{
  "api_status": "preview",
  "generated_at": "2026-10-21T12:42:05.360Z",
  "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": "getvda.ai",
    "sort": "evidence",
    "limit": 50,
    "offset": 0
  },
  "total": 116,
  "items": [
    {
      "id": "cand_1121e079e5edbb73",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/auth-token-mcp-service",
      "name_source": "registry",
      "branches": {
        "primary": "identity/sign-in",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T10:00:23.000Z"
      },
      "place": {
        "id": "identity/sign-in",
        "name": "Identity and sign-in",
        "description": "Authentication and identity for agents and people."
      },
      "summary": {
        "text": "Hashes passwords with bcrypt and issues and verifies JWT session tokens.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T10:00:23.000Z"
      },
      "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": "auth-token-mcp-service.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://auth-token-mcp-service.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:46:00.778Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:46:00.778Z",
        "first_listed_at": "2026-10-19T03:46:00.778Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:46:00.778Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 254
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T07:20:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:46:00.778Z",
            "end": "2026-10-19T07:20:23.000Z",
            "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": "2026-10-19T03:46:00.778Z",
            "end": "2026-10-19T07:20:23.000Z",
            "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": "2026-10-19T03:46:00.778Z",
            "end": "2026-10-19T07:20:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_1121e079e5edbb73",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_1121e079e5edbb73"
      }
    },
    {
      "id": "cand_46862ee3c38ae07f",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/auth-token-mcp-traced-service",
      "name_source": "registry",
      "branches": {
        "primary": "identity/sign-in",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T16:00:23.000Z"
      },
      "place": {
        "id": "identity/sign-in",
        "name": "Identity and sign-in",
        "description": "Authentication and identity for agents and people."
      },
      "summary": {
        "text": "Hashes passwords with bcrypt and issues or verifies JWT session tokens.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T16:00:23.000Z"
      },
      "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": "auth-token-mcp-traced-service.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://auth-token-mcp-traced-service.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:46:01.152Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:46:01.152Z",
        "first_listed_at": "2026-10-19T03:46:01.152Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:46:01.152Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 249
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:46:01.152Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:46:01.152Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_46862ee3c38ae07f",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_46862ee3c38ae07f"
      }
    },
    {
      "id": "cand_ddf953362b965174",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/authenticated-llm-agent-bcrypt",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:00:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a Gemini language-model completion after JWT authentication.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:00:23.000Z"
      },
      "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": "authenticated-llm-agent-bcrypt.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-llm-agent-bcrypt.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:02.013Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:02.013Z",
        "first_listed_at": "2026-10-19T04:01:02.013Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:02.013Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 263
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:02.013Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.013Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.013Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_ddf953362b965174",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_ddf953362b965174"
      }
    },
    {
      "id": "cand_04325a49caf03f47",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/authenticated-llm-jwt-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:35:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Authenticates a caller with JWT, then runs a Gemini text completion.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "authenticated-llm-jwt-agent.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-llm-jwt-agent.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:36:15.415Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:36:15.415Z",
        "first_listed_at": "2026-10-19T03:36:15.415Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:36:15.415Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 291
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:40:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:36:15.415Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.415Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.415Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_04325a49caf03f47",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_04325a49caf03f47"
      }
    },
    {
      "id": "cand_8fc6b5f0083835dc",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/authenticated-llm-mcp-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T10:00:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Verifies a Google ID token, then runs a Gemini completion for the caller.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T10:00:23.000Z"
      },
      "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": "authenticated-llm-mcp-agent.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-llm-mcp-agent.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:51:05.453Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:51:05.453Z",
        "first_listed_at": "2026-10-19T03:51:05.453Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:51:05.453Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 256
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:51:05.453Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:51:05.453Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_8fc6b5f0083835dc",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_8fc6b5f0083835dc"
      }
    },
    {
      "id": "cand_37f9f4effb4fca4f",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/authenticated-llm-traced-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:45:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Verifies a Google ID token, then runs a Gemini completion for the caller.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:45:23.000Z"
      },
      "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": "authenticated-llm-traced-agent.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-llm-traced-agent.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:46:01.297Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:46:01.297Z",
        "first_listed_at": "2026-10-19T03:46:01.297Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:46:01.297Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 258
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:50:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:46:01.297Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:01.297Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:01.297Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_37f9f4effb4fca4f",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_37f9f4effb4fca4f"
      }
    },
    {
      "id": "cand_96abea03ad273547",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/authenticated-mcp-agent-bcrypt",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:05:23.000Z"
      },
      "place": {
        "id": "ai/language-models",
        "name": "Language models",
        "description": "Text generation and chat by model API."
