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Основные метрики DeepEval для тестирования AI. Возможности и способы применения

Всем привет!

DeepEval - фреймворк для оценки работы AI с открытым исходным кодом.

Содержит в себе множество метрик и бенчмарков для оценки качества работы AI моделей, а также предоставляет инструменты для аналитики изменений качества работы в течение разных периодов времени.

В предыдущей статье мы уже частично осветили имеющиеся у DeepEval метрики (метрики для оценки RAG).

В этой статье постараемся объяснить, какой еще функционал предлагается DeepEval для работы с AI.

Помимо указанных ранее в DeepEval присутствуют следующие метрики:

Agentic

- Task Completion
- Tool Correctness
- Argument Correctness
Multi-Turn

- Turn Relevancy
- Role Adherence
- Knowledge Retention
- Conversation Completeness
MCP

- MCP-Use
- Multi-Turn MCP-Use
- MCP Task Completion
Safety

- Bias
- Toxicity
- Non-Advice
- Misuse
- PII Leakage
- Role Violation
Others

- Summarization
- Prompt Alignment
- Hallucination
- Json Correctness
Multimodal

- Image Coherence
- Image Helpfulness
- Image Reference
- Text to Image
- Image Editing
- Multimodal Answer Relevancy
- Multimodal Faithfulness
- Multimodal Contextual Precision
- Multimodal Contextual Recall
- Multimodal Contextual Relevancy
- Multimodal Tool Correctness

Agentic

Метрики призваны для оценки работа AI агентов

Task Completion - показывает, насколько эффективно AI-агент выполняет задачу.

$\text{Task Completion Score} = \text{AlignmentScore}(\text{Task}, \text{Outcome})$

где

- task - задача для выполнения;
- outcome - результат выполнения задачи.

Для метрики являются обязательными следующие параметры:

- запрос пользователя;
- окончательный ответ;
- список вызванных в ходе выполнения запроса инструментов.

Задача, конечный результат и список вызванных инструментов извлекаются с помощью LLM, на основании чего выводится окончательный вердикт. В ходе оценки проверяется, какие именно инструменты были вызваны и насколько полезная информация была извлечена с их помощью.

Tool Correctness - показывает эффективность и правильность использования инструментов AI-агентом при выполнении задачи. Вычисляется как отношение количества реального использования инструментов к количеству ожидаемых использований.

Для метрики являются обязательными следующие параметры:

- запрос пользователя;
- список ожидаемых для вызова инструментов;
- список вызванных в ходе выполнения запроса инструментов.

Помимо просто вычисления использования нужных устройств может оценивать также и правильный порядок их использования.

$\small\text{Tool Correctness} = \frac{\scriptsize\text{Number of Correctly Used Tools (or Correct Input Parameters/Outputs)}}{\small\text{Total Number of Tools Called}}$

Argument Correctness - оценивает аргументы, с которыми AI-агент совершает вызов того или иного инструмента. Рассчитывается путем определения того, насколько аргументы соответствуют инструменту.

$\text{Argument Correctness} = \frac{\small\text{Number of Correctly Generated Input Parameters}}{\text{Total Number of Tool Calls}}$

Для метрики являются обязательными следующие параметры:

- запрос пользователя;
- список вызванных в ходе выполнения запроса инструментов.

Имея в распоряжении список инструментов, проверяет, соответствуют ли параметры для вызова того или иного инструмента запросу пользователя. В случае соответствия возвращает ‘yes’, в противном случае возвращает ‘no’.

По итогам возвращенных значений считается отношение верных вызовов к общему их числу.

Реализация в Python

В целом, все метрики используются следующим образом:

from deepeval.test_case import ToolCall, LLMTestCase
from deepeval.metrics import ToolCorrectnessMetric, TaskCompletionMetric, ArgumentCorrectnessMetric

tools_called = []
# Преобразование перечня вызовов инструментов в объекты ToolCall 
# и добавление таких объектов в список
for tc in tool_calls_from_checkpoint: 
    tools_called.append(ToolCall(
        name=tc["name"],
        input_parameters=tc.get("arguments", {})
    ))

# Формирование тест кейса
llm_test_case = LLMTestCase(
                input=input, # Запрос пользователя
                actual_output=actual_output, # Окончательный ответ
                tools_called=tools_called, # Список действительно вызванных инструментов
                expected_tools=expected_tools # Список ожидаемых инструментов
            )
  
