{
  "api_status": "preview",
  "generated_at": "2026-11-12T23:09:59.804Z",
  "notes": [
    "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, slower when one host has more services than our per-host limit allows (schedule/3; see evidence.check_interval_rule).",
    "evidence counts cover the last 30 days and are as of the latest refresh. missed_30d counts scheduled checks that did not run.",
    "Results are computed at generated_at; the same query may be answered from that result for up to five minutes. Whether each service is in the directory is worked out every five minutes for services just checked or placed, and for every service each hour.",
    "For x402 endpoints a passing check means HTTP 402 with a valid payment challenge (discovered: on a mainnet network). It does not show that a paid call succeeds or returns useful results.",
    "registry_usage figures are the registry's own numbers, not our measurements. name is untrusted text when name_source is registry.",
    "networks_source tells you whether networks were observed in a live challenge, listed by the registry, or stated by the operator.",
    "tags describe purpose: our capability tags for reviewed entries, the registry's tags (sanitised, untrusted) for discovered ones. price_usd is the lowest price per call in US dollars: for discovered entries from the latest payment request the service's own server sent our check, else from the registry's payment terms (a known USD stablecoin either way); for reviewed entries from the operator's stated pricing (a claim, linked on the service page). price_source says which."
  ],
  "service": {
    "id": "cand_28f138a1f39bc3ed",
    "tier": "discovered",
    "type": "mcp_server",
    "name": "CouponLlama: Shopper-Rated Promo Codes",
    "name_source": "registry",
    "branches": {
      "primary": "commerce/products/deals-coupons",
      "secondary": [],
      "method_version": "placement-ai/7",
      "tree_version": "tree/3",
      "placed_at": "2026-11-11T04:15:29.881Z"
    },
    "place": {
      "id": "commerce/products/deals-coupons",
      "name": "Coupons, deals and cashback",
      "description": "Coupon and promo codes, deal feeds, cashback rates and referral discounts."
    },
    "summary": {
      "text": "Lists live promo codes for a store, with shopper votes on whether they worked.",
      "source": "automated",
      "method": "placement-ai/7",
      "written_at": "2026-11-11T04:15:29.881Z"
    },
    "package": null,
    "directory": {
      "in_directory": true,
      "method_version": "listing-criteria/6",
      "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": "couponllama.com",
    "provider": "couponllama.com",
    "url": "https://couponllama.com/mcp",
    "method": "GET",
    "templated_url": false,
    "operator": null,
    "tags": [],
    "category": null,
    "price_usd": null,
    "price_source": null,
    "provider_endpoints": 1,
    "networks": [],
    "networks_source": "registry",
    "payment_protocols": [],
    "access": {
      "observed": {
        "requires": "none_asked",
        "how": [],
        "at": "2026-11-12T02:15:35.668Z",
        "method": "access/1"
      },
      "stated": null
    },
    "currency": null,
    "interface": {
      "protocol": "mcp",
      "protocol_version": "2025-06-18",
      "features": [
        "tools"
      ],
      "transports": [
        "streamable-http"
      ],
      "input_modes": [],
      "output_modes": [],
      "skills": null,
      "source": "declared",
      "at": "2026-11-12T02:15:35.668Z",
      "method": "mcp-handshake/2"
    },
    "stated": null,
    "calls": {
      "source": "mcp_tools",
      "items": [
        {
          "call": "find_promo_codes",
          "params": [
            {
              "name": "store",
              "in": "arg",
              "type": "string",
              "required": true
            }
          ],
          "returns": null
        },
        {
          "call": "search_stores",
          "params": [
            {
              "name": "query",
              "in": "arg",
              "type": "string",
              "required": false
            },
            {
              "name": "category",
              "in": "arg",
              "type": "string",
              "required": false
            },
            {
              "name": "with_codes_only",
              "in": "arg",
              "type": "boolean",
              "required": false
            },
            {
              "name": "limit",
              "in": "arg",
              "type": "integer",
              "required": false
            }
          ],
          "returns": null
        },
        {
          "call": "list_categories",
          "params": [],
          "returns": null
        },
        {
          "call": "latest_promo_codes",
          "params": [
            {
              "name": "category",
              "in": "arg",
              "type": "string",
              "required": false
            },
            {
              "name": "limit",
              "in": "arg",
              "type": "integer",
              "required": false
            }
          ],
          "returns": null
        },
        {
          "call": "report_code_result",
          "params": [
            {
              "name": "code_id",
              "in": "arg",
              "type": "string",
              "required": true
            },
            {
              "name": "worked",
              "in": "arg",
              "type": "boolean",
              "required": true
            }
          ],
          "returns": null
        }
      ],
      "at": "2026-11-12T02:15:35.668Z",
      "method": "request-shape/2"
    },
    "calls_unknown": null,
    "tools": {
      "names": [
        "find_promo_codes",
        "latest_promo_codes",
        "list_categories",
        "report_code_result",
        "search_stores"
      ],
      "count": 5,
      "current_since": "2026-11-11T02:10:36.307Z",
      "first_listed_at": "2026-11-11T02:10:36.307Z",
      "changes_30d": 0,
      "changes_90d": 0
    },
    "payment_model": null,
    "mainnet": null,
    "evidence": {
      "operations": 1,
      "check_interval_hours": 24,
      "check_interval": "daily",
      "check_interval_rule": "Daily: 5 to 99 payers, and every new service until it has been probed 3 times.",
      "schedule_tier": "daily",
      "monitoring_since": "2026-11-11T02:07:48.114Z",
      "monitoring_days": 1.9,
      "limited_evidence": true,
      "checks_30d": 2,
      "passed_30d": 2,
      "missed_30d": 0,
      "pass_rate": 1,
      "freshness": "fresh",
      "last_check": {
        "at": "2026-11-12T02:15:35.668Z",
        "result": "ok",
        "passed": true,
        "http_status": 200,
        "duration_ms": 876
      }
    },
    "response_times": {
      "method": "response-times/1",
      "operation": "mcp_handshake",
      "check_method": "mcp-handshake/2",
      "check_methods": [
        "mcp-handshake/2"
      ],
      "timeout_ms": 10000,
      "computed_at": "2026-11-12T02:20:29.881Z",
      "windows": [
        {
          "window": "24h",
          "start": "2026-11-11T02:20:29.881Z",
          "end": "2026-11-12T02:20:29.881Z",
          "limited_history": false,
          "checks": 1,
          "timeouts": 0,
          "not_timed": 0,
          "median_ms": null,
          "p90_ms": null,
          "p95_ms": null,
          "p99_ms": null,
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          "slowest_ms": null,
          "slowest_at": null,
          "p95_to_median": null
        },
        {
          "window": "7d",
          "start": "2026-11-11T02:07:48.114Z",
          "end": "2026-11-12T02:20:29.881Z",
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        },
        {
          "window": "30d",
          "start": "2026-11-11T02:07:48.114Z",
          "end": "2026-11-12T02:20:29.881Z",
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        }
      ],
      "measured_from": "eastern North America"
    },
    "registry_usage": null,
    "payment_terms": null,