      },
      "summary": {
        "text": "Authenticated LLM gateway that runs Gemini text completions via LangChain.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:05:23.000Z"
      },
      "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": "authenticated-mcp-agent-bcrypt.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-mcp-agent-bcrypt.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:02.080Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:02.080Z",
        "first_listed_at": "2026-10-19T04:01:02.080Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:02.080Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 295
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:02.080Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.080Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.080Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_96abea03ad273547",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_96abea03ad273547"
      }
    },
    {
      "id": "cand_62c4e77357197ed1",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/authenticated-mcp-agent-openai",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:50:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a Gemini completion behind JWT authentication; unauthenticated calls are rejected.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:50:23.000Z"
      },
      "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": "authenticated-mcp-agent-openai.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-mcp-agent-openai.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:51:05.458Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:51:05.458Z",
        "first_listed_at": "2026-10-19T03:51:05.458Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:51:05.458Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 253
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:55:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:51:05.458Z",
            "end": "2026-10-19T03:55:23.000Z",
            "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": "2026-10-19T03:51:05.458Z",
            "end": "2026-10-19T03:55:23.000Z",
            "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": "2026-10-19T03:51:05.458Z",
            "end": "2026-10-19T03:55:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_62c4e77357197ed1",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_62c4e77357197ed1"
      }
    },
    {
      "id": "cand_df5a51f99ce8d287",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/authenticated-multi-llm-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:00:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Verifies a Google sign-in, then runs a Gemini language-model completion.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:00:23.000Z"
      },
      "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": "authenticated-multi-llm-agent.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-multi-llm-agent.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:02.280Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:02.280Z",
        "first_listed_at": "2026-10-19T04:01:02.280Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:02.280Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 245
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:02.280Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.280Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.280Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_df5a51f99ce8d287",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_df5a51f99ce8d287"
      }
    },
    {
      "id": "cand_ccf48064074144e2",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/claude-schema-output-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T10:15:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Turns a prompt and field schema into validated, typed JSON using an LLM.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T10:15:23.000Z"
      },
      "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": "structured-output-agent-89bcb0.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://structured-output-agent-89bcb0.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:05:55.625Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:05:55.625Z",
        "first_listed_at": "2026-10-19T04:05:55.625Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:05:55.625Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 244
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T04:05:55.625Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T04:05:55.625Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_ccf48064074144e2",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_ccf48064074144e2"
      }
    },
    {
      "id": "cand_ac8d441eec14d0b2",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/dynamic-health-monitor",
      "name_source": "registry",
      "branches": {
        "primary": "web/site-analysis/uptime-status",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T12:05:05.000Z"
      },
      "place": {
        "id": "web/site-analysis/uptime-status",
        "name": "Uptime and service status",
        "description": "Check whether sites and services are up, run uptime monitors, and read status pages and outages."
      },
      "summary": {
        "text": "Discovers services from a seed and checks HTTP, TCP, SSL and DNS.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T12:05:05.000Z"
      },
      "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": "health.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://health.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:55:56.937Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "health_check",
          "health_discover",
          "health_exclude",
          "health_history",
          "selftest"
        ],
        "count": 5,
        "current_since": "2026-10-19T03:55:56.937Z",
        "first_listed_at": "2026-10-19T03:55:56.937Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:55:56.937Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 246
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:00:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:55:56.937Z",
            "end": "2026-10-19T04:00:23.000Z",
            "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": "2026-10-19T03:55:56.937Z",
            "end": "2026-10-19T04:00:23.000Z",
            "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": "2026-10-19T03:55:56.937Z",
            "end": "2026-10-19T04:00:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_ac8d441eec14d0b2",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_ac8d441eec14d0b2"
      }
    },
    {
      "id": "cand_30f32f9fe1656101",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/elasticsearch-mongodb-redis-stack-generator-elasticsearch-elasticsearch",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T15:45:23.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates production docker-compose files for multi-service stacks like Elasticsearch, Redis and Kafka.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T15:45:23.000Z"
      },
      "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": "elasticsearch-mongodb-redis-stack-generator-el-d8f067.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://elasticsearch-mongodb-redis-stack-generator-el-d8f067.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:40:50.356Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:40:50.356Z",
        "first_listed_at": "2026-10-19T03:40:50.356Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:40:50.356Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 260
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:40:50.356Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:40:50.356Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_30f32f9fe1656101",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_30f32f9fe1656101"
      }
    },
    {
      "id": "cand_efebf49b5f34aeff",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/elasticsearch-redis-mysql-stack-generator",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T13:30:05.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates a service stack configuration combining Elasticsearch, Redis and MySQL.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T13:30:05.000Z"
      },
      "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": "elasticsearch-redis-mysql-stack-generator.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://elasticsearch-redis-mysql-stack-generator.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:02.337Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:02.337Z",
