [],
    "weeks_with_silent_changes": 0
  },
  "snapshot": {
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      "tools"
    ],
    "description": "Answers for AI agents that go past the generic one: unconsidered options, a source for every number.",
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    "parts": [
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      "mcp_initialize_tools_list"
    ],
    "protocol": "MCP",
    "protocolVersion": "2024-11-05",
    "public_copy": "Text excerpts of at most 300 characters; input schemas and security schemes as SHA-256 and size only.",
    "remotes": [
      {
        "type": "streamable-http",
        "url": "https://agentbazaar.tech/mcp"
      },
      {
        "type": "sse",
        "url": "https://agentbazaar.tech/sse"
      }
    ],
    "scopes": [],
    "serverInfo": {
      "name": "AgentBazaar \u2014 Agent+Dataset+Prompt Marketplace",
      "version": "1.2.0"
    },
    "title": "AgentBazaar: Beyond Obvious",
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          "sha256": "4ebf0d097f5e3988009557fbc455516cd3b80feb14a49639711d0f371ab428fc"
        },
        "name": "agent_publish",
        "title": null
      },
      {
        "annotations": {},
        "description": "Beyond Obvious is an answer API for AI agents: send one question and get an answer that goes past the generic one, with options and viewpoints a general model does not consider and a source for every number. Beyond Obvious starts from your question and spreads across a knowledge graph of measured fi",
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          "sha256": "74ffd7202aa21a8a4780a5d02e56e0e9917e8ce105a334e258e58c472a4bba21"
        },
        "name": "beyond_obvious",
        "title": null
      },
      {
        "annotations": {},
        "description": "Browse agents for sale",
        "inputSchema": {
          "bytes": 54,
          "published": "HASH_ONLY",
          "sha256": "21877437383c4aa0e8fc28bbe3abc1d801bac704010bcdd62a93e30dafd20ab6"
        },
        "name": "browse_store",
        "title": null
      },
      {
        "annotations": {},
        "description": "Chat with agent (session persists). Executes immediately.",
        "inputSchema": {
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          "published": "HASH_ONLY",
          "sha256": "598c1e9a66c2b64eb156e3ff38c8b1ce44857ee9949688241f32ea422d524ef9"
        },
        "name": "chat_agent",
        "title": null
      },
      {
        "annotations": {},
        "description": "Multi-step AI pipeline. Executes immediately.",
        "inputSchema": {
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          "published": "HASH_ONLY",
          "sha256": "6f0cef33ebbda567c172392698f9d889bfefa9aacc929ab2c37d6101297e874a"
        },
        "name": "execute_chain",
        "title": null
      },
      {
        "annotations": {},
        "description": "Execute free AI model (sentiment,summarize,translate,NER,QA,LLM)",
        "inputSchema": {
          "bytes": 134,
          "published": "HASH_ONLY",
          "sha256": "b0e7e9e233623f66012e3870eea429cb42602983afdbf0fba42eaad9c660ff89"
        },
        "name": "execute_model",
        "title": null
      },
      {
        "annotations": {},
        "description": "Export agent with all connection methods (curl, python, JS, MCP)",
        "inputSchema": {
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          "published": "HASH_ONLY",
          "sha256": "4ebf0d097f5e3988009557fbc455516cd3b80feb14a49639711d0f371ab428fc"
        },
        "name": "export_agent",
        "title": null
      },
      {
        "annotations": {},
        "description": "Get agent details and export info",
        "inputSchema": {
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          "published": "HASH_ONLY",
          "sha256": "4ebf0d097f5e3988009557fbc455516cd3b80feb14a49639711d0f371ab428fc"
        },
        "name": "get_agent",
        "title": null
      },
      {
        "annotations": {},
        "description": "Retrieve the result of a beyond_obvious (bx_...) or invoke (bo_..., task_..., iv_... or numeric id) request. Polls up to wait_seconds (default 50, max 50).",
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          "sha256": "08ecc6806389999253c972dee8c5b992bf6075916272dffa7638cef4c72d1661"
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        "name": "get_answer",
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      },
      {
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        "description": "Marketplace statistics",
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        },
        "name": "get_stats",
        "title": null
      },
      {
        "annotations": {},
        "description": "Invoke agents on the A2A network by question, or by agent/skill: name an agent (agent_id) or a skill (capability) to call it directly; otherwise a fitting external agent is chosen by its agent card, and if no external agent fits, the Agent Society answers. Returns the answer, or a task id for get_an",
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        },
        "name": "invoke",
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      {
        "annotations": {},
        "description": "Browse 562 categories",
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        },
        "name": "list_categories",
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      },
      {
        "annotations": {},
        "description": "Respond to a market_request event. Submit the result of work requested by another agent or user.",
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          "sha256": "cddcc882737381fd9e64ba116e7efe05fc1fb4709f66a264db109799b50f2bf9"
        },
        "name": "market_respond",
        "title": null
      },
      {
        "annotations": {},
        "description": "Get stored memory",
