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No-code автоматизация бизнес-процессов Битрикс24 с AI-агентами

Привет, меня зовут Степан Золотухин, я разработчик в Битрикс24. На нашей платформе часть работы строится вокруг бизнес-процессов. Это сценарии, которые система выполняет автоматически по заданным правилам: согласование счетов, обновление статуса сделки, запрос на покупку оборудования.

Обычно такие процессы состоят из набора шагов, условий и действий. В статье разберём, как AI-агенты могут автоматизировать создание таких бизнес-процессов, их настройку через граф нодов-узлов и некоторые технические подробности реализации.

0. Почему нужен AI-агент, а не «ещё один чат»

AI-чаты умеют отвечать на вопросы, но бизнес-процессы решают другую задачу: автоматизировать рутинные вещи, где нужно учитывать общий контекст и принимать решения. Например, выяснить, кто из команды сейчас свободен, и назначить задачу ему. Или проверить просроченные сделки и написать ответственным.

Это сложные сценарии из нескольких шагов. При этом шаги нужно настраивать в зависимости от специфики процессов конкретного бизнеса:

dcb71414f182570ea72bbbd6e5b2e63d.png

Для автоматизации таких процессов AI должен не просто отвечать на вопросы, а работать внутри: нейросети нужно понимание общей ситуации, уметь запускаться в ответ на определённые события, вызывать необходимые инструменты и записывать результат обратно в систему. В Битрикс24 реализован именно такой сценарий.

Применительно к системе Битрикс24 «AI-агент» — это шаблон бизнес-процесса, в котором рядом со стандартными узлами (триггеры, условия, циклы, отправка сообщений) живёт AI-узел. Список инструментов, которые этому AI разрешены, объявляется прямо в графе отдельными декларативными узлами на стандарте MCP (Model Context Protocol).

В статье разберём, как это устроено: как лежит шаблон, как устроен граф нод и портов, какие типы нод есть, как работает AI-узел и как к нему «прицепляется» набор разрешённых инструментов без единой строчки кода.

I. Что имеем

В интерфейсе продукта появляется раздел раздел «AI-агенты», список предустановленных Битрикс24 шаблонов, кнопка «Запустить».

da566d2ddf0592bfdd06d39febd34b41.png

Сейчас по умолчанию доступны три агента:

  • Агент для базы знаний — отвечает сотрудникам в чате на вопросы по загруженным документам. Его разберём подробно.

  • Агент для тестирования сотрудников — сам формирует тесты по заданной теме, проводит их в чате, считает баллы, отправляет результат руководителю.

  • Агент для управления проектами — мониторит задачи проекта, триггерится на приближение сроков, отпуска и больничные, подсказывает менеджеру, кому что поручить.

Каждый агент — это папка в bizproc/nodes/AI_AGENT/ с template.json, файлом установщика и языковыми строками. Шаблоны периодически синхронизируются с базой данных — например, при открытии раздела агентов или по фоновому расписанию. За это отвечает метод NodesInstallerService::trySyncSection('AI_AGENT').

Все примеры кода в статье будут на примере Агента для поиска по базе знаний.

Ноды, или узлы, построены на базе действий движка бизнес-процессов. Это классический движок выражений BizProc, которому много лет. Мы его не переизобретали, просто AI-узлы им пользуются наравне с любым другим узлом.

II. Анатомия шаблона

Снаружи AI-агент выглядит как обычный помощник в интерфейсе. Внутри он хранится как специальный шаблон бизнес-процесса: набор узлов, связей и настроек. Рассказываю, как как агент устроен технически и как система хранит его структуру в JSON.

II. 1. Что такое шаблон агента

Любой AI-агент в системе — это не отдельная технология, а обычный шаблон бизнес-процесса с описанием всех шагов и связей между ними. Что хранит шаблон:

  • Какие действия должен выполнять агент.

  • В каком порядке.

  • Какие данные передавать между шагами.

  • Как всё отображается в визуальном редакторе.

Внутри движка бизнес-процессов этот шаблон хранится в базе данных и представляет собой JSON-граф из узлов и связей между ними. В корне структуры находятся две основные части:

  • Children — массив всех узлов графа;

  • Properties.Links — массив связей между узлами.