        "first_listed_at": "2026-10-19T04:01:02.337Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:02.337Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 224
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:02.337Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.337Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.337Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_efebf49b5f34aeff",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_efebf49b5f34aeff"
      }
    },
    {
      "id": "cand_d53f2a205289e878",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/elasticsearch-redis-stack-generator",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:05:23.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates production docker-compose files for multi-service infrastructure stacks.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:05:23.000Z"
      },
      "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": "elasticsearch-redis-stack-generator.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://elasticsearch-redis-stack-generator.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:02.374Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:02.374Z",
        "first_listed_at": "2026-10-19T04:01:02.374Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:02.374Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 257
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:02.374Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.374Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.374Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_d53f2a205289e878",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_d53f2a205289e878"
      }
    },
    {
      "id": "cand_06b47c3632e60bc0",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/elasticsearch-redis-stack-generator-elasticsearch-elasticsearch",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:35:23.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates production docker-compose files for messaging, search, database and cache services.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "elasticsearch-redis-stack-generator-elasticsea-588e3e.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://elasticsearch-redis-stack-generator-elasticsea-588e3e.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:36:15.469Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:36:15.469Z",
        "first_listed_at": "2026-10-19T03:36:15.469Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:36:15.469Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 289
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:40:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:36:15.469Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.469Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.469Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_06b47c3632e60bc0",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_06b47c3632e60bc0"
      }
    },
    {
      "id": "cand_91a77eb993035efb",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/encrypted-langchain-session-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:05:23.000Z"
      },
      "place": {
        "id": "ai/language-models",
        "name": "Language models",
        "description": "Text generation and chat by model API."
      },
      "summary": {
        "text": "Authenticated LLM gateway that runs Gemini text completions via LangChain.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:05:23.000Z"
      },
      "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": "bcrypt-cryptography-langchain-cor-027cf2.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://bcrypt-cryptography-langchain-cor-027cf2.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:02.499Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:02.499Z",
        "first_listed_at": "2026-10-19T04:01:02.499Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:02.499Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 278
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:02.499Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.499Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.499Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_91a77eb993035efb",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_91a77eb993035efb"
      }
    },
    {
      "id": "cand_d451b3c6bccc456e",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/encrypted-langchain-token-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T10:15:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a system and human prompt through a Gemini model via a LangChain chain.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T10:15:23.000Z"
      },
      "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": "cryptography-langchain-core-mcp-07d652.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://cryptography-langchain-core-mcp-07d652.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:02.588Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:02.588Z",
        "first_listed_at": "2026-10-19T04:01:02.588Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:02.588Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 310
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T04:01:02.588Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T04:01:02.588Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_d451b3c6bccc456e",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_d451b3c6bccc456e"
      }
    },
    {
      "id": "cand_0863bcceebeaadfc",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/encrypted-oauth-llm-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:35:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Verifies a Google ID token, then runs a Gemini text completion.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "authenticated-llm-agent-cryptography.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-llm-agent-cryptography.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:36:15.545Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:36:15.545Z",
        "first_listed_at": "2026-10-19T03:36:15.545Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:36:15.545Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 337
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:40:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:36:15.545Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.545Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.545Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_0863bcceebeaadfc",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_0863bcceebeaadfc"
      }
    },
    {
      "id": "cand_b5c70781b453bf85",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/fastapi-auth-token-jwt-service",
      "name_source": "registry",
      "branches": {
        "primary": "identity/sign-in",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:55:23.000Z"
      },
      "place": {
        "id": "identity/sign-in",
        "name": "Identity and sign-in",
        "description": "Authentication and identity for agents and people."
      },
      "summary": {
        "text": "Hashes passwords with bcrypt and issues and verifies JWT session tokens.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:55:23.000Z"
      },
      "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": "fastapi-auth-token-jwt-service.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://fastapi-auth-token-jwt-service.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:55:56.991Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:55:56.991Z",
        "first_listed_at": "2026-10-19T03:55:56.991Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:55:56.991Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 257
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:00:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:55:56.991Z",
            "end": "2026-10-19T04:00:23.000Z",
            "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": "2026-10-19T03:55:56.991Z",
            "end": "2026-10-19T04:00:23.000Z",
            "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": "2026-10-19T03:55:56.991Z",
            "end": "2026-10-19T04:00:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_b5c70781b453bf85",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_b5c70781b453bf85"
      }
    },
    {
      "id": "cand_0acb82814cba8b29",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/fastapi-auth-token-service",
      "name_source": "registry",
      "branches": {
        "primary": "identity/sign-in",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:35:23.000Z"
      },
      "place": {
        "id": "identity/sign-in",
        "name": "Identity and sign-in",
        "description": "Authentication and identity for agents and people."
