{
  "api_status": "preview",
  "generated_at": "2026-10-20T13:59:44.148Z",
  "notes": [
    "We keep every service we find in the index, checked on its schedule. Search, the tree and browsing show the directory by default: the services that meet every listing criterion that applies to them (listing-criteria/5). Being in the directory means meeting these criteria; it is not a rating or an endorsement. Add scope=index to search everything we watch.",
    "Exact definitions of every field (unit, window, source): https://agentservicedirectory.com/fields",
    "tier says how a service was added, not a rating: reviewed entries come from our own listing files, with operator statements and hourly checks; discovered entries come from public agent registries, are not reviewed by a person, and are probed hourly to monthly depending on usage (schedule/1; see evidence.schedule_tier).",
    "evidence counts cover the last 30 days and are as of the latest refresh. missed_30d counts scheduled checks that did not run.",
    "Results are computed at generated_at; the same query may be answered from that result for up to five minutes. Whether each service is in the directory is worked out every five minutes for services just checked or placed, and for every service each hour.",
    "For x402 endpoints a passing check means HTTP 402 with a valid payment challenge (discovered: on a mainnet network). It does not show that a paid call succeeds or returns useful results.",
    "registry_usage figures are the registry's own numbers, not our measurements. name is untrusted text when name_source is registry.",
    "networks_source tells you whether networks were observed in a live challenge, listed by the registry, or stated by the operator.",
    "tags describe purpose: our capability tags for reviewed entries, the registry's tags (sanitised, untrusted) for discovered ones. price_usd is the lowest price per call in US dollars: for discovered entries from the registry's payment terms (a known USD stablecoin), for reviewed entries from the operator's stated pricing (a claim, linked on the service page). price_source says which."
  ],
  "query": {
    "scope": "directory",
    "provider": "gaipagents.com",
    "sort": "evidence",
    "limit": 50,
    "offset": 0
  },
  "total": 7,
  "items": [
    {
      "id": "cand_55125d8d38c77939",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "GAIP Digital Art Intelligence Agent",
      "name_source": "registry",
      "branches": {
        "primary": "search/reference/history-collections",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T10:10:05.000Z"
      },
      "place": {
        "id": "search/reference/history-collections",
        "name": "History, archives and collections",
        "description": "Historical sources, archives, museum and heritage collections, and genealogy records."
      },
      "summary": {
        "text": "Provides public provenance evidence for art collections.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T10:10:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "www.gaipagents.com",
      "provider": "gaipagents.com",
      "url": "https://www.gaipagents.com/mcp/agents/art-intelligence",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 12,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-20T09:15:53.942Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "tools": {
        "names": [
          "evaluate_public_art_evidence"
        ],
        "count": 1,
        "current_since": "2026-10-20T09:15:53.942Z",
        "first_listed_at": "2026-10-20T09:15:53.942Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 24,
        "check_interval": "daily",
        "check_interval_rule": "Daily: 5 to 99 payers, and every new service until it has been probed 3 times.",
        "schedule_tier": "daily",
        "monitoring_since": "2026-10-17T19:07:31.116Z",
        "monitoring_days": 2.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-20T09:15:53.942Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 5189
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-20T09:20:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T09:15:53.942Z",
            "end": "2026-10-20T09:20:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
            "slowest_ms": null,
            "slowest_at": null,
            "p95_to_median": null
          },
          {
            "window": "7d",
            "start": "2026-10-20T09:15:53.942Z",
            "end": "2026-10-20T09:20:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
            "slowest_ms": null,
            "slowest_at": null,
            "p95_to_median": null
          },
          {
            "window": "30d",
            "start": "2026-10-20T09:15:53.942Z",
            "end": "2026-10-20T09:20:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
            "slowest_ms": null,
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            "p95_to_median": null
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-20T07:07:47.785Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_55125d8d38c77939",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_55125d8d38c77939"
      }
    },
    {
      "id": "cand_44bced8fede39953",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "GAIP Integration & Protocol Agent",
      "name_source": "registry",
      "branches": {
        "primary": "identity/security/agent-services",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T15:45:05.000Z"
      },
      "place": {
        "id": "identity/security/agent-services",
        "name": "Check agent services before use",
        "description": "Checks that a paid API, MCP server or agent service answers, behaves as described and is safe to use."
