{
  "api_status": "preview",
  "generated_at": "2026-10-21T23:38:19.670Z",
  "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 latest payment request the service's own server sent our check, else from the registry's payment terms (a known USD stablecoin either way); for reviewed entries from the operator's stated pricing (a claim, linked on the service page). price_source says which."
  ],
  "query": {
    "scope": "directory",
    "host": "mcp.mcpbundles.com",
    "sort": "evidence",
    "limit": 50,
    "offset": 0
  },
  "total": 14,
  "items": [
    {
      "id": "cand_a66f37b0d5d6f91a",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "Remote Browser MCP Server from MCPBundles",
      "name_source": "registry",
      "branches": {
        "primary": "web/browser",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T11:55:05.000Z"
      },
      "place": {
        "id": "web/browser",
        "name": "Browser automation",
        "description": "Remote browsers and sessions an agent can drive."
      },
      "summary": {
        "text": "Automates cloud Chrome: navigates, clicks, types, screenshots and records video.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T11:55:05.000Z"
      },
      "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": "mcp.mcpbundles.com",
      "provider": "mcpbundles.com",
      "url": "https://mcp.mcpbundles.com/bundle/remote-browser/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 17,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "credentials",
          "how": [
            "bearer"
          ],
          "at": "2026-10-19T06:01:28.034Z",
          "method": "access/1"
        },
        "stated": {
          "requires": "credentials",
          "how": [
            "header"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "interface": null,
      "tools": null,
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 168,
        "check_interval": "weekly",
        "check_interval_rule": "Weekly: fewer than 5 payers, or no usage figure.",
        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-17T05:07:33.667Z",
        "monitoring_days": 4.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T06:01:28.034Z",
          "result": "auth_required",
          "passed": true,
          "http_status": 401,
          "duration_ms": 273
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "credentials_request",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T06:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T06:01:28.034Z",
            "end": "2026-10-19T06:05:23.000Z",
            "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": "2026-10-19T06:01:28.034Z",
            "end": "2026-10-19T06:05:23.000Z",
            "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": "2026-10-19T06:01:28.034Z",
            "end": "2026-10-19T06:05:23.000Z",
            "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": "2026-10-21T12:07:52.108Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_a66f37b0d5d6f91a",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_a66f37b0d5d6f91a"
      }
    },
    {
      "id": "cand_8e5f8d566f2fd5fa",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "UK Air Quality MCP Server from MCPBundles",
      "name_source": "registry",
      "branches": {
        "primary": "places/earth-environment",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T11:30:05.000Z"
      },
      "place": {
        "id": "places/earth-environment",
        "name": "Earth and environment",
        "description": "Earthquakes, air quality, hazards and other environmental data."
      },
      "summary": {
        "text": "Provides UK air quality monitoring sites and hourly pollutant measurements.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T11:30:05.000Z"
      },
      "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": "mcp.mcpbundles.com",
      "provider": "mcpbundles.com",
      "url": "https://mcp.mcpbundles.com/bundle/uk-air-quality/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 17,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "credentials",
          "how": [
            "bearer"
          ],
          "at": "2026-10-19T05:51:02.119Z",
          "method": "access/1"
        },
        "stated": {
          "requires": "credentials",
          "how": [
            "header"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "interface": null,
      "tools": null,
      "payment_model": null,
      "mainnet": null,
      "evidence": {
        "operations": 1,
        "check_interval_hours": 168,
        "check_interval": "weekly",
        "check_interval_rule": "Weekly: fewer than 5 payers, or no usage figure.",
        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-17T05:07:33.667Z",
        "monitoring_days": 4.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T05:51:02.119Z",
          "result": "auth_required",
          "passed": true,
          "http_status": 401,
          "duration_ms": 148
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "credentials_request",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T05:55:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T05:51:02.119Z",
            "end": "2026-10-19T05:55:23.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p99_ms": null,
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          },
          {
            "window": "7d",
            "start": "2026-10-19T05:51:02.119Z",
            "end": "2026-10-19T05:55:23.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p95_to_median": null
          },
          {
            "window": "30d",
            "start": "2026-10-19T05:51:02.119Z",
            "end": "2026-10-19T05:55:23.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
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          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T12:07:52.108Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_8e5f8d566f2fd5fa",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_8e5f8d566f2fd5fa"
      }
    },
    {
      "id": "cand_29f25047b2710593",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "UK Case Law MCP Server from MCPBundles",
      "name_source": "registry",
      "branches": {
        "primary": "search/legal-ip/court-cases",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T09:10:05.000Z"
      },
      "place": {
        "id": "search/legal-ip/court-cases",
        "name": "Court cases",
        "description": "Court decisions, case law, dockets and court records."