      },
      "summary": {
        "text": "Hashes passwords with bcrypt and issues and verifies JWT session tokens.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "fastapi-auth-token-service.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://fastapi-auth-token-service.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:36:15.721Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:36:15.721Z",
        "first_listed_at": "2026-10-19T03:36:15.721Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:36:15.721Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 288
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:40:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:36:15.721Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.721Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.721Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_0acb82814cba8b29",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_0acb82814cba8b29"
      }
    },
    {
      "id": "cand_082251b785548041",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/google-oauth-credential-service",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:35:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Verifies a Google ID token, then runs a Gemini text completion.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "authenticated-llm-oauth-agent.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-llm-oauth-agent.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:36:15.809Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:36:15.809Z",
        "first_listed_at": "2026-10-19T03:36:15.809Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:36:15.809Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 298
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:40:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:36:15.809Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.809Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.809Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_082251b785548041",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_082251b785548041"
      }
    },
    {
      "id": "cand_e1a7080ce6b4fdfe",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/google-oauth-langchain-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:00:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Verifies a Google sign-in, then runs a Gemini language-model completion.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:00:23.000Z"
      },
      "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": "google-auth-oauthlib-langchain-la-c1a755.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://google-auth-oauthlib-langchain-la-c1a755.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:02.625Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:02.625Z",
        "first_listed_at": "2026-10-19T04:01:02.625Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:02.625Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 247
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:02.625Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.625Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.625Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_e1a7080ce6b4fdfe",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_e1a7080ce6b4fdfe"
      }
    },
    {
      "id": "cand_c84e3fd70b68e48f",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/google-sign-in-langchain-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:05:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs Gemini completions for Google-signed-in callers, after verifying the Google ID token.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:05:23.000Z"
      },
      "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": "google-auth-oauthlib-langchain-la-d46b90.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://google-auth-oauthlib-langchain-la-d46b90.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:05:55.618Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:05:55.618Z",
        "first_listed_at": "2026-10-19T04:05:55.618Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:05:55.618Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 234
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:10:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:05:55.618Z",
            "end": "2026-10-19T04:10:23.000Z",
            "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": "2026-10-19T04:05:55.618Z",
            "end": "2026-10-19T04:10:23.000Z",
            "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": "2026-10-19T04:05:55.618Z",
            "end": "2026-10-19T04:10:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_c84e3fd70b68e48f",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_c84e3fd70b68e48f"
      }
    },
    {
      "id": "cand_0477abd3181c3217",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/integration-agent",
      "name_source": "registry",
      "branches": {
        "primary": "identity/security/agent-services",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "Detects and reports changes to an MCP server's declared tool surface over time.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "drift.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://drift.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:36:15.764Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "drift_check",
          "drift_diff",
          "drift_hash",
          "drift_probe",
          "drift_status",
          "selftest"
        ],
        "count": 6,
        "current_since": "2026-10-19T03:36:15.764Z",
        "first_listed_at": "2026-10-19T03:36:15.764Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:36:15.764Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 247
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:40:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:36:15.764Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.764Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.764Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_0477abd3181c3217",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_0477abd3181c3217"
      }
    },
    {
      "id": "cand_967ab62072111f0c",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/kafka-minio-redis-stack-generator",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:05:23.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates health-checked docker-compose files for messaging, storage and database stacks.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:05:23.000Z"
      },
      "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": "kafka-minio-redis-stack-generator.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://kafka-minio-redis-stack-generator.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:02.850Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:02.850Z",
        "first_listed_at": "2026-10-19T04:01:02.850Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:02.850Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 383
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:02.850Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.850Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:02.850Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_967ab62072111f0c",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_967ab62072111f0c"
      }
    },
    {
      "id": "cand_74666024ead26974",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/kafka-redis-minio-stack-generator",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T16:00:23.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates health-checked docker-compose files for multi-service infrastructure stacks.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T16:00:23.000Z"
      },
      "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": "kafka-redis-minio-stack-generator.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://kafka-redis-minio-stack-generator.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:51:05.453Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:51:05.453Z",
        "first_listed_at": "2026-10-19T03:51:05.453Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:51:05.453Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 244
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:51:05.453Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:51:05.453Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_74666024ead26974",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_74666024ead26974"
      }
    },
    {
      "id": "cand_8ad768628aee9d52",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/langchain-login-and-token-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T16:00:23.000Z"
      },
      "place": {
        "id": "ai/language-models",
        "name": "Language models",
        "description": "Text generation and chat by model API."
