{
  "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 · telecom-egypt",
    "humanPath": "/en/c/telecom-egypt",
    "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": "telecom-egypt",
      "name_en": "Telecom Egypt (WE)",
      "name_ar": "المصرية للاتصالات",
      "kind": "local",
      "tier": 2,
      "question_count": 11,
      "last_reported_at": "2026-09-16T20:39:11.357640Z",
      "url": "https://www.mokabla.com/en/c/telecom-egypt",
      "agent": {
        "page": "https://www.mokabla.com/agent/en/c/telecom-egypt",
        "questions": "https://www.mokabla.com/agent/_call/list_questions?company=telecom-egypt",
        "company": "https://www.mokabla.com/agent/_call/get_company?company=telecom-egypt"
      },
      "website": "https://te.eg",
      "facets": {
        "domain": [
          {
            "slug": "ml",
            "name_en": "Machine Learning",
            "name_ar": "تعلم الآلة",
            "kind": "domain",
            "count": 5
          },
          {
            "slug": "data",
            "name_en": "Data",
            "name_ar": "بيانات",
            "kind": "domain",
            "count": 4
          },
          {
            "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": "networking",
            "name_en": "Networking",
            "name_ar": "شبكات",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "fundamentals",
            "name_en": "CS Fundamentals",
            "name_ar": "أساسيات كمبيوتر ساينس",
            "kind": "domain",
            "count": 2
          },
          {
            "slug": "coding",
            "name_en": "Coding",
            "name_ar": "برمجة",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "devops",
            "name_en": "DevOps",
            "name_ar": "DevOps وبنية تحتية",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "business",
            "name_en": "Business & Ops",
            "name_ar": "بيزنس وأوبريشنز",
            "kind": "domain",
            "count": 1
          },
          {
            "slug": "aptitude",
            "name_en": "Aptitude & IQ",
            "name_ar": "أبتيتيود و IQ",
            "kind": "domain",
            "count": 1
          }
        ],
        "stage": [
          {
            "slug": "technical",
            "name_en": "Technical Interview",
            "name_ar": "انترفيو تقني",
            "kind": "stage",
            "count": 4
          },
          {
            "slug": "take-home",
            "name_en": "Take-home Task",
            "name_ar": "تاسك في البيت",
            "kind": "stage",
            "count": 3
          },
          {
            "slug": "oa",
            "name_en": "Online Assessment",
            "name_ar": "اختبار أونلاين",
            "kind": "stage",
            "count": 1
          },
          {
            "slug": "onsite",
            "name_en": "Onsite",
            "name_ar": "انترفيو في المقر",
            "kind": "stage",
            "count": 1
          },
          {
            "slug": "hr",
            "name_en": "HR Interview",
            "name_ar": "انترفيو HR",
            "kind": "stage",
            "count": 1
          },
          {
            "slug": "final",
            "name_en": "Final Round",
            "name_ar": "الانترفيو النهائي",
            "kind": "stage",
            "count": 1
          }
        ],
        "role": [
          {
            "slug": "data-sci",
            "name_en": "Data Scientist",
            "name_ar": "عالم بيانات",
            "kind": "role",
            "count": 3
          },
          {
            "slug": "swe",
            "name_en": "Software Engineer",
            "name_ar": "مهندس برمجيات",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "intern",
            "name_en": "Intern",
            "name_ar": "متدرب",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "backend",
            "name_en": "Backend Engineer",
            "name_ar": "مهندس باك إند",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "role-ml",
            "name_en": "ML Engineer",
            "name_ar": "مهندس تعلم آلة",
            "kind": "role",
            "count": 2
          },
          {
            "slug": "data-eng",
            "name_en": "Data Engineer",
            "name_ar": "مهندس بيانات",
            "kind": "role",
            "count": 1
          },
          {
            "slug": "general",
            "name_en": "Associate / General",
            "name_ar": "أسوشييت وأدوار عامة",
            "kind": "role",
            "count": 1
          }
        ]
      }
    },
    "questions": [
      {
        "slug": "intelligent-assistant-rag-case-study",
        "title": "Intelligent Assistant RAG Case Study",
        "difficulty": "hard",
        "tags": [
          "data",
          "ml",
          "role-ml",
          "take-home"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 1,
        "last_reported_at": "2026-09-01T17:39:10.559648Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/intelligent-assistant-rag-case-study",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/intelligent-assistant-rag-case-study",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=intelligent-assistant-rag-case-study"
        }
      },
      {
        "slug": "ml-and-data-technical-basics",
        "title": "ML and Data Technical Basics",
