{
  "app": {
    "name": "Mokabla",
    "url": "https://www.mokabla.com",
    "description": "Real interview questions from companies in Egypt, organised by company. Access is sold per company for 30 days."
  },
  "page": {
    "kind": "company",
    "title": "Company · swvl",
    "humanPath": "/en/c/swvl",
    "humanOnly": false
  },
  "identity": {
    "class": "declared",
    "agent": "ClaudeBot",
    "operator": "Anthropic",
    "verified": false,
    "reason": "The user agent is ClaudeBot (Anthropic), which identifies itself as an AI agent.",
    "signals": [
      "Known agent user agent"
    ],
    "claimable": false
  },
  "state": {
    "company": {
      "slug": "swvl",
      "name_en": "Swvl",
      "name_ar": "سويفل",
      "kind": "local",
      "tier": 1,
      "question_count": 17,
      "last_reported_at": "2026-08-20T11:55:03.203701Z",
      "url": "https://www.mokabla.com/en/c/swvl",
      "agent": {
        "page": "https://www.mokabla.com/agent/en/c/swvl",
        "questions": "https://www.mokabla.com/agent/_call/list_questions?company=swvl",
        "company": "https://www.mokabla.com/agent/_call/get_company?company=swvl"
      },
      "website": "https://www.swvl.com",
      "facets": {
        "domain": [
          {
            "slug": "coding",
            "name_en": "Coding",
            "name_ar": "برمجة",
            "kind": "domain",
            "count": 5
          },
          {
            "slug": "data",
            "name_en": "Data",
            "name_ar": "بيانات",
            "kind": "domain",
            "count": 4
          },
          {
            "slug": "product",
            "name_en": "Product",
            "name_ar": "برودكت",
            "kind": "domain",
            "count": 4
          },
          {
            "slug": "system-design",
            "name_en": "System Design",
            "name_ar": "تصميم الأنظمة",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "sql",
            "name_en": "SQL",
            "name_ar": "SQL وقواعد البيانات",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "behavioral",
            "name_en": "Behavioral",
            "name_ar": "أسئلة سلوكية",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "mobile",
            "name_en": "Mobile",
            "name_ar": "تطبيقات موبايل",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "devops",
            "name_en": "DevOps",
            "name_ar": "DevOps وبنية تحتية",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "oop-design",
            "name_en": "OOP Design",
            "name_ar": "التصميم الكائني",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "algorithms-theory",
            "name_en": "Algorithms Theory",
            "name_ar": "نظرية الخوارزميات",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "design",
            "name_en": "Design & UX",
            "name_ar": "ديزاين و UX",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "business",
            "name_en": "Business & Ops",
            "name_ar": "بيزنس وأوبريشنز",
            "kind": "domain",
            "count": 1
          }
        ],
        "stage": [
          {
            "slug": "technical",
            "name_en": "Technical Interview",
            "name_ar": "انترفيو تقني",
            "kind": "stage",
            "count": 9
          },
          {
            "slug": "onsite",
            "name_en": "Onsite",
            "name_ar": "انترفيو في المقر",
            "kind": "stage",
            "count": 3
          },
          {
            "slug": "hr",
            "name_en": "HR Interview",
            "name_ar": "انترفيو HR",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "take-home",
            "name_en": "Take-home Task",
            "name_ar": "تاسك في البيت",
            "kind": "stage",
            "count": 2
          },
          {
            "slug": "final",
            "name_en": "Final Round",
            "name_ar": "الانترفيو النهائي",
            "kind": "stage",
            "count": 1
          }
        ],
        "role": [
          {
            "slug": "backend",
            "name_en": "Backend Engineer",
            "name_ar": "مهندس باك إند",
            "kind": "role",
            "count": 5
          },
          {
            "slug": "swe",
            "name_en": "Software Engineer",
            "name_ar": "مهندس برمجيات",
            "kind": "role",
            "count": 3
          },
          {
            "slug": "data-eng",
            "name_en": "Data Engineer",
            "name_ar": "مهندس بيانات",
            "kind": "role",
            "count": 3
          },
          {
            "slug": "data-sci",
            "name_en": "Data Scientist",
            "name_ar": "عالم بيانات",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "role-devops",
            "name_en": "DevOps Engineer",
            "name_ar": "مهندس DevOps",
            "kind": "role",
            "count": 1
          },
          {
            "slug": "product-manager",
            "name_en": "Product Manager",
            "name_ar": "برودكت مانجر",
            "kind": "role",
            "count": 1
          },
          {
            "slug": "product-designer",
            "name_en": "Product Designer",