# Оцениваем с помощью TaskCompletionMetric
tool_correctness = ToolCorrectnessMetric()
tool_correctness.measure(llm_test_case)

print(f"\nTool Correctness Score: {tool_correctness.score}")
print(f"Reason: {tool_correctness.reason}")

# Оцениваем с помощью TaskCompletionMetric
task_completion = TaskCompletionMetric(threshold=0.7)
task_completion.measure(llm_test_case)

print(f"\nTask Completion Score: {task_completion.score}")
print(f"Reason: {task_completion.reason}")

# Оцениваем с помощью ArgumentCorrectnessMetric
arg_correctness = ArgumentCorrectnessMetric(threshold=0.5)
arg_correctness.measure(llm_test_case)

print(f"\nArgument Correctness Score: {arg_correctness.score}")
print(f"Reason: {arg_correctness.reason}")

Применительно к AI агенту внедрение метрик выглядит следующим образом

Допустим, у нас есть AI агент, который должен обладать возможностью использовать следующие инструменты:

- поиск информации в интернете;
- получение документации по определенной теме;
- вычисление математических выражений;
- отправка электронных писем;
- управление файлами.

Импортируем все необходимые модули:

from langchain_core.tools import tool
from langchain_openai import ChatOpenAI
from langgraph.graph import StateGraph, END
from langgraph.graph.message import add_messages
from langgraph.checkpoint.memory import MemorySaver
from typing import Annotated, TypedDict
from langchain_core.messages import BaseMessage, HumanMessage, ToolMessage, AIMessage
from deepeval.test_case import ToolCall, LLMTestCase
from deepeval.metrics import ToolCorrectnessMetric, TaskCompletionMetric, ArgumentCorrectnessMetric

Состояние графа описано следующим образом:

class AgentState(TypedDict):
    messages: Annotated[list[BaseMessage], add_messages]
    tool_calls_log: list[dict]  # Сохраняем детальную информацию о tool calls
    execution_history: list[dict]  # История выполнения

Инструменты для AI агента выглядят примерно так:

@tool
def web_search(query: str) -> str:
    """Поиск информации в интернете"""
    return f"Найдена информация по запросу: {query}"

@tool
def document_retrieval(topic: str) -> str:
    """Получение документов по теме"""
    return f"Найдены документы по теме: {topic}"

@tool
def calculator(expression: str) -> str:
    """Вычисление математических выражений"""
    try:
        result = eval(expression)
        return f"Результат: {result}"
    except:
        return "Ошибка в выражении"

@tool
def email_sender(recipient: str, subject: str, message: str) -> str:
    """Отправка email сообщения"""
    return f"Email отправлен на {recipient} с темой '{subject}'"

@tool
def file_manager(action: str, filename: str, content: str = "") -> str:
    """Управление файлами"""
    if action == "create":
        return f"Файл '{filename}' создан с содержимым"
    elif action == "read":
        return f"Содержимое файла '{filename}': sample content"
    elif action == "delete":
        return f"Файл '{filename}' удален"
    else:
        return f"Неизвестное действие: {action}"

# Список всех инструментов
tools = [web_search, document_retrieval, calculator, email_sender, 
         file_manager]

В реальном описании вместо текста для поиска по интернету и документам должна быть прописана логика для использования API поисковых систем и RAG.

Создаем узел логирования всех действий агента:

def agent_node_with_logging(state: AgentState):
    """Узел агента с детальным логированием в состояние"""

    # Создаем LLM с привязанными инструментами
    llm = ChatOpenAI(temperature=0, model="gpt-3.5-turbo")
    llm_with_tools = llm.bind_tools(tools)

    # Получаем сообщения
    messages = state["messages"]

    # Инициализируем логи если их нет
    tool_calls_log = state.get("tool_calls_log", [])
    execution_history = state.get("execution_history", [])

    # Вызываем LLM
    response = llm_with_tools.invoke(messages)

    # Логируем шаг выполнения
    execution_step = {
        "step": len(execution_history) + 1,
        "action": "llm_response",
        "has_tool_calls": bool(response.tool_calls),
        "tool_calls_count": len(response.tool_calls) if response.tool_calls else 0
    }
    execution_history.append(execution_step)

    # Если в ответе есть tool calls
    if response.tool_calls:
        new_messages = [response]

        for tool_call in response.tool_calls:
            # Детальное логирование tool call
            tool_call_info = {
                "id": tool_call["id"],
                "name": tool_call["name"],
                "arguments": tool_call.get("args", {}),
                "timestamp": len(tool_calls_log) + 1,
                "execution_step": len(execution_history)
            }