Каждый узел несёт две параллельные структуры:

  • Properties: что узел делает — параметры исполнения.

  • Node: как узел выглядит — позиция на канвасе, порты, иконка, цвет.

Вот так выглядит одно из действий в AI-узле из RAG-бота:

{
   "actionId": "AiAssistantAgentActivity",
   "rawActivityData": null,
   "activityData": {
       "Name": "A6300_4262_5650_2290",
       "Type": "AiAssistantAgentActivity",
       "Activated": "Y",
       "Properties": {
           "mcpUser": "{=A4779_5099_8251_9257:SenderId}",
           "query": "###BIZPROC_NODES_BITRIX_AI_PROJECT_PULSE_QUERY_2###",
           "systemPrompt": "###BIZPROC_NODES_BITRIX_AI_PROJECT_PULSE_SYSTEMPROMPT_2###",
           "returnType": "text",
           "jsonSchema": "",
           "jsonPath": null,
           "usePseudonymizer": "Y",
           "Title": "###BIZPROC_NODES_BITRIX_AI_PROJECT_PULSE_TITLE_9###"
       },
       "ReturnProperties": [
           {
               "Id": "aiResult",
               "Type": "string",
               "BaseType": null,
               "Name": "###BIZPROC_NODES_BITRIX_AI_PROJECT_PULSE_NAME_4###",
               "Description": null,
               "Multiple": false,
               "Required": false,
               "Options": null,
               "Settings": null,
               "Default": null
           },
           {
               "Id": "errorMessage",
               "Type": "string",
               "BaseType": null,
               "Name": "###BIZPROC_NODES_BITRIX_AI_PROJECT_PULSE_NAME_7###",
               "Description": null,
               "Multiple": false,
               "Required": false,
               "Options": null,
               "Settings": null,
               "Default": null
           },
       ],
       "Document": null
   },
   "document": null
}

Два соглашения, которые мы встретим везде:

  1. Идентификатор узла — случайная строка формата A<dddd>_<dddd>_<dddd>_<dddd>.
    Идентификатор используется и как Name (runtime-имя узла, к которому обращаются выражения), и как id в визуальной части.

  2. Ссылки на значения других узлов — выражения {=NodeName:Field}. Здесь видно:

    1. query берётся из поля Message узла-триггера A9700_...;

    2. mcpUser — из его же SenderId.

II.2. Граф: узлы соединяются портами

Внутри агент устроен как граф: отдельные блоки соединяются между собой линиями и передают управление друг другу. Это похоже на визуальное программирование: один блок запускает процесс, другой вызывает AI, третий отправляет сообщение.

eaae972866bde6359a0a3ef774ca45c2.png

Порты определяют, как именно узлы связаны между собой и какие данные или ресурсы передаются дальше.

Связи в Links -- это связь вида [откуда, куда], где «откуда/куда» - это строки формата NodeName:portId:

"Links": [
    ["A4791_5036_6881_3286:o0", "A7649_2965_8496_3775:i0"],
    ["A7649_2965_8496_3775:o0", "A7426_4464_6102_9845:i0"],
    ["A6799_3346_2347_2123:o0", "A5172_6770_9062_4959:i0"]
]

Портов у узла может быть много, всё зависит от сценария, который мы хотим закрыть. Как пример — AI-узел, чей JSON мы видели выше. В нём могут быть порты следующего вида:

  • i0 — стандартный вход слева, сюда управление приходит.

  • o0 — основной выход справа, отсюда процесс идёт дальше.

  • a0 (aux) — нижний порт, сюда подключаются инструменты и источники данных: MCP-узлы с наборами инструментов и RAG-источники.

Выглядит это так:

580d5251b27fa82d53c8e0796593bfc2.png

Горизонтальная ось — поток управления: «Прошли шаг, пошли дальше».

Вертикальная ось вниз — объявление ресурсов, где указаны инструменты и источники контекста, разрешённые конкретному AI-узлу. Получается, что процесс читается «слева направо», а каждая AI-нода «сверху вниз» оборудована своим набором доступного.