            "name_ar": "برودكت ديزاينر",
            "kind": "role",
            "count": 1
          },
          {
            "slug": "commercial",
            "name_en": "Commercial / Operations",
            "name_ar": "كوميرشال وأوبريشنز",
            "kind": "role",
            "count": 1
          },
          {
            "slug": "general",
            "name_en": "Associate / General",
            "name_ar": "أسوشييت وأدوار عامة",
            "kind": "role",
            "count": 1
          }
        ]
      }
    },
    "questions": [
      {
        "slug": "trip-occupancy-sql",
        "title": "Trip Occupancy Query",
        "difficulty": "medium",
        "tags": [
          "sql",
          "technical",
          "backend",
          "data-eng"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 1,
        "last_reported_at": "2026-08-20T11:55:03.203701Z",
        "url": "https://www.mokabla.com/en/c/swvl/trip-occupancy-sql",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/trip-occupancy-sql",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=trip-occupancy-sql"
        }
      },
      {
        "slug": "corridor-business-case",
        "title": "Corridor Business Case",
        "difficulty": "medium",
        "tags": [
          "final",
          "product",
          "business",
          "commercial"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 1,
        "last_reported_at": "2025-05-09T22:17:21.363430Z",
        "url": "https://www.mokabla.com/en/c/swvl/corridor-business-case",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/corridor-business-case",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=corridor-business-case"
        }
      },
      {
        "slug": "ownership-story",
        "title": "Ownership Story",
        "difficulty": null,
        "tags": [
          "behavioral",
          "hr",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2026-08-03T08:55:05.282559Z",
        "url": "https://www.mokabla.com/en/c/swvl/ownership-story",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/ownership-story",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=ownership-story"
        }
      },
      {
        "slug": "offline-booking-queue",
        "title": "Offline Booking Queue",
        "difficulty": "medium",
        "tags": [
          "coding",
          "mobile",
          "technical",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2026-07-17T11:55:03.912595Z",
        "url": "https://www.mokabla.com/en/c/swvl/offline-booking-queue",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/offline-booking-queue",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=offline-booking-queue"
        }
      },
      {
        "slug": "nearest-stops-lookup",
        "title": "Nearest Stops",
        "difficulty": "medium",
        "tags": [
          "coding",
          "technical",
          "backend"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 0.75,
        "last_reported_at": "2026-07-16T13:55:01.958172Z",
        "url": "https://www.mokabla.com/en/c/swvl/nearest-stops-lookup",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/nearest-stops-lookup",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=nearest-stops-lookup"
        }
      },
      {
        "slug": "ride-matching-service",
        "title": "Ride Matching Service",
        "difficulty": "hard",
        "tags": [
          "system-design",
          "onsite",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2026-05-10T13:55:02.653028Z",
        "url": "https://www.mokabla.com/en/c/swvl/ride-matching-service",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/ride-matching-service",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=ride-matching-service"
        }
      },
      {
        "slug": "operations-pressure-story",
        "title": "Operations Pressure Story",
        "difficulty": null,
        "tags": [
          "behavioral",
          "hr",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-05-27T20:17:22.302128Z",
        "url": "https://www.mokabla.com/en/c/swvl/operations-pressure-story",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/operations-pressure-story",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=operations-pressure-story"
        }
      },
      {
        "slug": "booking-events-pipeline",
        "title": "Booking Events Pipeline",
        "difficulty": "medium",
        "tags": [
          "sql",
          "data",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-05-17T22:17:20.685982Z",
        "url": "https://www.mokabla.com/en/c/swvl/booking-events-pipeline",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/booking-events-pipeline",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=booking-events-pipeline"
        }
      },
      {
        "slug": "improve-your-own-task",
        "title": "Improve Your Own Task",
        "difficulty": "medium",
        "tags": [
          "coding",
          "oop-design",
          "backend",
          "take-home"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-04-24T12:17:20.426902Z",