            # Выполняем инструмент
            tool_name = tool_call["name"]
            tool_args = tool_call["args"]

            # Находим и выполняем соответствующий инструмент
            tool_result = None
            for tool in tools:
                if tool.name == tool_name:
                    try:
                        tool_result = tool.invoke(tool_args)
                        tool_call_info["result"] = str(tool_result)
                        tool_call_info["status"] = "success"

                        # Добавляем результат в сообщения
                        tool_message = ToolMessage(
                            content=str(tool_result),
                            tool_call_id=tool_call["id"]
                        )
                        new_messages.append(tool_message)

                    except Exception as e:
                        tool_call_info["result"] = f"Ошибка: {e}"
                        tool_call_info["status"] = "error"

                        tool_message = ToolMessage(
                            content=f"Ошибка выполнения инструмента: {e}",
                            tool_call_id=tool_call["id"]
                        )
                        new_messages.append(tool_message)
                    break

            # Добавляем в лог
            tool_calls_log.append(tool_call_info)

        # Генерируем финальный ответ после выполнения всех инструментов
        all_messages = messages + new_messages
        final_response = llm.invoke(all_messages)

        # Логируем финальный шаг
        final_step = {
            "step": len(execution_history) + 1,
            "action": "final_response",
            "tools_executed": len([tc for tc in tool_calls_log if tc.get("timestamp", 0) > len(execution_history)])
        }
        execution_history.append(final_step)

        return {
            "messages": new_messages + [final_response],
            "tool_calls_log": tool_calls_log,
            "execution_history": execution_history
        }

    # Если tool calls нет
    final_step = {
        "step": len(execution_history) + 1,
        "action": "direct_response",
        "tools_executed": 0
    }
    execution_history.append(final_step)

    return {
        "messages": [response],
        "tool_calls_log": tool_calls_log,
        "execution_history": execution_history
    }

Далее создаем граф с checkpointer:

def create_checkpointed_graph():

    # Создаем checkpointer
    checkpointer = MemorySaver()

    # Создаем граф
    workflow = StateGraph(AgentState)

    # Добавляем узел агента
    workflow.add_node("agent", agent_node_with_logging)

    # Устанавливаем точку входа
    workflow.set_entry_point("agent")

    # Добавляем условную логику для завершения
    def should_continue(state: AgentState):
        last_message = state["messages"][-1]
        # Если последнее сообщение от агента и без tool_calls - завершаем
        if isinstance(last_message, AIMessage) and last_message.tool_calls:
            return "agent"
        return END

    workflow.add_conditional_edges("agent", should_continue)

    # Компилируем с checkpointer
    return workflow.compile(checkpointer=checkpointer), checkpointer

Извлекаем информацию о вызовах инструментов:

def extract_tool_calls_from_checkpoint(checkpointer, config):

    # Получаем состояние из checkpoint
    checkpoint_data = checkpointer.get(config)
    
    if checkpoint_data and "channel_values" in checkpoint_data:
        state = checkpoint_data["channel_values"]
    
        # Извлекаем tool calls
        tool_calls_log = state.get("tool_calls_log", [])
        execution_history = state.get("execution_history", [])
    
        return tool_calls_log, execution_history
    
    return [], []

Оцениваем качество работы агента:

def tool_tracking_with_checkpointer():
    # Тестовые случаи
    test_cases = [
        {
            "input": "Найди информацию о машинном обучении и создай файл с результатами",
            "expected_tools": [ToolCall(name="web_search"), ToolCall(name="file_manager")],
        },
        {
            "input": "Вычисли 15 * 8 + 25 и отправь результат на email [email protected]",
            "expected_tools": [ToolCall(name="calculator"), ToolCall(name="email_sender")],
        },
        {
            "input": "Найди документы о Python и удали ненужный файл temp.txt",
            "expected_tools": [ToolCall(name="document_retrieval"), ToolCall(name="file_manager")],
        }
    ]

    for i, test_case in enumerate(test_cases, 1):

        # Создаем граф и checkpointer
        app, checkpointer = create_checkpointed_graph()

        # Уникальная конфигурация для каждого теста
        config = {"configurable": {"thread_id": f"test_{i}"}}

        # Начальное состояние
        initial_state = {
            "messages": [HumanMessage(content=test_case["input"])],
            "tool_calls_log": [],
            "execution_history": []
        }