Часть узлов имеет дополнительные выходы, например o1 для альтернативной ветки условия — но базовый набор везде один, и именно с ним мы будем иметь дело дальше.

II.3. Типы узлов

Разные узлы в имеют разное назначение. Одни запускают процесс, другие выполняют действия, третьи работают как инструменты или служебные элементы. Системе нужно знать типа узла для двух вещей:

  • Понимать, как выполнять этот блок.

  • Правильно отображать его в визуальном редакторе.

Внутри движка типы узлов описаны отдельным PHP enum-классом ActivityNodeType, где перечислены все поддерживаемые типы узлов:

enum ActivityNodeType: string
{
    case COMPLEX   = 'complex';    // составные конструкции с вложенным телом -- условия и т. п.
    case SIMPLE    = 'simple';     // обычное одношаговое действие
    case TRIGGER   = 'trigger';    // запускает процесс по событию
    case FRAME     = 'frame';
    case TOOL      = 'tool';
    case SERVICE   = 'service';    // системные узлы: storage, утилиты
    case OPERATORS = 'operators';
}

Типы определяют и поведение рантайма, и визуал: движок понимает, как обходить составной узел, а редактор — как его рисовать.

Сами узлы декларируются .description.php-файлом рядом с классом действий. Так узел записи в хранилище объявляет и свою категорию, и цвет, и иконку:

use Bitrix\Bizproc\Activity\ActivityDescription;
use Bitrix\Bizproc\Activity\Enum\{ActivityColorIndex, ActivityGroup, ActivityNodeType};
use Bitrix\Ui\Public\Enum\IconSet\Outline;

(new ActivityDescription(
    name: Loc::getMessage('BIZPROC_WRITE_DATA_ACTIVITY_NAME'),
    description: Loc::getMessage('BIZPROC_WRITE_DATA_ACTIVITY_DESCRIPTION'),
    type: [ ActivityType::NODE->value ],
))
    ->setClass('WriteDataStorageActivity')
    ->setNodeType(ActivityNodeType::SERVICE->value)
    ->setGroups([ ActivityGroup::STORAGE->value ])
    ->setColorIndex(ActivityColorIndex::CYAN->value)
    ->setIcon(Outline::PLUS_M->name)
    ->toArray();

Ничего сложного — плоский декларативный конфиг: категория (куда в sidebar), цвет, иконка, класс-исполнитель.

II.4. Язык выражений

Бизнес-процессу нужно передавать данные между шагами: например, взять текст сообщения пользователя и отправить его в AI. Для этого используется язык выражений BizProc — специальный синтаксис, который позволяет обращаться к данным других узлов и выполнять простые вычисления прямо внутри процесса.

Параметры узла могут ссылаться на результаты предыдущих шагов. Синтаксис двухуровневый:

  • {=NodeName:Field} — ссылка на значение поля другого узла. Пример из RAG-бота: {=A9700_4393_6634_9720:Message} — «возьми поле Message у триггера».

  • {{=func(...)}} — вычисляемое выражение с использованием встроенных функций (dateadd, арифметика, работа со строками и т. п.).

III. AI-слой внутри процесса

До этого речь шла о обычной инфраструктуре бизнес-процессов. В этой части рассказываю про AI-часть системы — то, что превращает обычный бизнес-процесс в AI-агента.

III.1. AI-узел — узел, который зовёт LLM

AI-узел — центральная единица AI-агента. Именно он отправляет запрос в языковую модель и получает ответ. AI может возвращать не только текст, но и структурированные данные в JSON-формате. В базовом виде схема такая: «отправить промпт — получить ответ — положить в переменную».