      },
      "summary": {
        "text": "JWT-gated gateway that runs Gemini text completions, with a trust-manifest selftest.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T16:00:23.000Z"
      },
      "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": "authenticated-mcp-agent-langchain-core.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://authenticated-mcp-agent-langchain-core.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:51:05.521Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:51:05.521Z",
        "first_listed_at": "2026-10-19T03:51:05.521Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:51:05.521Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 242
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:51:05.521Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:51:05.521Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_8ad768628aee9d52",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_8ad768628aee9d52"
      }
    },
    {
      "id": "cand_ed7f8beb97bc8025",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-observability-orchestration-agent-langchain",
      "name_source": "registry",
      "branches": {
        "primary": "compute/developer-data/errors-logs",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T13:30:05.000Z"
      },
      "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": "Provides observability and orchestration for LLM applications built with LangChain.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T13:30:05.000Z"
      },
      "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": "langchain-langchain-core-langsmit-d042fc.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://langchain-langchain-core-langsmit-d042fc.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:03.925Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:03.925Z",
        "first_listed_at": "2026-10-19T04:01:03.925Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:03.925Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 247
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:03.925Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:03.925Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:03.925Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_ed7f8beb97bc8025",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_ed7f8beb97bc8025"
      }
    },
    {
      "id": "cand_3c97cf8c5ec653be",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-2",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:45:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a system and human prompt through a LangChain chain over Gemini.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:45:23.000Z"
      },
      "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": "llm-orchestration-agent-2.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-2.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:46:02.059Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:46:02.059Z",
        "first_listed_at": "2026-10-19T03:46:02.059Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:46:02.059Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 275
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:50:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:46:02.059Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.059Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.059Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_3c97cf8c5ec653be",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_3c97cf8c5ec653be"
      }
    },
    {
      "id": "cand_5e63df0bd64706a7",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-2-df5979",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:50:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs prompts through a Gemini model on Vertex AI via a LangChain chain.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:50:23.000Z"
      },
      "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": "llm-orchestration-agent-2-df5979.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-2-df5979.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:46:02.109Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:46:02.109Z",
        "first_listed_at": "2026-10-19T03:46:02.109Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:46:02.109Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 254
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:50:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:46:02.109Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.109Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.109Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_5e63df0bd64706a7",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_5e63df0bd64706a7"
      }
    },
    {
      "id": "cand_ee1fa8b4292e4e6e",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-cryptography",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T10:15:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs prompts through a LangChain chain over Gemini models on Vertex AI.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T10:15:23.000Z"
      },
      "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": "llm-orchestration-agent-cryptography.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-cryptography.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:04.456Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:04.456Z",
        "first_listed_at": "2026-10-19T04:01:04.456Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:04.456Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 279
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T04:01:04.456Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T04:01:04.456Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_ee1fa8b4292e4e6e",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_ee1fa8b4292e4e6e"
      }
    },
    {
      "id": "cand_2485b876db6f73d4",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-d0a1a1",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T09:45:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a prompt through a LangChain chain on Gemini, with optional LangSmith tracing.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T09:45:23.000Z"
      },
      "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": "llm-orchestration-agent-d0a1a1.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-d0a1a1.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:40:50.558Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:40:50.558Z",
        "first_listed_at": "2026-10-19T03:40:50.558Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:40:50.558Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 306
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:40:50.558Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:40:50.558Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_2485b876db6f73d4",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_2485b876db6f73d4"
      }
    },
    {
      "id": "cand_08d2e91b12fd3617",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-d2feb0",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:35:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a prompt through a LangChain chain over Gemini on Vertex AI.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "llm-orchestration-agent-d2feb0.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-d2feb0.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:36:15.830Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:36:15.830Z",
        "first_listed_at": "2026-10-19T03:36:15.830Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:36:15.830Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 251
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:40:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:36:15.830Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.830Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.830Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_08d2e91b12fd3617",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_08d2e91b12fd3617"
      }
    },
    {
      "id": "cand_8c363ddfca70c5e5",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-langchain",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T10:00:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a system and human prompt through a LangChain chain on Gemini.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T10:00:23.000Z"
      },
      "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": "llm-orchestration-agent-langchain.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-langchain.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:51:05.516Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:51:05.516Z",
        "first_listed_at": "2026-10-19T03:51:05.516Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:51:05.516Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 226
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:51:05.516Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:51:05.516Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_8c363ddfca70c5e5",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_8c363ddfca70c5e5"
      }
    },
    {
      "id": "cand_3cfdaf6ab42276e4",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-langchain-anthropic",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:45:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a system and human prompt through a LangChain chain over Gemini.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:45:23.000Z"