        "difficulty": "easy",
        "tags": [
          "data",
          "ml",
          "technical",
          "intern",
          "data-sci",
          "role-ml"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.667,
        "last_reported_at": "2026-08-20T18:39:11.701513Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/ml-and-data-technical-basics",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/ml-and-data-technical-basics",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=ml-and-data-technical-basics"
        }
      },
      {
        "slug": "data-ai-program-project-series",
        "title": "Data and AI Program Project Series",
        "difficulty": "medium",
        "tags": [
          "data",
          "ml",
          "intern",
          "data-sci",
          "take-home"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.667,
        "last_reported_at": "2026-08-09T15:39:11.110301Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/data-ai-program-project-series",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/data-ai-program-project-series",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=data-ai-program-project-series"
        }
      },
      {
        "slug": "department-committee-interview",
        "title": "Department Committee Interview",
        "difficulty": "easy",
        "tags": [
          "behavioral",
          "final",
          "general"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.667,
        "last_reported_at": "2026-02-13T15:39:11.977120Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/department-committee-interview",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/department-committee-interview",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=department-committee-interview"
        }
      },
      {
        "slug": "vas-engineer-network-scenarios",
        "title": "VAS Engineer Network Scenarios",
        "difficulty": "medium",
        "tags": [
          "devops",
          "networking",
          "technical"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2026-09-16T20:39:11.357640Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/vas-engineer-network-scenarios",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/vas-engineer-network-scenarios",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=vas-engineer-network-scenarios"
        }
      },
      {
        "slug": "salesforce-developer-delivery-interview",
        "title": "Salesforce Developer Delivery Interview",
        "difficulty": "medium",
        "tags": [
          "technical",
          "swe",
          "fundamentals",
          "business"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2026-06-27T16:39:12.237296Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/salesforce-developer-delivery-interview",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/salesforce-developer-delivery-interview",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=salesforce-developer-delivery-interview"
        }
      },
      {
        "slug": "bi-practical-assessment",
        "title": "BI Practical Assessment",
        "difficulty": "hard",
        "tags": [
          "sql",
          "data",
          "ml",
          "data-eng",
          "take-home"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2025-05-21T12:39:10.063696Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/bi-practical-assessment",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/bi-practical-assessment",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=bi-practical-assessment"
        }
      },
      {
        "slug": "hr-salary-expectations",
        "title": "HR Interview",
        "difficulty": "easy",
        "tags": [
          "behavioral",
          "hr",
          "swe",
          "backend"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 0.333,
        "last_reported_at": "2025-03-05T11:14:14.875738Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/hr-salary-expectations",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/hr-salary-expectations",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=hr-salary-expectations"
        }
      },
      {
        "slug": "dotnet-written-exam",
        "title": ".NET Developer Written Exam",
        "difficulty": "medium",
        "tags": [
          "coding",
          "sql",
          "oa",
          "backend",
          "fundamentals"
        ],
        "is_free": true,
        "locked": false,
        "frequency": 0.333,
        "last_reported_at": "2025-03-03T15:14:14.239440Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/dotnet-written-exam",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/dotnet-written-exam",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=dotnet-written-exam"
        }
      },
      {
        "slug": "communication-engineer-screening",
        "title": "Communication Engineer Screening",
        "difficulty": "medium",
        "tags": [
          "networking",
          "technical",
          "aptitude"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0.333,
        "last_reported_at": "2025-02-10T19:14:15.436948Z",
        "url": "https://www.mokabla.com/en/c/telecom-egypt/communication-engineer-screening",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/communication-engineer-screening",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=communication-engineer-screening"