        # Выполняем с сохранением в checkpoint
        result = app.invoke(initial_state, config=config)

        # Получаем финальный ответ
        final_message = result["messages"][-1]
        actual_output = final_message.content if hasattr(final_message, 'content') else str(final_message)

        # Извлекаем tool calls из checkpoint
        tool_calls_from_checkpoint, execution_history = extract_tool_calls_from_checkpoint(checkpointer, config)

        # Преобразуем в формат для deepeval
        tools_called = []
        for tc in tool_calls_from_checkpoint:
            tools_called.append(ToolCall(
                name=tc["name"],
                input_parameters=tc.get("arguments", {})
            ))

        # Создаем test case для deepeval
        llm_test_case = LLMTestCase(
                input=test_case["input"],
                actual_output=actual_output,
                tools_called=tools_called,
                expected_tools=test_case["expected_tools"]
        )

        # Оцениваем с помощью ToolCorrectnessMetric
        tool_correctness = ToolCorrectnessMetric()
        tool_correctness.measure(llm_test_case)

        print(f"\nTool Correctness Score: {tool_correctness.score}")
        print(f"Reason: {tool_correctness.reason}")

        # Оцениваем с помощью TaskCompletionMetric
        task_completion = TaskCompletionMetric(threshold=0.7)
        task_completion.measure(llm_test_case)

        print(f"\nTask Completion Score: {task_completion.score}")
        print(f"Reason: {task_completion.reason}")

        # Оцениваем с помощью ArgumentCorrectnessMetric
        arg_correctness = ArgumentCorrectnessMetric(threshold=0.5)
        arg_correctness.measure(llm_test_case)

        print(f"\nArgument Correctness Score: {arg_correctness.score}")
        print(f"Reason: {arg_correctness.reason}")

Пример вывода по итогам оценки:

Tool Correctness Score: 0.5
Reason: Incomplete tool usage: missing tools [ToolCall(
name="file_manager"
), ToolCall(
name="web_search"
)]; expected ['web_search', 'file_manager'], called ['web_search'].
See more details above.

Task Completion Score: 1.0
Reason: The system correctly computed the expression 15 * 8 + 25,
obtaining 145, and prepared the result for sending to the specified email
address, fully aligning with the task requirements.

Argument Correctness Score: 1.0
Reason: Great job! The score is 1.00 because all tool calls were correct
and there were no issues with the input or process.

Для оценки работы агента не обязательно использовать checkpointer. Это лишь один из способов фиксации выполнения задач.
Например, результаты оценки выполнения задач AI агентом успешно передаются в LangSmith и выглядят следующим образом:

Пример вывода результатов тестирования в LangSmith

Multi-Turn

Turn Relevancy - показывает, может ли ваш чат-бот генерировать релевантные ответы постоянно на протяжении диалога.

$\text{Conversation Relevancy} = \frac{\small\text{Number of Turns with Relevant Assistant Content}}{\text{Total Number of Assistant Turns}}$

Метрика оценивает каждое сообщение чат-бота на предмет релевантности созданному в ходе диалога контексту. Если ответ релевантен предыдущему диалогу, возвращает ‘yes’, в противном случае возвращает ‘no’.

По итогам всех сообщений бота вычисляет окончательный результат.

Role Adherence - показывает, может ли ваш чат-бот придерживаться заданной ему роли на протяжении диалога.

$\text{Role Adherence} = \frac{\scriptsize\text{Number of Assistant Turns that Adhered to Chatbot Role in Conversation}}{\text{Total Number of Assistant Turns in Conversation}}$

Метрика оценивает все сообщения чат-бота на предмет соответствия заданной ему роли. Каждому сообщению по итогам проверки присваивается значение от 0 до 1 и выносится вердикт, соответствует ли оно заданной роли.

Итоговый результат рассчитывается как отношение соответствующих заданной роли сообщений общему числу таких сообщений.

Knowledge Retention - показывает, насколько чат-бот способен сохранять полученную фактическую информацию на протяжении диалога.

$\text{Knowledge Retention} = \frac{\scriptsize\text{Number of Assistant Turns without Knowledge Attritions}}{\text{Total Number of Assistant Turns}}$

Метрика на основании полученного диалога оценивает каждое сообщение ассистента на предмет того, утрачен ли контекст диалога или нет. Каждому сообщению присваивается значение ‘yes’ в случае, если контекст утрачен, и ‘no’, если контекст сохранен.