      },
      "summary": {
        "text": "Searches UK court judgments and tribunal decisions from the National Archives.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T09:10:05.000Z"
      },
      "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": "mcp.mcpbundles.com",
      "provider": "mcpbundles.com",
      "url": "https://mcp.mcpbundles.com/bundle/uk-case-law/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
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      "price_source": null,
      "provider_endpoints": 17,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
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        "observed": {
          "requires": "credentials",
          "how": [
            "bearer"
          ],
          "at": "2026-10-19T05:31:33.769Z",
          "method": "access/1"
        },
        "stated": {
          "requires": "credentials",
          "how": [
            "header"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "interface": null,
      "tools": null,
      "payment_model": null,
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      "evidence": {
        "operations": 1,
        "check_interval_hours": 168,
        "check_interval": "weekly",
        "check_interval_rule": "Weekly: fewer than 5 payers, or no usage figure.",
        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-17T05:07:33.667Z",
        "monitoring_days": 4.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T05:31:33.769Z",
          "result": "auth_required",
          "passed": true,
          "http_status": 401,
          "duration_ms": 464
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "credentials_request",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T05:35:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T05:31:33.769Z",
            "end": "2026-10-19T05:35:23.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
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          },
          {
            "window": "7d",
            "start": "2026-10-19T05:31:33.769Z",
            "end": "2026-10-19T05:35:23.000Z",
            "limited_history": true,
            "checks": 1,
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            "not_timed": 0,
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          },
          {
            "window": "30d",
            "start": "2026-10-19T05:31:33.769Z",
            "end": "2026-10-19T05:35:23.000Z",
            "limited_history": true,
            "checks": 1,
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            "not_timed": 0,
            "median_ms": null,
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          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T12:07:52.108Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_29f25047b2710593",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_29f25047b2710593"
      }
    },
    {
      "id": "cand_997e0e6ecb2bea00",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "UK Civic & Parliamentary Data MCP Server from MCPBundles",
      "name_source": "registry",
      "branches": {
        "primary": "search/reference/public-data",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T11:40:05.000Z"
      },
      "place": {
        "id": "search/reference/public-data",
        "name": "Government and public data",
        "description": "Official statistics, government open data and public records, including parliaments and elections."
      },
      "summary": {
        "text": "Queries UK Parliament, elections, crime statistics, census and national archives.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T11:40:05.000Z"
      },
      "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": "mcp.mcpbundles.com",
      "provider": "mcpbundles.com",
      "url": "https://mcp.mcpbundles.com/bundle/uk-civic-parliamentary/",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 17,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "credentials",
          "how": [
            "bearer"
          ],
          "at": "2026-10-19T05:56:09.860Z",
          "method": "access/1"
        },
        "stated": {
          "requires": "credentials",
          "how": [
            "header"
          ],
          "by": "mcp_registry"
        }
      },
      "currency": null,
      "interface": null,
      "tools": null,
      "payment_model": null,
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      "evidence": {
        "operations": 1,
        "check_interval_hours": 168,
        "check_interval": "weekly",
        "check_interval_rule": "Weekly: fewer than 5 payers, or no usage figure.",
        "schedule_tier": "weekly",
        "monitoring_since": "2026-10-17T05:07:33.667Z",
        "monitoring_days": 4.8,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T05:56:09.860Z",
          "result": "auth_required",
          "passed": true,
          "http_status": 401,
          "duration_ms": 356
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "credentials_request",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T06:00:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T05:56:09.860Z",
            "end": "2026-10-19T06:00:23.000Z",
            "limited_history": true,
            "checks": 1,
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          },
          {
            "window": "7d",
            "start": "2026-10-19T05:56:09.860Z",
            "end": "2026-10-19T06:00:23.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
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          },
          {
            "window": "30d",
            "start": "2026-10-19T05:56:09.860Z",
            "end": "2026-10-19T06:00:23.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
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