    "registry_listing": {
      "last_seen_at": "2026-11-11T12:07:48.811Z",
      "listed": true
    },
    "links": {
      "page": "https://agentservicedirectory.com/services/cand_28f138a1f39bc3ed",
      "api": "https://agentservicedirectory.com/api/v1/services/cand_28f138a1f39bc3ed"
    },
    "recent_probes": [
      {
        "observed_at": "2026-11-12T02:15:35.668Z",
        "result": "ok",
        "passed": true,
        "http_status": 200,
        "duration_ms": 876,
        "x402_valid": null,
        "mainnet": null,
        "x402_networks": [],
        "region": "cloudflare:EWR",
        "method_version": "mcp-handshake/2",
        "error_detail": null,
        "request_url": null
      },
      {
        "observed_at": "2026-11-11T02:10:36.307Z",
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        "x402_valid": null,
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        "x402_networks": [],
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        "method_version": "mcp-handshake/2",
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        "request_url": null
      }
    ],
    "address_variants": [],
    "service_links": [
      {
        "group": "stated",
        "kind": "website",
        "url": "https://couponllama.com/agents",
        "name": null,
        "section": null,
        "source": "mcp-registry",
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      },
      {
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        "name": null,
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        "source": "page_read",
        "read_at": "2026-11-12T00:20:29.881Z",
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      },
      {
        "group": "own",
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        "name": "MCP server overview",
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        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
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      },
      {
        "group": "own",
        "kind": "own",
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        "name": "Tool reference",
        "section": "For AI agents: MCP server",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/agents/claude",
        "name": "Set up in Claude",
        "section": "For AI agents: MCP server",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/agents/claude-code",
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        "section": "For AI agents: MCP server",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
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      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/agents/chatgpt",
        "name": "Set up in ChatGPT",
        "section": "For AI agents: MCP server",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/agents/cursor",
        "name": "Set up in Cursor",
        "section": "For AI agents: MCP server",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/agents/vs-code",
        "name": "Set up in VS Code (GitHub Copilot)",
        "section": "For AI agents: MCP server",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
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        "url": "https://couponllama.com/agents/codex",
        "name": "Set up in Codex",
        "section": "For AI agents: MCP server",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
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      {
        "group": "own",
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        "section": "For AI agents: MCP server",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
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      {
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        "section": "For AI agents: MCP server",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/kohls",
        "name": "Kohl's promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
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      {
        "group": "own",
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        "url": "https://couponllama.com/stores/bone-and-grey-bridal",
        "name": "Bone and Grey Bridal promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
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      {
        "group": "own",
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        "name": "GolfPod promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
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      {
        "group": "own",
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        "name": "Woodemon promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
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      {
        "group": "own",
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        "url": "https://couponllama.com/stores/lumibricks",
        "name": "Lumibricks promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
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        "group": "own",
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        "section": "Store pages",
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        "read_at": "2026-11-12T00:20:29.881Z",
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      {
        "group": "own",
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        "name": "Dragonhawktattoos EU promo codes",
        "section": "Store pages",
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        "read_at": "2026-11-12T00:20:29.881Z",
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      {
        "group": "own",
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        "name": "Vistaprint promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
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        "group": "own",
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        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/huega-house",
        "name": "Huega House promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/classcompanions",
        "name": "ClassCompanions promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
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        "url": "https://couponllama.com/stores/groove-golf",
        "name": "Groove Golf promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
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        "name": "Omnix Golf USA promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/superteeth",
        "name": "SuperTeeth promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
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        "url": "https://couponllama.com/stores/meema",
        "name": "Meema promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/giant-vapes",
        "name": "Giant Vapes promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/godivas-secret",
        "name": "Godiva's Secret promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/eagle-klaw",
        "name": "Eagle Klaw promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/comicskingdom",
        "name": "ComicsKingdom promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/via-nature",
        "name": "Via Nature promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/robinhood",
        "name": "Robinhood promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/the-rug-truck",
        "name": "The Rug Truck promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/banned-goods",
        "name": "BANNED GOODS promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/feralfungi",
        "name": "FeralFungi promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/power-gym-store",
        "name": "Power Gym Store promo codes",
        "section": "Store pages",
        "source": "llms_txt",
        "read_at": "2026-11-12T00:20:29.881Z",
        "templated": false
      },
      {
        "group": "own",
        "kind": "own",
        "url": "https://couponllama.com/stores/beefjerky-com",
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