Результат рассчитывается как отношение числа сообщений без утраты контекста к общему числу сообщений.

Conversation Completeness - показывает, может ли чат-бот закончить диалог, удовлетворив при этом запрос пользователя.

$\text{Conversation Completeness} = \frac{\scriptsize\text{Number of Satisfied User Intentions in Conversation}}{\scriptsize\text{Total number of User Intentions in Conversation}}$

Метрика подсчитывает количество запросов пользователей в ходе диалога и затем оценивает ответа чат-бота на предмет удовлетворения таких запросов. Каждому сообщению чат-бота присваивается значение ‘yes’ в случае, если запрос пользователя удовлетворен, и ‘no’ в обратном случае.

Все указанные выше метрики предназначены для оценки качества работы чат-бота в ходе диалога с пользователем.
Только метрика Turn Relevancy рассчитывается по итогам завершения диалога. Все остальные метрики рассчитываются во время диалога с чат-ботом.

Реализация в Python выглядит следующим образом:

from openai import OpenAI
from deepeval.test_case import ConversationalTestCase, LLMTestCase
from deepeval.metrics import RoleAdherenceMetric, KnowledgeRetentionMetric, ConversationCompletenessMetric, TurnRelevancyMetric

class Chatbot:
    def __init__(self, role_description):
        # Описание роли
        self.role_description = role_description
        # История диалога
        self.dialog_history = [{"role": "system", "content": role_description}]
        self.turns_list = []
        self.client = OpenAI()
        self.role_metric = RoleAdherenceMetric(verbose_mode=True)
        self.memory_metric = KnowledgeRetentionMetric(threshold=0.5)
        self.completeness_metric = ConversationCompletenessMetric(threshold=0.5)
        self.turn_relevancy_metric = TurnRelevancyMetric(threshold=0.5)

    def generate_response(self, user_input):
        try:
            # Добавляем пользовательский ввод в историю
            self.dialog_history.append({"role": "user", "content": user_input})

            # Ограничиваем историю до последних 20 сообщений + системное сообщение
            if len(self.dialog_history) > 20:
                self.dialog_history = [self.dialog_history[0]] + self.dialog_history[-19:]

            # Генерируем ответ с учетом всей истории диалога
            response = self.client.chat.completions.create(
                model="gpt-4o",
                messages=self.dialog_history
            )

            # Получаем ответ модели
            result = response.choices[0].message.content

            # Добавляем ответ чат-бота в историю
            self.dialog_history.append({"role": "assistant", "content": result})

            # Создаем LLMTestCase для метрик
            llm_test_case = LLMTestCase(input=user_input, actual_output=result)

            # Добавляем turns
            self.turns_list.append({"role": "user", "content": user_input})
            self.turns_list.append({"role": "assistant", "content": result})

            # Создаем ConversationalTestCase
            convo_test_case = ConversationalTestCase(chatbot_role=self.role_description, turns=self.turns_list)

            # Оценка метрик в реальном времени
            self.role_metric.measure(convo_test_case)
            self.memory_metric.measure(convo_test_case)
            self.completeness_metric.measure(convo_test_case)

            print(f"\nRole Adherence Score: {self.role_metric.score}, Reason: {self.role_metric.reason}")
            print(f"Knowledge Retention Score: {self.memory_metric.score}, Reason: {self.memory_metric.reason}")
            print(f"Conversation Completeness Score: {self.completeness_metric.score}, Reason: {self.completeness_metric.reason}\n")

            return result

        except Exception as e:
            print(f"Ошибка при генерации ответа: {e}")
            return "Извините, произошла ошибка при обработке вашего запроса."

    def evaluate_conversation(self):
        """Итоговая оценка диалога после завершения разговора"""
        # Создаем ConversationalTestCase для финальной оценки
        convo_test_case = ConversationalTestCase(chatbot_role=self.role_description, turns=self.turns_list)