      },
      "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": "llm-orchestration-agent-langchain-anthropic.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-langchain-anthropic.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:46:02.184Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:46:02.184Z",
        "first_listed_at": "2026-10-19T03:46:02.184Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:46:02.184Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 310
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:50:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:46:02.184Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.184Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.184Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_3cfdaf6ab42276e4",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_3cfdaf6ab42276e4"
      }
    },
    {
      "id": "cand_fa35c2e17dc75a73",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-langchain-core",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:10:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs prompts through a LangChain chain on Gemini, with optional tracing.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:10:23.000Z"
      },
      "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": "llm-orchestration-agent-langchain-core.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-langchain-core.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:10:53.332Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:10:53.332Z",
        "first_listed_at": "2026-10-19T04:10:53.332Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:10:53.332Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 243
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:15:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:10:53.332Z",
            "end": "2026-10-19T04:15:23.000Z",
            "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": "2026-10-19T04:10:53.332Z",
            "end": "2026-10-19T04:15:23.000Z",
            "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": "2026-10-19T04:10:53.332Z",
            "end": "2026-10-19T04:15:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_fa35c2e17dc75a73",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_fa35c2e17dc75a73"
      }
    },
    {
      "id": "cand_a3289d6c8031cad4",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-langchain-openai",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T10:00:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a system and human prompt through a LangChain chain on Gemini.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T10:00:23.000Z"
      },
      "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": "llm-orchestration-agent-langchain-openai.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-langchain-openai.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:55:57.061Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:55:57.061Z",
        "first_listed_at": "2026-10-19T03:55:57.061Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:55:57.061Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 234
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:55:57.061Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:55:57.061Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_a3289d6c8031cad4",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_a3289d6c8031cad4"
      }
    },
    {
      "id": "cand_18d97ca6bc93fc7c",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-langgraph",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:40:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs prompts through a LangChain chain over Gemini on Vertex AI.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:40:23.000Z"
      },
      "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": "llm-orchestration-agent-langgraph.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-langgraph.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:40:50.696Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:40:50.696Z",
        "first_listed_at": "2026-10-19T03:40:50.696Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:40:50.696Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 239
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:45:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:40:50.696Z",
            "end": "2026-10-19T03:45:23.000Z",
            "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": "2026-10-19T03:40:50.696Z",
            "end": "2026-10-19T03:45:23.000Z",
            "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": "2026-10-19T03:40:50.696Z",
            "end": "2026-10-19T03:45:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_18d97ca6bc93fc7c",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_18d97ca6bc93fc7c"
      }
    },
    {
      "id": "cand_78197411e47398fb",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-langsmith",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:50:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs prompts through a LangChain chain over Gemini, with optional LangSmith tracing.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:50:23.000Z"
      },
      "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": "llm-orchestration-agent-langsmith.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-langsmith.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:51:05.849Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:51:05.849Z",
        "first_listed_at": "2026-10-19T03:51:05.849Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:51:05.849Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 270
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:55:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:51:05.849Z",
            "end": "2026-10-19T03:55:23.000Z",
            "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": "2026-10-19T03:51:05.849Z",
            "end": "2026-10-19T03:55:23.000Z",
            "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": "2026-10-19T03:51:05.849Z",
            "end": "2026-10-19T03:55:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_78197411e47398fb",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_78197411e47398fb"
      }
    },
    {
      "id": "cand_41c408ac5401c380",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-openai",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:45:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a system and human prompt through a LangChain chain over Gemini.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:45:23.000Z"
      },
      "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": "llm-orchestration-agent-openai.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-openai.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:46:02.159Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:46:02.159Z",
        "first_listed_at": "2026-10-19T03:46:02.159Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:46:02.159Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 258
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:50:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:46:02.159Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.159Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.159Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_41c408ac5401c380",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_41c408ac5401c380"
      }
    },
    {
      "id": "cand_d6565390049d6c3e",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-agent-opentelemetry-instrumentation-fastapi",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:05:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs prompts through a LangChain chain on Gemini via Vertex AI.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:05:23.000Z"
      },
      "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": "llm-orchestration-agent-opentelemetry-instrume-a529e4.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-agent-opentelemetry-instrume-a529e4.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:01:04.443Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:01:04.443Z",
        "first_listed_at": "2026-10-19T04:01:04.443Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:01:04.443Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 266
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:05:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:01:04.443Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:04.443Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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": "2026-10-19T04:01:04.443Z",
            "end": "2026-10-19T04:05:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_d6565390049d6c3e",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_d6565390049d6c3e"
      }
    },
    {
      "id": "cand_0a77199f61a6d14d",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-jwt-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:35:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a prompt through a LangChain chain over Gemini on Vertex AI.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "llm-orchestration-jwt-agent.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-jwt-agent.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:36:15.904Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:36:15.904Z",