Сначала посмотрим на фрагмент реального конфига AI-узла из RAG-бота, потом разберём его:

{
   "Name": "A9427_8490_1947_9553",
   "Type": "AiAssistantAgentActivity",
   "Activated": "Y",
   "Properties": {
       "mcpUser": "{=A9700_4393_6634_9720:SenderId}",
       "query": "{=A9700_4393_6634_9720:Message}",
       "systemPrompt": "###BIZPROC_AI_AGENT_RAGCHATBOT_SYSTEMPROMPT_1###",
       "returnType": "json",
       "jsonSchema": "{\n  \"type\": \"object\",\n  \"properties\": {\n    \"chatAnswer\": {\n      \"type\": \"string\",\n      \"description\": \"Human readeable answer\"\n    },\n    \"isKnowledgeBaseHasAnswer\": {\n      \"type\": \"boolean\",\n      \"description\": \"Is knowledge base has information for user request?\"\n    }\n  },\n  \"required\": [\n    \"chatAnswer\",\"isKnowledgeBaseHasAnswer\"\n  ]\n}",
       "jsonPath": {
           "chatAnswer": {
               "Id": "chatAnswer",
               "Type": "json",
               "BaseType": "string",
               "Name": "JSON:chatAnswer",
               "Description": null,
               "Multiple": false,
               "Required": false,
               "Options": null,
               "Settings": null,
               "Default": null
           },
           "isKnowledgeBaseHasAnswer": {
               "Id": "isKnowledgeBaseHasAnswer",
               "Type": "json",
               "BaseType": "bool",
               "Name": "JSON:isKnowledgeBaseHasAnswer",
               "Description": null,
               "Multiple": false,
               "Required": false,
               "Options": null,
               "Settings": null,
               "Default": null
           }
       },
       "usePseudonymizer": "Y",
       "Title": "###BIZPROC_AI_AGENT_RAGCHATBOT_TITLE_2###",
       "EditorComment": ""
   }

Что здесь за параметры:

  • query — пользовательский запрос. Обычно — выражение, подтягивающее текст из триггера или предыдущего узла.

  • systemPrompt — системная часть промпта. Как правило, локализуемая строка.

  • returnType — text или json.

  • jsonSchema — JSON-Schema ожидаемого ответа, когда returnType = json.

В примере хорошо видна типизированная отдача. AI не просто возвращает текст, он возвращает структурированный объект по схеме. В примере AI обязан вернуть объект с двумя полями:

  • chatAnswer — готовый ответ сотруднику;

  • isKnowledgeBaseHasAnswer — логическое значение true/false, нашлась ли информация в базе знаний.

Это важно, потому что дальше бизнес-процесс работает уже не с произвольным текстом AI, а с понятными структурированными данными. Например, если isKnowledgeBaseHasAnswer = true, то отправляем ответ сотруднику. Если false, то честно сообщаем, что информации в базе нет.

То есть процесс принимает решения не по тексту ответа модели, а по отдельным полям JSON-структуры. Это надёжнее и проще, чем пытаться разбирать обычный текст через regex или другие эвристики.

III.2. Контроль инструментов через MCP-узлы

Сам по себе AI умеет только генерировать текст. Чтобы он мог создавать задачи, читать CRM, отправлять сообщения или работать с внешними сервисами, ему нужны инструменты. Но делать это нужно под контролем — не «агенту доступен весь CRM», а «агенту в этой точке процесса разрешено только обновить этап сделки и оставить комментарий в задаче».

Для этого в системе есть два специальных типа узлов, которые ставятся в граф рядом с AI-узлом. Они ничего не выполняют сами — их работа декларативная: объявить агенту набор разрешённых инструментов, которыми он может воспользоваться на этом шаге процесса.

Internal MCP-узел — инструменты из модулей Битрикс24

Первый тип узла — «внутренние» инструменты. Внутренние MCP-узлы дают AI доступ к функциям самого Битрикс24: CRM, задачам, чатам и другим модулям.

Идея простая: каждый модуль Битрикс24, готовый отдавать какие-то свои операции наружу как MCP-инструменты, регистрирует их в общем реестре. CRM предоставляет операции над сделками, лидами и контактами; модуль задач — создание и апдейт задач; мессенджер — отправку сообщений.

У самого узла в настройках два ключевых поля:

  • Модуль — какой источник инструментов подключаем: CRM, задачи, чаты;

  • Список функций — конкретные операции этого модуля, которые разрешаем агенту.

Когда пользователь открывает настройки такого узла в конструкторе, он видит дерево вида «модуль → список доступных функций с описаниями» и ставит галочки напротив нужных. Выбранное сохраняется в свойствах узла, и именно этот список определит, что будет доступно AI-узлу, к которому этот MCP-узел прицеплен.