        }
      },
      {
        "slug": "transformers",
        "title": "Transformers",
        "difficulty": "easy",
        "tags": [
          "ml",
          "onsite",
          "data-sci"
        ],
        "is_free": false,
        "locked": true,
        "frequency": 0,
        "last_reported_at": null,
        "url": "https://www.mokabla.com/en/c/telecom-egypt/transformers",
        "agent": {
          "page": "https://www.mokabla.com/agent/en/c/telecom-egypt/transformers",
          "question": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=transformers"
        }
      }
    ],
    "total_questions": 11,
    "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=telecom-egypt",
      "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=telecom-egypt",
      "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=telecom-egypt",
      "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=telecom-egypt",
      "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=telecom-egypt",
      "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=telecom-egypt"
    },
    {
      "label": "Next page of questions",
      "href": "https://www.mokabla.com/agent/_call/list_questions?company=telecom-egypt&page=2"
    },
    {
      "label": "Back to all companies",
      "href": "https://www.mokabla.com/agent/en/companies"
    },
    {
      "label": "Telecom Egypt (WE) · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt"
    },
    {
      "label": "Telecom Egypt (WE) · company",
      "href": "https://www.mokabla.com/agent/_call/get_company?company=telecom-egypt"
    },
    {
      "label": "Intelligent Assistant RAG Case Study · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/intelligent-assistant-rag-case-study"
    },
    {
      "label": "Intelligent Assistant RAG Case Study · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=intelligent-assistant-rag-case-study"
    },
    {
      "label": "ML and Data Technical Basics · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/ml-and-data-technical-basics"
    },
    {
      "label": "ML and Data Technical Basics · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=ml-and-data-technical-basics"
    },
    {
      "label": "Data and AI Program Project Series · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/data-ai-program-project-series"
    },
    {
      "label": "Data and AI Program Project Series · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=data-ai-program-project-series"
    },
    {
      "label": "Department Committee Interview · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/department-committee-interview"
    },
    {
      "label": "Department Committee Interview · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=department-committee-interview"
    },
    {
      "label": "VAS Engineer Network Scenarios · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/vas-engineer-network-scenarios"
    },
    {
      "label": "VAS Engineer Network Scenarios · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=vas-engineer-network-scenarios"
    },
    {
      "label": "Salesforce Developer Delivery Interview · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/salesforce-developer-delivery-interview"
    },
    {
      "label": "Salesforce Developer Delivery Interview · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=salesforce-developer-delivery-interview"
    },
    {
      "label": "BI Practical Assessment · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/bi-practical-assessment"
    },
    {
      "label": "BI Practical Assessment · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=bi-practical-assessment"
    },
    {
      "label": "HR Interview · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/hr-salary-expectations"
    },
    {
      "label": "HR Interview · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=hr-salary-expectations"
    },
    {
      "label": ".NET Developer Written Exam · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/dotnet-written-exam"
    },
    {
      "label": ".NET Developer Written Exam · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=dotnet-written-exam"
    },
    {
      "label": "Communication Engineer Screening · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/communication-engineer-screening"
    },
    {
      "label": "Communication Engineer Screening · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=communication-engineer-screening"
    },
    {
      "label": "Transformers · page",
      "href": "https://www.mokabla.com/agent/en/c/telecom-egypt/transformers"
    },
    {
      "label": "Transformers · question",
      "href": "https://www.mokabla.com/agent/_call/get_question?company=telecom-egypt&question=transformers"
    }
  ],
  "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_f308e3658655",
    "policyVersion": "mokabla-2026-11-03",
    "generatedAt": "2026-11-03T16:48:00.898Z",
    "jsonUrl": "https://www.mokabla.com/agent/en/c/telecom-egypt?format=json",
    "manifestUrl": "https://www.mokabla.com/.well-known/agentgate.json",
    "humanUrl": "https://www.mokabla.com/en/c/telecom-egypt",
    "humanClaimUrl": "https://www.mokabla.com/agent/_claim/human?to=%2Fen%2Fc%2Ftelecom-egypt"
  }
}