        "first_listed_at": "2026-10-19T03:36:15.904Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:36:15.904Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 241
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:40:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:36:15.904Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.904Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:15.904Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_0a77199f61a6d14d",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_0a77199f61a6d14d"
      }
    },
    {
      "id": "cand_5f9ef70a41bb0b4e",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-mcp-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:50:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs prompts through a Gemini model on Vertex AI via a LangChain chain.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:50:23.000Z"
      },
      "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": "llm-orchestration-mcp-agent.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-mcp-agent.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:46:02.422Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:46:02.422Z",
        "first_listed_at": "2026-10-19T03:46:02.422Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:46:02.422Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 241
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:50:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:46:02.422Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.422Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.422Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_5f9ef70a41bb0b4e",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_5f9ef70a41bb0b4e"
      }
    },
    {
      "id": "cand_243d3a0761d0c851",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-observability-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T09:45:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a prompt through a LangChain chain on Gemini, with optional LangSmith tracing.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T09:45:23.000Z"
      },
      "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": "llm-orchestration-observability-agent.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-observability-agent.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:40:50.715Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:40:50.715Z",
        "first_listed_at": "2026-10-19T03:40:50.715Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:40:50.715Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 242
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:40:50.715Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:40:50.715Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_243d3a0761d0c851",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_243d3a0761d0c851"
      }
    },
    {
      "id": "cand_249d89e9521cecd5",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/llm-orchestration-traced-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T09:45:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Runs a prompt through a LangChain chain on Gemini, with optional LangSmith tracing.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T09:45:23.000Z"
      },
      "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": "llm-orchestration-traced-agent.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://llm-orchestration-traced-agent.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:40:50.906Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:40:50.906Z",
        "first_listed_at": "2026-10-19T03:40:50.906Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:40:50.906Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 258
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-21T08:10:29.881Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-20T08:10:29.881Z",
            "end": "2026-10-21T08:10:29.881Z",
            "limited_history": false,
            "checks": 0,
            "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": "2026-10-19T03:40:50.906Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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": "2026-10-19T03:40:50.906Z",
            "end": "2026-10-21T08:10:29.881Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_249d89e9521cecd5",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_249d89e9521cecd5"
      }
    },
    {
      "id": "cand_4827b89fd802685f",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/memcached-mongodb-redis-compose-generator",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T09:50:05.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates Docker Compose files for Memcached, MongoDB and Redis.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T09:50:05.000Z"
      },
      "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": "memcached-mongodb-redis-compose-generator.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://memcached-mongodb-redis-compose-generator.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:46:02.501Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:46:02.501Z",
        "first_listed_at": "2026-10-19T03:46:02.501Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:46:02.501Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 251
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:50:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:46:02.501Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.501Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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": "2026-10-19T03:46:02.501Z",
            "end": "2026-10-19T03:50:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_4827b89fd802685f",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_4827b89fd802685f"
      }
    },
    {
      "id": "cand_7bc904678c58165f",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/minio-and-redis-storage-stack",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:50:23.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates production-ready docker-compose files for multi-service stacks like MinIO and Redis.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:50:23.000Z"
      },
      "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": "redis-minio-stack-generator-minio-minio.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://redis-minio-stack-generator-minio-minio.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:51:05.814Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:51:05.814Z",
        "first_listed_at": "2026-10-19T03:51:05.814Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:51:05.814Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 232
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:55:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:51:05.814Z",
            "end": "2026-10-19T03:55:23.000Z",
            "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": "2026-10-19T03:51:05.814Z",
            "end": "2026-10-19T03:55:23.000Z",
            "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": "2026-10-19T03:51:05.814Z",
            "end": "2026-10-19T03:55:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_7bc904678c58165f",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_7bc904678c58165f"
      }
    },
    {
      "id": "cand_1b5ffd7fe2762ab5",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/minio-postgres-redis-stack-generator",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/3",
        "tree_version": "tree/3",
        "placed_at": "2026-10-18T08:50:05.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates a MinIO, Postgres and Redis Stack configuration.",
        "source": "automated",
        "method": "placement-ai/3",
        "written_at": "2026-10-18T08:50:05.000Z"
      },
      "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": "minio-postgres-redis-stack-generator.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://minio-postgres-redis-stack-generator.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:40:51.059Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:40:51.059Z",
        "first_listed_at": "2026-10-19T03:40:51.059Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:40:51.059Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 317
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:45:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:40:51.059Z",
            "end": "2026-10-19T03:45:23.000Z",
            "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": "2026-10-19T03:40:51.059Z",
            "end": "2026-10-19T03:45:23.000Z",
            "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": "2026-10-19T03:40:51.059Z",
            "end": "2026-10-19T03:45:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_1b5ffd7fe2762ab5",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_1b5ffd7fe2762ab5"
      }
    },
    {
      "id": "cand_0acd0e1ae426d6ac",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/multi-provider-schema-output-agent",
      "name_source": "registry",
      "branches": {
        "primary": "ai/language-models/model-apis",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T03:35:23.000Z"
      },
      "place": {
        "id": "ai/language-models/model-apis",
        "name": "Call a language model",
        "description": "Chat and text completions from one model or provider, including proxies, structured output and agent tasks."