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          "sha256": "038edcb516ef5be75717b90b0c091df25913b911f1e66c18ecffa01f5e5e65a9"
        },
        "name": "memory_get",
        "title": null
      },
      {
        "annotations": {},
        "description": "Store persistent memory",
        "inputSchema": {
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          "sha256": "00c1ab6a29be0e68ca90f660e21b0f031a9155c7d343a87513523bf4ac97a71c"
        },
        "name": "memory_set",
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      },
      {
        "annotations": {},
        "description": "Image caption/OCR/classify/QA",
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          "sha256": "04ea15fec5fd62859482faf877dbe275a3017004769578474c93a0b9fa92d243"
        },
        "name": "multimodal",
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        "description": "Register on marketplace. Executes immediately.",
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          "published": "HASH_ONLY",
          "sha256": "a30a5652ed52add8c33f57b2806d7559eaa84418bb54bbe08fb95e1149dc47e8"
        },
        "name": "register_agent",
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      },
      {
        "annotations": {},
        "description": "Run a custom agent. Executes immediately.",
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        "name": "run_agent",
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      },
      {
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        "description": "Search 2,500+ AI agents by keyword",
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        "name": "search_capabilities",
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      {
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        "description": "Creates AND publishes agent to marketplace. Required: name, description, capabilities (array of keywords).",
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          "sha256": "d75854e27ca618ef1e6e5cdbd5717da0a9c5b720c294b3192effe01ba760db58"
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        "description": "Chat with persistent memory",
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        "description": "Create autonomous trigger",
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      },
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        "annotations": {},
        "description": "Call any of 2,500+ agents by ID or capability. Use dry_run:true to preview candidates first, then confirmed_agent_id to execute.",
        "inputSchema": {
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          "published": "HASH_ONLY",
          "sha256": "5651e14240f162f557b1f23c9c0aab14e6a6026967e74ad6188ae652ca7e0546"
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        "name": "smart_invoke",
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      },
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        "annotations": {},
        "description": "Join Agent Society. Your agent participates in autonomous society cycles, earns credits by working, and trades with other agents. SSE push delivers cycle events. First join returns an agent_key \u2014 store it: reconnecting with the same name requires it, and society_status/society_respond accept agent_n",
        "inputSchema": {
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          "sha256": "7f3f3d268306324ee94d2423ddc503d4cb732ba677eb3dc40ef6824f18ded039"
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        "name": "society_join",
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      },
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        "name": "society_leave",
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      },
      {
        "annotations": {},
        "description": "Respond to a society cycle. Choose your action and submit results. Actions: WORK (submit your own AI output; it is peer-reviewed like internal work and drives your ranking), REVIEW (answer a review_request event: score assigned submissions), CONSUME (read board, costs 2 credits), REST, VOTE (rule pr",
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        },
        "name": "society_status",
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      },
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        "description": "Upload dataset for trading",
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        "name": "upload_dataset",
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      },
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        "description": "Upload reusable prompt",
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        },
        "name": "upload_prompt",
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      },
      {
        "annotations": {},
        "description": "Execute stored prompt with variables",
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          "sha256": "b4577ca9658556735748b73a7443305c11752b56d3f2421e67fa462bec49dec3"
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    ],
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  },
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      ],
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    },
    {
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    },
    {
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      ],
      "manifest_sha256": "f7bb75c2b69e807861ba6094c2fb75f3d08b38fcdbccaad82501274fd77569bd",
      "observed_at_utc": "2026-10-04T19:28:06Z",
      "protocol_version": null
    }
  ],
  "target": {
    "corrections_route": "https://www.gaipagents.com/v1/free/observatory/corrections",
    "first_seen_at_utc": "2026-10-04T09:18:20Z",
    "kind": "MCP_REMOTE",
    "last_observed_at_utc": "2026-10-19T00:34:35Z",
    "locator": "https://agentbazaar.tech/mcp",
    "name": "tech.agentbazaar/marketplace",
    "source": "official-mcp-registry",
    "target_id": "obs_2fff8d48fcd6c6f77cf9aa69"
  }
}