50e4dfe1d1a841e382728c9f2e926787.png

Иконка в канвасе подбирается автоматически по модулю — CRM-узел с иконкой CRM, задачи с иконкой задач, мессенджер с иконкой чатов. Взгляд на канвас сразу даёт картину: к какой части системы какой агент прицеплен.

External MCP-узел — подключение внешних серверов

Второй тип узла — «внешние» инструменты. AI-агент может работать не только с Битрикс24, но и с внешними системами: 1С, Gmail, собственными сервисами компании.

Концептуально всё то же самое, только источник — не внутренний модуль, а зарегистрированный в системе внешний MCP-сервер: специальный мост между AI и сторонним сервисом. Пример: MCP-сервер почты умеет читать письма и отправлять сообщения. И AI-узел будет ходить не напрямую в почту, а работать через промежуточный слой сервера.

Любой совместимый MCP-сервер (в сторонней системе, у партнёра, собственной разработки) можно зарегистрировать с нужным типом авторизации (OAuth, API Key, Basic) и затем прицепить к процессу как узел. AI-агенту, к которому подключён этот узел, становятся доступны функции этого внешнего сервера.

Отдельная важная деталь: в каталоге подключенных серверов внутри Битрикс24 есть флажок «разрешён для агентов». Можно держать в системе общий список MCP-серверов для разных сценариев и отдельно выделять, какие из них пригодны именно для использования внутри агентов. Маленькая, но нужная граница — не каждый внешний сервис, удобный как инструмент в ручном режиме, безопасно отдавать на автономное использование LLM.

Как AI видит подключённые инструменты

Когда к AI-узлу подключают MCP-инструменты, модель получает описание доступных функций и сама решает, какие использовать.

Визуально MCP-узел кладётся рядом с AI-узлом и подключается снизу. Связь идёт не через основные входы/выходы управления, а через нижний aux-порт (a0), который мы упоминали в разделе про графы. Через него же к AI-узлу подключаются RAG-источники — любая «зависимость» агента прицепляется единообразно. На уровне Links это выглядит так:

["A6799_3346_2347_2123:a0", "A9610_6597_9992_4868:t0"]

a0 — aux-выход AI-узла, t0 — tool-вход MCP-узла. Это и есть указание: «AI-узел, прицепи себе вот этот набор инструментов».

Плюс: в одном процессе к одному AI можно подключить несколько MCP-узлов, например CRM и отдельно задачи. Каждый из узлов подключается со своим белым списком функций.

На исполнении это превращается в стандартный MCP tool-calling: AI-узлу передаётся набор деклараций доступных функций, LLM решает, какую звать, MCP-транспорт отрабатывает вызов, результат возвращается в LLM, итоговый ответ — в переменную процесса.

Пример: пользователь пишет: «Назначь задачу Иванову проверить договор». После этого происходит примерно такой сценарий:

  1. Модель понимает, что ответ текстом тут бесполезен.

  2. Но при этом есть подходящий механизм по созданию задач create_task.

  3. Модель создаёт вызов, который уходит в MCP-транспорт.

  4. MCP-транспорт получает вызов и обращается к таск-трекеру.

  5. В трекере создаётся задача.

  6. MCP-транспорт возвращает результат модели.

Главный практический смысл всей этой конструкции — no-code-контроль AI прямо внутри процесса:

  • Не нужно трогать код, чтобы дать агенту доступ к новому инструменту.

  • На каждом шаге свой набор разрешённого — агент в одной ветке может обновлять сделки, а в другой только читать задачи.

  • Это естественный слой безопасности: мы не полагаемся на добросовестность LLM, мы буквально перечисляем, что ей доступно.

III.3. RAG как источник контекста

Обычная языковая модель не знает внутренние документы компании. Чтобы AI мог отвечать по корпоративной информации, нужен RAG-подход.