        # Оценка Turn Relevancy метрики для всего диалога
        self.turn_relevancy_metric.measure(convo_test_case)

        print("\n" + "="*50)
        print("ИТОГОВАЯ ОЦЕНКА ДИАЛОГА")
        print("="*50)
        print(f"Role Adherence Score: {self.role_metric.score}")
        print(f"Reason: {self.role_metric.reason}\n")
        print(f"Knowledge Retention Score: {self.memory_metric.score}")
        print(f"Reason: {self.memory_metric.reason}\n")
        print(f"Conversation Completeness Score: {self.completeness_metric.score}")
        print(f"Reason: {self.completeness_metric.reason}\n")
        print(f"Turn Relevancy Score: {self.turn_relevancy_metric.score}")
        print(f"Reason: {self.turn_relevancy_metric.reason}")
        print("="*50)

chatbot = Chatbot(role_description="AI assistant for banking assistance")

while True:
    user_input = input("Вы: ")
    if user_input.lower() == "выход":
        # Оценка диалога при выходе
        chatbot.evaluate_conversation()
        break
    bot_response = chatbot.generate_response(user_input)
    print(f"Бот: {bot_response}")

Вывод в ходе выполнения кода выглядит следующим образом:

Вы: привет! можешь помочь рассчитать сумму ежемесячных платежей по кредиту?

Role Adherence Score: 1.0, Reason: The score is 1.0 because there are no out of character responses from the LLM chatbot; all responses adhere to the specified role of an AI assistant for banking assistance.
Knowledge Retention Score: 1.0, Reason: The score is 1.00 because there are no attritions, indicating no instances of forgetfulness or loss of previously established knowledge.
Conversation Completeness Score: 0.0, Reason: The score is 0.0 because the LLM did not provide any calculation or direct assistance with the monthly loan payment as requested by the user, instead only asking for more information. The user's intention to receive help with the calculation was not met at all.

Итоговый вывод выглядит так:

Role Adherence Score: 1.0
Reason: The score is 1.0 because there are no out of character responses from the LLM chatbot. All responses adhered to the specified role of an AI assistant for banking assistance throughout the conversation.
Knowledge Retention Score: 1.0
Reason: The score is 1.00 because there are no attritions, indicating no instances of forgetfulness or loss of previously established knowledge.
Conversation Completeness Score: 1.0
Reason: The score is 1.0 because the LLM response fully addressed the user's intention to calculate the monthly payment for a loan, with no incompletenesses identified.
Turn Relevancy Score: 1.0
Reason: The score is 1.0 because there are no irrelevancies listed, indicating that all assistant messages were fully relevant to the user messages.

MCP

MCP-use - показывает, насколько эффективно AI-агент c использованием MCP использует mcp серверы, к которым имеет доступ. Рассчитывается, исходя из оценки вызываемых инструментов (примитивов), а также аргументов, сгенерированных LLM приложением.

$\text{MCP Use Score} = \text{AlignmentScore}(\text{Primitives Used}, \text{Primitives Available})$

Метрика проверяет, соответствует ли причина вызова того или иного инструмента ожидаемой причине. Оценка ведется не строго, допускаются значения частичного соответствия (например, 0.25, 0.5, 0.75). Итоговый результат расчета сопровождается указанием причины, по которой дана та или иная оценка.

Multi-Turn MCP-Use - показывает, насколько эффективно AI-агент c использованием MCP использует mcp серверы, к которым имеет доступ. Рассчитывается как отношение вызываемых инструментов (примитивов), а также аргументов, сгенерированных LLM приложением, к общему числу взаимодействий с MCP.

$\text{MCP Use Score} = \frac{\small\text{AlignmentScore}(\text{Primitives Used}, \text{Primitives Available})}{\text{Total Number of MCP Interactions}}$

Метрика показывает, насколько соответствует использование mcp сервером имеющихся устройств ожидаемым использованиям. Рассчитывается как общее значение соответствия по отношению ко всем запросам MCP сервера.

MCP Task Completion - показывает, насколько эффективно AI-агент с использованием MCP выполняет задачу. Рассчитывается как отношение корректно выполненных запросов в каждом взаимодействии к общему числу взаимодействий.

$\text{MCP Task Completions} = \frac{\text{Number of Tasks Satisfied in Each Interaction}}{\text{Total Number of Interactions}}$

Метрика показывает, насколько каждое взаимодействие mcp сервера с устройствами было оптимальным с точки зрения вызова нужного устройства из списка имеющихся, а также с позиции правильно переданного промта для устройства. Допускаются частичные соответствия (например, 0.25, 0.5, 0.75). Итоговый результат расчета сопровождается указанием причины, по которой дана та или иная оценка.