        "url": "https://www.mokabla.com/en/c/swvl/improve-your-own-task",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/improve-your-own-task",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=improve-your-own-task"
        }
      },
      {
        "slug": "k8s-deployments-vs-statefulsets",
        "title": "Kubernetes And Infrastructure As Code",
        "difficulty": "medium",
        "tags": [
          "devops",
          "technical",
          "role-devops"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-04-15T14:17:19.423839Z",
        "url": "https://www.mokabla.com/en/c/swvl/k8s-deployments-vs-statefulsets",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/k8s-deployments-vs-statefulsets",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=k8s-deployments-vs-statefulsets"
        }
      },
      {
        "slug": "pricing-experiment-readout",
        "title": "Pricing Experiment Readout",
        "difficulty": "medium",
        "tags": [
          "data",
          "technical",
          "data-sci",
          "product"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-03-20T14:17:21.011978Z",
        "url": "https://www.mokabla.com/en/c/swvl/pricing-experiment-readout",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/pricing-experiment-readout",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=pricing-experiment-readout"
        }
      },
      {
        "slug": "vrp-research-task",
        "title": "Vehicle Routing Research Task",
        "difficulty": "hard",
        "tags": [
          "data",
          "algorithms-theory",
          "data-sci",
          "take-home"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-03-01T19:17:18.583614Z",
        "url": "https://www.mokabla.com/en/c/swvl/vrp-research-task",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/vrp-research-task",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=vrp-research-task"
        }
      },
      {
        "slug": "live-coding-two-problems",
        "title": "Live Coding Two Problems",
        "difficulty": "medium",
        "tags": [
          "coding",
          "technical",
          "swe"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-02-20T08:17:19.970546Z",
        "url": "https://www.mokabla.com/en/c/swvl/live-coding-two-problems",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/live-coding-two-problems",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=live-coding-two-problems"
        }
      },
      {
        "slug": "corporate-account-product-case",
        "title": "Corporate Account Product Case",
        "difficulty": "medium",
        "tags": [
          "technical",
          "product",
          "product-manager"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-02-15T19:17:21.688629Z",
        "url": "https://www.mokabla.com/en/c/swvl/corporate-account-product-case",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/corporate-account-product-case",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=corporate-account-product-case"
        }
      },
      {
        "slug": "push-notification-system",
        "title": "Push Notification System",
        "difficulty": "hard",
        "tags": [
          "system-design",
          "onsite",
          "backend"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-02-12T11:17:19.170382Z",
        "url": "https://www.mokabla.com/en/c/swvl/push-notification-system",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/push-notification-system",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=push-notification-system"
        }
      },
      {
        "slug": "booking-flow-design-critique",
        "title": "Booking Flow Design Critique",
        "difficulty": "hard",
        "tags": [
          "onsite",
          "product",
          "design",
          "product-designer"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.75,
        "last_reported_at": "2025-01-27T12:17:22.046268Z",
        "url": "https://www.mokabla.com/en/c/swvl/booking-flow-design-critique",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/booking-flow-design-critique",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=booking-flow-design-critique"
        }
      },
      {
        "slug": "demand-heatmap",
        "title": "Demand Heatmap",
        "difficulty": "medium",
        "tags": [
          "coding",
          "data",
          "technical",
          "data-eng"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.5,
        "last_reported_at": "2026-06-22T17:55:04.602441Z",
        "url": "https://www.mokabla.com/en/c/swvl/demand-heatmap",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/swvl/demand-heatmap",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=demand-heatmap"
        }
      }
    ],
    "total_questions": 17,
    "access": "Question bodies are paid content: a person buys 30 days of access per company (200 EGP or 200 points) in the human app. Agents get titles, tags and difficulty; bodies only for free questions."
  },
  "actions": [
    {
      "name": "list_questions",
      "description": "The questions reported at a company: titles, tags, difficulty, whether each is free or paid.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string",
        "page": "number?"