      },
      "summary": {
        "text": "Turns a prompt and field schema into validated, typed JSON output.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T03:35:23.000Z"
      },
      "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": "instructor-litellm-6af681.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://instructor-litellm-6af681.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T03:36:16.029Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T03:36:16.029Z",
        "first_listed_at": "2026-10-19T03:36:16.029Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T03:36:16.029Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 340
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T03:40:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T03:36:16.029Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:16.029Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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": "2026-10-19T03:36:16.029Z",
            "end": "2026-10-19T03:40:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_0acd0e1ae426d6ac",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_0acd0e1ae426d6ac"
      }
    },
    {
      "id": "cand_c9a968b94190262b",
      "tier": "discovered",
      "type": "mcp_server",
      "name": "ai.getvda/mysql-redis-compose-generator",
      "name_source": "registry",
      "branches": {
        "primary": "compute/hosting/infrastructure-config",
        "secondary": [],
        "method_version": "placement-ai/6",
        "tree_version": "tree/3",
        "placed_at": "2026-10-19T04:05:23.000Z"
      },
      "place": {
        "id": "compute/hosting/infrastructure-config",
        "name": "Generate infrastructure configuration",
        "description": "Generate Docker Compose, service stack and Terraform configuration files."
      },
      "summary": {
        "text": "Generates a production-style docker-compose file for Postgres and Redis, with a matching .env.example.",
        "source": "automated",
        "method": "placement-ai/6",
        "written_at": "2026-10-19T04:05:23.000Z"
      },
      "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": "mysql-redis-compose-generator.getvda.ai",
      "provider": "getvda.ai",
      "url": "https://mysql-redis-compose-generator.getvda.ai/mcp",
      "method": "GET",
      "templated_url": false,
      "operator": null,
      "tags": [],
      "category": null,
      "price_usd": null,
      "price_source": null,
      "provider_endpoints": 202,
      "networks": [],
      "networks_source": "registry",
      "payment_protocols": [],
      "access": {
        "observed": {
          "requires": "none_asked",
          "how": [],
          "at": "2026-10-19T04:05:55.916Z",
          "method": "access/1"
        },
        "stated": null
      },
      "currency": null,
      "interface": null,
      "tools": {
        "names": [
          "invoke",
          "selftest"
        ],
        "count": 2,
        "current_since": "2026-10-19T04:05:55.916Z",
        "first_listed_at": "2026-10-19T04:05:55.916Z",
        "changes_30d": 0,
        "changes_90d": 0
      },
      "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": "2026-10-17T03:07:30.870Z",
        "monitoring_days": 4.4,
        "limited_evidence": true,
        "checks_30d": 3,
        "passed_30d": 3,
        "missed_30d": 0,
        "pass_rate": 1,
        "freshness": "fresh",
        "last_check": {
          "at": "2026-10-19T04:05:55.916Z",
          "result": "ok",
          "passed": true,
          "http_status": 200,
          "duration_ms": 235
        }
      },
      "response_times": {
        "method": "response-times/1",
        "operation": "mcp_handshake",
        "check_method": "mcp-handshake/1",
        "check_methods": [
          "mcp-handshake/1"
        ],
        "timeout_ms": 10000,
        "computed_at": "2026-10-19T04:10:23.000Z",
        "windows": [
          {
            "window": "24h",
            "start": "2026-10-19T04:05:55.916Z",
            "end": "2026-10-19T04:10:23.000Z",
            "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": "2026-10-19T04:05:55.916Z",
            "end": "2026-10-19T04:10:23.000Z",
            "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": "2026-10-19T04:05:55.916Z",
            "end": "2026-10-19T04:10:23.000Z",
            "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
          }
        ],
        "measured_from": "eastern North America"
      },
      "registry_usage": null,
      "payment_terms": null,
      "registry_listing": {
        "last_seen_at": "2026-10-21T08:07:50.685Z",
        "listed": true
      },
      "links": {
        "page": "https://agentservicedirectory.com/services/cand_c9a968b94190262b",
        "api": "https://agentservicedirectory.com/api/v1/services/cand_c9a968b94190262b"
      }
    }
  ]
}