Реализация в Python

Сами метрики рассчитываются следующим образом:

from deepeval.metrics import MCPUseMetric, MCPTaskCompletionMetric, MultiTurnMCPUseMetric
from deepeval.test_case import LLMTestCase, MCPServer, ConversationalTestCase, Turn
from deepeval.test_case.mcp import MCPToolCall

# Создание ConversationalTestCase
convo_test = ConversationalTestCase(
                turns=turns, # Список взаимодействий в ходе использования агента
                mcp_servers=[mcp_server] # Список MCP серверов
            )
# Расчет метрики MCPTaskCompletionMetric            
task_metric = MCPTaskCompletionMetric(threshold=0.7)
task_metric.measure(convo_test)
print(f"MCP Task Completion Score: {task_metric.score:.2f}")
print(f" Reason:    {task_metric.reason}")

# Расчет метрики MultiTurnMCPUseMetric
multiturn_metric = MultiTurnMCPUseMetric(threshold=0.5)
multiturn_metric.measure(convo_test)
print(f"Multi-turn MCP-use Score: {multiturn_metric.score:.2f}")
print(f" Reason:    {multiturn_metric.reason}")

# Создание LLMTestCase
llm_test_case = LLMTestCase(
    input=scenario['input'], # Запрос пользователя
    actual_output=response, # Итоговый ответ
    mcp_servers=[mcp_server], # Список MCP серверов
    mcp_tools_called=mcp_tool_calls # Список использованных инструментов
)

mcp_use_metric = MCPUseMetric(threshold=0.5)
mcp_use_metric.measure(llm_test_case)
print(f"MCP Use Score: {mcp_use_metric.score:.2f}")
print(f" Reason:    {mcp_use_metric.reason}")

Реализация AI агента с MCP сервером выглядит следующим образом:

Импортируем все необходимые модули. На момент написания статьи в метриках MCPTaskCompletionMetric и MultiTurnMCPUseMetric были обнаружены неисправности в коде (ошибка с делением на 0 при расчете результата оценки), поэтому были созданы собственные версии метрик с исправлениями.

import asyncio
import logging
import json
from typing import Dict, List, Any, Optional, Annotated
from pathlib import Path
from datetime import datetime
from langchain_openai import ChatOpenAI
from langchain_core.messages import BaseMessage, HumanMessage, SystemMessage, AIMessage
from langgraph.graph import StateGraph, END
from langgraph.graph.message import add_messages
from langgraph.checkpoint.memory import MemorySaver
from typing import TypedDict
from mcp import ClientSession, StdioServerParameters
from mcp.client.stdio import stdio_client
from deepeval.metrics import MCPUseMetric, MCPTaskCompletionMetric, MultiTurnMCPUseMetric
from deepeval.test_case import LLMTestCase, MCPServer, ConversationalTestCase, Turn
from deepeval.test_case.mcp import MCPToolCall
from mcp.types import Tool, CallToolResult, TextContent

Настраиваем логирование и определяем состояние агента

logging.basicConfig(level=logging.INFO)
logger = logging.getLogger("mcp-agent-checkpointer")

class MCPAgentState(TypedDict):
    """Состояние MCP агента с полной информацией о взаимодействиях"""
    messages: Annotated[List[BaseMessage], add_messages]
    mcp_interactions: List[Dict[str, Any]]  # История вызовов MCP инструментов
    execution_history: List[Dict[str, Any]]  # История выполнения шагов
    current_task: Optional[str]  # Текущая задача

Создаем класс со всеми необходимыми методами для обеспечения работы MCP агента

class MCPAgentWithCheckpointer:
    """MCP агент с LangGraph Checkpointer для сохранения состояния"""

    def __init__(self, server_command: List[str], model_name: str = "gpt-3.5-turbo"):
        self.server_command = server_command # Сохраняет список строк для MCP сервера 
        self.llm = ChatOpenAI(temperature=0, model=model_name) # Экземпляр OpenAI
        self.session: Optional[ClientSession] = None # Атрибут для MCP сессии
        self.transport_context = None # Хранит контекстный менеджер для stdio_client
        self.available_tools: List[Tool] = [] # список доступных MCP инструментов
        self.checkpointer = MemorySaver()  # Создаем checkpointer
        self.graph = None # Атрибут для скомпилированного графа

    async def connect_to_server(self):
        """Подключение к MCP серверу"""
        logger.info(f"Подключение к MCP серверу: {' '.join(self.server_command)}")
        # Создание параметров для запуска MCP сервера
        server_params = StdioServerParameters(
            command=self.server_command[0], # Исполняемый файл
            args=self.server_command[1:] if len(self.server_command) > 1 else [] # Аргументы команды
        )