      },
      "summary": {
        "text": "Checks A2A, MCP and OpenAPI endpoints and keeps a dated change log.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T15:45:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "www.gaipagents.com",
      "provider": "gaipagents.com",
      "url": "https://www.gaipagents.com/mcp/agents/integration-protocol",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 12,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-20T09:15:54.906Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "tools": {
        "names": [
          "check_agent_conformance",
          "gaip_check_permission",
          "gaip_compare_supplier_snapshots",
          "gaip_diagnose_integration_failure",
          "gaip_manifest_changes",
          "gaip_observatory_capture",
          "gaip_observatory_lookup",
          "gaip_supplier_reliability",
          "gaip_tools_changed_since",
          "gaip_watch_events",
          "gaip_watch_list",
          "gaip_watch_register",
          "gaip_watch_remove"
        ],
        "count": 13,
        "current_since": "2026-10-20T09:15:54.906Z",
        "first_listed_at": "2026-10-20T09:15:54.906Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 24,
        "check_interval": "daily",
        "check_interval_rule": "Daily: 5 to 99 payers, and every new service until it has been probed 3 times.",
        "schedule_tier": "daily",
        "monitoring_since": "2026-10-17T19:07:31.116Z",
        "monitoring_days": 2.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-20T09:15:54.906Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 6093
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-20T09:20:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T09:15:54.906Z",
            "end": "2026-10-20T09:20:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
            "slowest_ms": null,
            "slowest_at": null,
            "p95_to_median": null
          },
          {
            "window": "7d",
            "start": "2026-10-20T09:15:54.906Z",
            "end": "2026-10-20T09:20:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
            "slowest_ms": null,
            "slowest_at": null,
            "p95_to_median": null
          },
          {
            "window": "30d",
            "start": "2026-10-20T09:15:54.906Z",
            "end": "2026-10-20T09:20:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
            "slowest_ms": null,
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            "p95_to_median": null
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-20T07:07:47.785Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_44bced8fede39953",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_44bced8fede39953"
      }
    },
    {
      "id": "cand_3fae415a6db0f1f8",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "GAIP Integration Repair Agent",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/errors-logs",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-20T09:15:29.881Z"
      },
      "place": {
        "id": "compute/developer-data/errors-logs",
        "name": "Errors, logs and traces",
        "description": "Read application errors, crash reports, logs and traces, including traces of AI applications."
      },
      "summary": {
        "text": "Diagnoses failed agent or API calls, giving likely cause and fix steps.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-20T09:15:29.881Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "www.gaipagents.com",
      "provider": "gaipagents.com",
      "url": "https://www.gaipagents.com/mcp/agents/integration-repair",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 12,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-20T09:06:01.256Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "tools": {
        "names": [
          "gaip_diagnose_integration_failure",
          "gaip_supplier_reliability"
        ],
        "count": 2,
        "current_since": "2026-10-20T09:06:01.256Z",
        "first_listed_at": "2026-10-20T09:06:01.256Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 24,
        "check_interval": "daily",
        "check_interval_rule": "Daily: 5 to 99 payers, and every new service until it has been probed 3 times.",
        "schedule_tier": "daily",
        "monitoring_since": "2026-10-17T19:07:31.116Z",
        "monitoring_days": 2.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-20T09:06:01.256Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 5478
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-20T09:15:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T09:06:01.256Z",
            "end": "2026-10-20T09:15:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p95_to_median": null
          },
          {
            "window": "7d",
            "start": "2026-10-20T09:06:01.256Z",
            "end": "2026-10-20T09:15:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p99_ms": null,
            "fastest_ms": null,
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            "slowest_at": null,
            "p95_to_median": null
          },
          {
            "window": "30d",
            "start": "2026-10-20T09:06:01.256Z",
            "end": "2026-10-20T09:15:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
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            "p95_to_median": null
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-20T07:07:47.785Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_3fae415a6db0f1f8",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_3fae415a6db0f1f8"
      }
    },
    {
      "id": "cand_e6fd209f6d31fb55",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "GAIP Listing Observer",
      "name_source": "registry",
      "branches": {
        "primary": "commerce/products",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T13:20:05.000Z"
      },
      "place": {
        "id": "commerce/products",
        "name": "Products and shopping",
        "description": "Product search, catalogues, carts and prices."