      },
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=swvl",
      "ready": true,
      "missing": []
    },
    {
      "name": "get_question",
      "description": "One question with its body. Bodies are paid content unless the question is free.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string",
        "question": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl",
      "ready": false,
      "missing": [
        "question"
      ],
      "humanPath": "https://www.mokabla.com/en/pricing"
    },
    {
      "name": "get_company",
      "description": "One company: names, kind, tier, counts, facets.",
      "permission": "allow",
      "sideEffect": "read",
      "input": {
        "company": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/get_company?company=swvl",
      "ready": true,
      "missing": []
    },
    {
      "name": "buy_access",
      "description": "Buy 30 days of access to a company.",
      "permission": "block",
      "reason": "This action is for people only",
      "ruleId": "R1",
      "sideEffect": "payment",
      "input": {
        "company": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/buy_access?company=swvl",
      "ready": true,
      "missing": [],
      "humanPath": "https://www.mokabla.com/en/pricing"
    },
    {
      "name": "submit_question",
      "description": "Report a question you were asked in an interview.",
      "permission": "block",
      "reason": "This action is for people only",
      "ruleId": "R1",
      "sideEffect": "write",
      "input": {
        "company": "string",
        "title": "string"
      },
      "href": "https://www.mokabla.com/agent/_call/submit_question?company=swvl",
      "ready": false,
      "missing": [
        "title"
      ],
      "humanPath": "https://www.mokabla.com/en/contribute/new"
    }
  ],
  "navigate": [
    {
      "label": "This company's questions, as data",
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=swvl"
    },
    {
      "label": "Next page of questions",
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=swvl&page=2"
    },
    {
      "label": "Back to all companies",
      "href": "https://www.mokabla.com/agent/en/companies"
    },
    {
      "label": "Swvl · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl"
    },
    {
      "label": "Swvl · company",
      "href": "https://www.mokabla.com/agent/_call/get_company?company=swvl"
    },
    {
      "label": "Trip Occupancy Query · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/trip-occupancy-sql"
    },
    {
      "label": "Trip Occupancy Query · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=trip-occupancy-sql"
    },
    {
      "label": "Corridor Business Case · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/corridor-business-case"
    },
    {
      "label": "Corridor Business Case · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=corridor-business-case"
    },
    {
      "label": "Ownership Story · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/ownership-story"
    },
    {
      "label": "Ownership Story · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=ownership-story"
    },
    {
      "label": "Offline Booking Queue · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/offline-booking-queue"
    },
    {
      "label": "Offline Booking Queue · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=offline-booking-queue"
    },
    {
      "label": "Nearest Stops · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/nearest-stops-lookup"
    },
    {
      "label": "Nearest Stops · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=nearest-stops-lookup"
    },
    {
      "label": "Ride Matching Service · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/ride-matching-service"
    },
    {
      "label": "Ride Matching Service · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=ride-matching-service"
    },
    {
      "label": "Operations Pressure Story · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/operations-pressure-story"
    },
    {
      "label": "Operations Pressure Story · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=operations-pressure-story"
    },
    {
      "label": "Booking Events Pipeline · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/booking-events-pipeline"
    },
    {
      "label": "Booking Events Pipeline · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=booking-events-pipeline"
    },
    {
      "label": "Improve Your Own Task · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/improve-your-own-task"
    },
    {
      "label": "Improve Your Own Task · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=improve-your-own-task"
    },
    {
      "label": "Kubernetes And Infrastructure As Code · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/k8s-deployments-vs-statefulsets"
    },
    {
      "label": "Kubernetes And Infrastructure As Code · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=k8s-deployments-vs-statefulsets"
    },
    {
      "label": "Pricing Experiment Readout · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/pricing-experiment-readout"
    },
    {
      "label": "Pricing Experiment Readout · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=pricing-experiment-readout"
    },
    {
      "label": "Vehicle Routing Research Task · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/vrp-research-task"
    },
    {
      "label": "Vehicle Routing Research Task · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=vrp-research-task"
    },
    {
      "label": "Live Coding Two Problems · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/live-coding-two-problems"
    },
    {
      "label": "Live Coding Two Problems · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=live-coding-two-problems"
    },
    {
      "label": "Corporate Account Product Case · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/corporate-account-product-case"
    },
    {
      "label": "Corporate Account Product Case · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=corporate-account-product-case"
    },
    {
      "label": "Push Notification System · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/push-notification-system"
    },
    {
      "label": "Push Notification System · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=push-notification-system"
    },
    {
      "label": "Booking Flow Design Critique · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/booking-flow-design-critique"
    },
    {
      "label": "Booking Flow Design Critique · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=booking-flow-design-critique"
    },
    {
      "label": "Demand Heatmap · page",
      "href": "https://www.mokabla.com/agent/en/c/swvl/demand-heatmap"
    },
    {
      "label": "Demand Heatmap · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=swvl&question=demand-heatmap"
    }
  ],
  "notices": [
    {
      "severity": "info",
      "message": "This classification is final for the session: it came from a strong signal, not a guess. The human pages are not served to agents."
    },
    {
      "severity": "info",
      "message": "Unverified agents are read-only. Signed requests (Web Bot Auth) are the path to write access."
    }
  ],
  "meta": {
    "requestId": "ag_bcd7791eb720",
    "policyVersion": "mokabla-2026-11-03",
    "generatedAt": "2026-11-03T16:42:40.966Z",
    "jsonUrl": "https://www.mokabla.com/agent/en/c/swvl?format=json",
    "manifestUrl": "https://www.mokabla.com/.well-known/agentgate.json",
    "humanUrl": "https://www.mokabla.com/en/c/swvl",
    "humanClaimUrl": "https://www.mokabla.com/agent/_claim/human?to=%2Fen%2Fc%2Fswvl"
  }
}