В RAG-боте база знаний подключается отдельным типом поля — rag_knowledge_base. Вот как она декларируется в CONSTANTS шаблона:

"SetupTemplateActivity_Z15YXPjTOs": {
    "Name":        "###BIZPROC_AI_AGENT_RAGCHATBOT_NAME_4###",
    "Description": "###BIZPROC_AI_AGENT_RAGCHATBOT_DESCRIPTION_2###",
    "Type":        "rag_knowledge_base",
    "Required":    0,
    "Multiple":    0
}

При установке агента пользователю показывается мастер, в котором он выбирает или создаёт базу знаний. Выбранный uid подставляется в процесс как константа.

71f1965b2679449c05dd2df9c1e87286.pngb0332cc26896f9b6428e1f339099bb87.png

С точки зрения AI-узла — это просто ещё один источник контекста, который автоматически подмешивается в LLM при обработке запроса. Для сотрудника, пишущего в чат, это прозрачно: он спрашивает — агент отвечает по корпоративным документам.

IV. Конструктор процессов

Всё вышеописанное пользователь видит как визуальный конструктор процессов. Это no-code редактор, где бизнес-процесс собирается из блоков на бесконечном холсте.

Визуальный редактор процессов живёт в отдельном модуле bizprocdesigner.

В сторе — знакомые нам по JSON сущности: блоки, связи, порты. Типы портов, которыми оперирует фронт, шире, чем базовые i/o:

  • input / output — основные входы и выходы управления;

  • inputRelation / outputRelation — связи, выражающие зависимость, а не порядок выполнения;

  • aux / top_aux — вспомогательные, для прицепа сопутствующих узлов (как MCP-узла к AI-узлу через a0).

26a6af8548bae09a9dcfe2b5d66f2887.png

Категории в сайдбаре берутся из PHP-enum Bitrix\Bizproc\Activity\Enum\ActivityGroup. Сейчас там около полусотни категорий: STARTER, STORAGE, AI, MCP, SALES_CRM, INTERNAL_COMMUNICATION, TASK_MANAGEMENT, HR.

$groups = ActivityGroup::toArray();

Каждый узел в своём .description.php делает ->setGroups([ActivityGroup::STORAGE->value]) — и автоматически попадает в нужный раздел сайдбара. Чтобы добавить узел в интерфейсе, не нужно трогать ни фронт, ни каталог — достаточно декларации на стороне активности.

V. Границы возможного

Как у любой системы, у агентов есть честные границы.

У агента нет выхода в интернет. В модуле bizproc нет HTTP-клиентов, и сама активность AI-узла не умеет делать произвольных запросов наружу. Всё внешнее — только через явные активности в графе: внутренние или зарегистрированные внешние MCP-узлы, почтовые активности, интеграции с подключёнными сервисами

Откатить действия процесса нельзя. Если процесс выполнил шаги 1–4, а на шаге 5 произошла ошибка, то созданная на 2-м шаге задача останется созданной, и отправленное на шаге 3 сообщение останется отправленным.г.

Много контекста снижает качество работы AI. Это общее свойство современных LLM: чем больше контекста попадает в промпт, тем хуже качество решений. На практике это значит, что выгоднее делить агента на несколько AI-узлов с узкими промптами, чем пытаться поместить всю логику в один универсальный.

Перегружать контекст одного запроса данными не стоит ещё и потому, что технические лимиты системы могут отклонить запрос.

VI. Куда планируем двигаться дальше

В ближайших планах 2 вещи:

  • Универсальные ноды для CRM-сущностей — сделки, лиды, задачи, контакты. Идея в том, чтобы один узел на канвасе представлял объект целиком, а не по отдельной ноде на каждое действие над ним. Это про удобство проектирования и ближе к доменному взгляду на процесс; логически по-прежнему будет раскладываться в те же примитивы графа, но писать шаблоны станет сильно быстрее. Когда выпустим, расскажем отдельно.

  • Новый дизайнер бизнес-процессов — визуальный конструктор пока что находится на стадии тестирования, но в ближайшее время планируем закончить работу над ним и открыть для всех пользователей с подпиской, начиная с тарифа Профессиональный.

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  • 04.08.26 11:05 Kisnoles

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    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 michaeldavenport218

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  • 20.08.26 11:32 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

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  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.10.26 21:26 [email protected]

    I Invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.26 19:34 lydiassmith567

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  • 13.10.26 14:14 lisalisa22

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  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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