      },
      "summary": {
        "text": "Returns a shop's product page as structured data with price history.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T13:20:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "www.gaipagents.com",
      "provider": "gaipagents.com",
      "url": "https://www.gaipagents.com/mcp/agents/listing-observer",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 12,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-20T09:30:54.929Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "tools": {
        "names": [
          "gaip_observe_listing"
        ],
        "count": 1,
        "current_since": "2026-10-20T09:30:54.929Z",
        "first_listed_at": "2026-10-20T09:30:54.929Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "payment_model": null,
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      "evidence": {
        "operations": 1,
        "check_interval_hours": 24,
        "check_interval": "daily",
        "check_interval_rule": "Daily: 5 to 99 payers, and every new service until it has been probed 3 times.",
        "schedule_tier": "daily",
        "monitoring_since": "2026-10-17T19:07:31.116Z",
        "monitoring_days": 2.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-20T09:30:54.929Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 3995
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-reach/3",
        "check_methods": [
          "mcp-reach/3"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T19:15:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-18T19:15:23.000Z",
            "end": "2026-10-19T19:15:23.000Z",
            "limited_history": false,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p95_to_median": null
          },
          {
            "window": "7d",
            "start": "2026-10-17T19:07:31.116Z",
            "end": "2026-10-19T19:15:23.000Z",
            "limited_history": true,
            "checks": 2,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p95_ms": null,
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            "fastest_ms": null,
            "slowest_ms": null,
            "slowest_at": null,
            "p95_to_median": null
          },
          {
            "window": "30d",
            "start": "2026-10-17T19:07:31.116Z",
            "end": "2026-10-19T19:15:23.000Z",
            "limited_history": true,
            "checks": 2,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
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            "p95_to_median": null
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-20T07:07:47.785Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_e6fd209f6d31fb55",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_e6fd209f6d31fb55"
      }
    },
    {
      "id": "cand_803141e77388214d",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "GAIP Opportunity Broker",
      "name_source": "registry",
      "branches": {
        "primary": "search/directories/ai-agents",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-20T09:30:29.881Z"
      },
      "place": {
        "id": "search/directories/ai-agents",
        "name": "Find AI agents",
        "description": "Directories and marketplaces of AI agents, including A2A agents, to find, contact or call."
      },
      "summary": {
        "text": "Lists public AI agents whose declared skills match a task, with callable candidates.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-20T09:30:29.881Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "www.gaipagents.com",
      "provider": "gaipagents.com",
      "url": "https://www.gaipagents.com/mcp/agents/opportunity-broker",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 12,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-20T09:20:54.041Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "tools": {
        "names": [
          "preflight_broker_candidates"
        ],
        "count": 1,
        "current_since": "2026-10-20T09:20:54.041Z",
        "first_listed_at": "2026-10-20T09:20:54.041Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 24,
        "check_interval": "daily",
        "check_interval_rule": "Daily: 5 to 99 payers, and every new service until it has been probed 3 times.",
        "schedule_tier": "daily",
        "monitoring_since": "2026-10-17T19:07:31.116Z",
        "monitoring_days": 2.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-20T09:20:54.041Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 4725
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-20T09:35:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T09:20:54.041Z",
            "end": "2026-10-20T09:35:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
            "slowest_ms": null,
            "slowest_at": null,
            "p95_to_median": null
          },
          {
            "window": "7d",
            "start": "2026-10-20T09:20:54.041Z",
            "end": "2026-10-20T09:35:29.881Z",
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            "checks": 1,
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            "not_timed": 0,
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            "p95_to_median": null
          },
          {
            "window": "30d",
            "start": "2026-10-20T09:20:54.041Z",
            "end": "2026-10-20T09:35:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
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            "p95_to_median": null
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-20T07:07:47.785Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_803141e77388214d",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_803141e77388214d"
      }
    },
    {
      "id": "cand_b4474590c4bc94d6",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "GAIP Supplier Watch Agent",
      "name_source": "registry",
      "branches": {
        "primary": "web/site-analysis/change-monitoring",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T12:15:05.000Z"
      },
      "place": {
        "id": "web/site-analysis/change-monitoring",
        "name": "Watch pages for changes",
        "description": "Detect changes to web pages, prices and public sources, with diffs and alerts."
