{
  "api_status": "preview",
  "generated_at": "2026-10-19T03:28:55.965Z",
  "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/3). 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 a minute.",
    "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",
    "branch": "compute/developer-data",
    "sort": "evidence",
    "limit": 50,
    "offset": 50
  },
  "total": 591,
  "items": [
    {
      "id": "cand_6aa07562a43444ce",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "Codecov MCP by usefulapi",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/testing",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T10:40:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/3",
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null
        }
      },
      "host": "codecov.usefulapi.io",
      "provider": "usefulapi.io",
      "url": "https://codecov.usefulapi.io/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 333,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "tools": null,
      "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": 1.3,
        "limited_evidence": true,
        "checks_30d": 2,
        "passed_30d": 2,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T19:20:35.522Z",
          "result": "auth_required",
          "passed": true,
          "http_status": 401,
          "duration_ms": 171
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-18T09:07:09.218Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_6aa07562a43444ce",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_6aa07562a43444ce"
      }
    },
    {
      "id": "cand_1967b8eb4a3f3143",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "Coding Guides",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/docs",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T08:45:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/3",
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null
        }
      },
      "host": "codeguide-mcp-86057491046.europe-west1.run.app",
      "provider": "codeguide-mcp-86057491046.europe-west1.run.app",
      "url": "https://codeguide-mcp-86057491046.europe-west1.run.app/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 1,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "tools": null,
      "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": "2026-10-17T12:07:30.476Z",
        "monitoring_days": 1.6,
        "limited_evidence": true,
        "checks_30d": 2,
        "passed_30d": 2,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:15:31.312Z",
          "result": "client_error",
          "passed": true,
          "http_status": 406,
          "duration_ms": 180
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-18T20:07:09.194Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_1967b8eb4a3f3143",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_1967b8eb4a3f3143"
      }
    },
    {
      "id": "cand_b82f0442401aaa6e",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "CometChat Docs",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/docs",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T12:20:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/3",
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null
        }
      },
      "host": "mcp.cometchat.com",
      "provider": "cometchat.com",
      "url": "https://mcp.cometchat.com/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 1,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "tools": null,
      "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": "2026-10-17T12:07:30.476Z",
        "monitoring_days": 1.6,
        "limited_evidence": true,
        "checks_30d": 2,
        "passed_30d": 2,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T12:20:33.827Z",
          "result": "client_error",
          "passed": true,
          "http_status": 405,
          "duration_ms": 360
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-18T20:07:09.194Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_b82f0442401aaa6e",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_b82f0442401aaa6e"
      }
    },
    {
      "id": "cand_12380d7a39fe7950",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "Communicate Developer Docs",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/docs",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T08:35:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/3",
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null
        }
      },
      "host": "communicate.so",
      "provider": "communicate.so",
      "url": "https://communicate.so/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 2,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "tools": null,
      "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": 1.3,
        "limited_evidence": true,
        "checks_30d": 2,
        "passed_30d": 2,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T19:15:21.603Z",
          "result": "client_error",
          "passed": true,
          "http_status": 405,
          "duration_ms": 340
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-18T09:07:09.218Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_12380d7a39fe7950",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_12380d7a39fe7950"
      }
    },
    {
      "id": "cand_e5547b284507e5be",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "CompletionKit",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/testing",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T13:20:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/3",
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null
        }
      },
      "host": "completionkit.com",
      "provider": "completionkit.com",
      "url": "https://completionkit.com/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 1,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-18T04:45:52.337Z",
          "method": "access/1"
        },
        "stated": {
          "requires": "credentials",
          "how": [
            "header"
          ],
          "by": "mcp_registry"
        }
      },
      "tools": null,
      "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": "2026-10-17T04:07:31.999Z",
        "monitoring_days": 2,
        "limited_evidence": true,
        "checks_30d": 2,
        "passed_30d": 2,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T04:45:52.337Z",
          "result": "client_error",
          "passed": true,
          "http_status": 405,
          "duration_ms": 265
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "response",
        "check_method": "mcp-reach/3",
        "check_methods": [
          "mcp-reach/3"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:00:05.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-18T04:45:52.337Z",
            "end": "2026-10-19T03:00:05.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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          },
          {
            "window": "7d",
            "start": "2026-10-18T04:45:52.337Z",
            "end": "2026-10-19T03:00:05.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "p95_to_median": null
          },
          {
            "window": "30d",
            "start": "2026-10-18T04:45:52.337Z",
            "end": "2026-10-19T03:00:05.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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            "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": "2026-10-19T01:07:08.906Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_e5547b284507e5be",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_e5547b284507e5be"
      }
    },
    {
      "id": "cand_77b79edeb9bdb90a",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "Compose Preview Catalogs",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/docs",
        "secondary": [],
        "method_version": "placement-ai/5",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T21:55:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/3",
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null
        }
      },
      "host": "preview.coo.ee",
      "provider": "coo.ee",
      "url": "https://preview.coo.ee/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 1,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": null,
        "stated": null
      },
      "tools": null,
      "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": 1.3,
        "limited_evidence": true,
        "checks_30d": 2,
        "passed_30d": 2,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T19:20:14.056Z",
          "result": "client_error",
          "passed": true,
          "http_status": 405,
          "duration_ms": 927
        }
      },
      "response_times": null,
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-18T09:07:09.218Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_77b79edeb9bdb90a",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_77b79edeb9bdb90a"
      }
    },
    {
      "id": "cand_b4eb27801a6f1216",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "Condux error monitoring",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/errors-logs",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T12:15:05.000Z"
      },
      "package": null,
      "directory": {
        "in_directory": true,
        "method_version": "listing-criteria/3",
        "criteria": {
          "says_what_it_does": true,
          "answers_now": true,
          "registry_payers_at_least_5": null,
          "curated_catalogue": null
        }
      },
      "host": "app.condux.ai",
      "provider": "condux.ai",
      "url": "https://app.condux.ai/api/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 1,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-18T03:50:48.771Z",
          "method": "access/1"
        },
        "stated": {
          "requires": "credentials",
          "how": [
            "header"
          ],
          "by": "mcp_registry"
        }
      },
      "tools": null,
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 2,
        "limited_evidence": true,
        "checks_30d": 2,
        "passed_30d": 2,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-18T03:50:48.771Z",
          "result": "client_error",
          "passed": true,
          "http_status": 405,
          "duration_ms": 970
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "response",
        "check_method": "mcp-reach/3",
        "check_methods": [
          "mcp-reach/3"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T02:20:05.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-18T03:50:48.771Z",
            "end": "2026-10-19T02:20:05.000Z",
            "limited_history": true,
            "checks": 1,
            "timeouts": 0,
            "not_timed": 0,
            "median_ms": null,
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          },
          {
            "window": "7d",
            "start": "2026-10-18T03:50:48.771Z",
            "end": "2026-10-19T02:20:05.000Z",
            "limited_history": true,
            "checks": 1,
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          },
          {
            "window": "30d",
            "start": "2026-10-18T03:50:48.771Z",
            "end": "2026-10-19T02:20:05.000Z",
            "limited_history": true,
            "checks": 1,
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