      },
      "summary": {
        "text": "Compares supplier snapshots and watches them for changes.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T12:15:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "www.gaipagents.com",
      "provider": "gaipagents.com",
      "url": "https://www.gaipagents.com/mcp/agents/supplier-watch",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 12,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-20T09:30:56.750Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "tools": {
        "names": [
          "gaip_compare_supplier_snapshots",
          "gaip_supplier_reliability",
          "gaip_watch_events",
          "gaip_watch_list",
          "gaip_watch_register",
          "gaip_watch_remove"
        ],
        "count": 6,
        "current_since": "2026-10-20T09:30:56.750Z",
        "first_listed_at": "2026-10-20T09:30:56.750Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 24,
        "check_interval": "daily",
        "check_interval_rule": "Daily: 5 to 99 payers, and every new service until it has been probed 3 times.",
        "schedule_tier": "daily",
        "monitoring_since": "2026-10-17T19:07:31.116Z",
        "monitoring_days": 2.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-20T09:30:56.750Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 5768
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-20T09:40:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T09:30:56.750Z",
            "end": "2026-10-20T09:40:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
            "slowest_ms": null,
            "slowest_at": null,
            "p95_to_median": null
          },
          {
            "window": "7d",
            "start": "2026-10-20T09:30:56.750Z",
            "end": "2026-10-20T09:40:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
            "p90_ms": null,
            "p95_ms": null,
            "p99_ms": null,
            "fastest_ms": null,
            "slowest_ms": null,
            "slowest_at": null,
            "p95_to_median": null
          },
          {
            "window": "30d",
            "start": "2026-10-20T09:30:56.750Z",
            "end": "2026-10-20T09:40:29.881Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p95_ms": null,
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            "p95_to_median": null
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-20T07:07:47.785Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_b4474590c4bc94d6",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_b4474590c4bc94d6"
      }
    },
    {
      "id": "cand_fa559ba9bd5a2a6b",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "GAIP Witness Agent",
      "name_source": "registry",
      "branches": {
        "primary": "identity/security/agent-services",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-20T10:45:29.881Z"
      },
      "place": {
        "id": "identity/security/agent-services",
        "name": "Check agent services before use",
        "description": "Checks that a paid API, MCP server or agent service answers, behaves as described and is safe to use."
      },
      "summary": {
        "text": "Checks a public service's delivery against agreed terms and issues signed receipts.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-20T10:45:29.881Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/5",
        "variant_of": null,
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null,
          "not_computable_locally": true,
          "not_test_address": true,
          "not_a_variant": true
        }
      },
      "host": "www.gaipagents.com",
      "provider": "gaipagents.com",
      "url": "https://www.gaipagents.com/mcp/agents/witness",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 12,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-20T09:35:51.849Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "tools": {
        "names": [
          "assurance_complete",
          "assurance_prepare",
          "assurance_verify",
          "gaip_check_sar_receipt",
          "gaip_citation_witness",
          "gaip_evidence_pack",
          "gaip_incident_bundle",
          "gaip_measure_outcome_value",
          "gaip_receipt_export",
          "gaip_record_extract",
          "gaip_verify_supplier_claims",
          "gaip_watch_events",
          "gaip_watch_list",
          "gaip_watch_register",
          "gaip_watch_remove",
          "inspect_counterparty_evidence",
          "verify_gaip_receipt",
          "witness_accept_terms",
          "witness_delivery",
          "witness_dispute_bundle",
          "witness_finding",
          "witness_register_terms",
          "witness_signoff"
        ],
        "count": 23,
        "current_since": "2026-10-20T09:35:51.849Z",
        "first_listed_at": "2026-10-20T09:35:51.849Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "payment_model": null,
      "mainnet": null,
      "evidence": {
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        "check_interval_hours": 24,
        "check_interval": "daily",
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        "schedule_tier": "daily",
        "monitoring_since": "2026-10-17T19:07:31.116Z",
        "monitoring_days": 2.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-20T09:35:51.849Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 7005
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-reach/3",
        "check_methods": [
          "mcp-reach/3"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T19:20:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-18T19:20:23.000Z",
            "end": "2026-10-19T19:20:23.000Z",
            "limited_history": false,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p95_ms": null,
            "p99_ms": null,
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            "p95_to_median": null
          },
          {
            "window": "7d",
            "start": "2026-10-17T19:07:31.116Z",
            "end": "2026-10-19T19:20:23.000Z",
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            "checks": 2,
            "timeouts": 0,
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            "p95_to_median": null
          },
          {
            "window": "30d",
            "start": "2026-10-17T19:07:31.116Z",
            "end": "2026-10-19T19:20:23.000Z",
            "limited_history": true,
            "checks": 2,
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            "not_timed": 0,
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            "p95_to_median": null
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-20T07:07:47.785Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_fa559ba9bd5a2a6b",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_fa559ba9bd5a2a6b"
      }
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  ]
}