        # Создаем контекстный менеджер для транспорта
        self.transport_context = stdio_client(server_params)
        read_stream, write_stream = await self.transport_context.__aenter__()

        # Создаем сессию из потоков
        self.session = ClientSession(read_stream, write_stream)
        await self.session.__aenter__()

        # Инициализация
        await self.session.initialize()

        # Получение списка инструментов
        tools_result = await self.session.list_tools()
        self.available_tools = tools_result.tools

        logger.info(f"Подключение установлено. Доступно инструментов: {len(self.available_tools)}")
        for tool in self.available_tools:
            logger.info(f"{tool.name}: {tool.description}")

        # Создаем граф после подключения
        self._build_graph()

        return True


    async def disconnect(self):
        """Отключение от MCP сервера"""
        if self.session:
            await self.session.__aexit__(None, None, None)
        if hasattr(self, 'transport_context'):
            await self.transport_context.__aexit__(None, None, None)
        logger.info("Отключение от MCP сервера")

    async def call_mcp_tool(self, tool_name: str, arguments: Dict[str, Any]) -> tuple[CallToolResult, str]:
        """Вызов инструмента MCP сервера"""

        logger.info(f"Вызов инструмента {tool_name} с аргументами: {arguments}")
        result = await self.session.call_tool(tool_name, arguments)

        # Извлекаем текстовое содержимое результата
        result_text = ""
        if result.content:
            for content in result.content:
                if isinstance(content, TextContent):
                    result_text += content.text + "\n"

        logger.info(f"Инструмент {tool_name} выполнен успешно")
        return result, result_text

    def _create_tools_description(self) -> str:
        """Создает описание доступных инструментов для LLM"""
        description = "Доступные MCP инструменты:\n\n"
        for tool in self.available_tools:
            description += f" **{tool.name}**: {tool.description}\n"
            if tool.inputSchema and 'properties' in tool.inputSchema:
                description += "   Параметры:\n"
                for param, details in tool.inputSchema['properties'].items():
                    required = param in tool.inputSchema.get('required', [])
                    req_marker = "*" if required else ""
                    description += f"   - {param}{req_marker}: {details.get('description', 'Нет описания')}\n"
            description += "\n"

        return description

    def _build_graph(self):
        """Построение LangGraph с checkpointer"""

        # Создаем граф
        workflow = StateGraph(MCPAgentState)

        # Добавляем узел агента
        workflow.add_node("agent", self._agent_node)

        # Устанавливаем точку входа
        workflow.set_entry_point("agent")

        # Добавляем условную логику для завершения
        def should_continue(state: MCPAgentState):
            """Определяет, нужно ли продолжать выполнение"""
            messages = state["messages"]
            if not messages:
                return END

            last_message = messages[-1]

            # Если в последнем сообщении есть вызовы инструментов - продолжаем
            if isinstance(last_message, AIMessage) and hasattr(last_message, 'content'):
                if "TOOL_CALL:" in last_message.content:
                    return "agent"

            return END

        workflow.add_conditional_edges("agent", should_continue)

        # Компилируем с checkpointer
        self.graph = workflow.compile(checkpointer=self.checkpointer)

    async def _agent_node(self, state: MCPAgentState) -> Dict[str, Any]:
        """Узел агента с обработкой MCP инструментов"""

        messages = state["messages"]
        mcp_interactions = state.get("mcp_interactions", [])
        execution_history = state.get("execution_history", [])

        # Создаем системное сообщение с описанием инструментов
        tools_description = self._create_tools_description()

        # ПРОМПТ
        system_message = SystemMessage(content=f"""
Промпт для работы AI агента с доступом к MCP инструментам. """)

        # Формируем контекст для LLM
        all_messages = [system_message] + messages

        # Получаем ответ от LLM
        response = await self.llm.ainvoke(all_messages)
        response_content = response.content

        # Логируем шаг выполнения
        execution_step = {
            "step": len(execution_history) + 1,
            "action": "llm_response",
            "has_tool_calls": "TOOL_CALL:" in response_content,
            "timestamp": datetime.now().isoformat()
        }
        execution_history.append(execution_step)

        # Обрабатываем вызовы инструментов
        if "TOOL_CALL:" in response_content:
            new_messages = [response]

            # Извлекаем все вызовы инструментов из ответа
            lines = response_content.split('\n')
            for line in lines:
                if "TOOL_CALL:" in line:
                    # Парсим вызов инструмента
                    parts = line.strip().split(":", 2)
                    if len(parts) != 3 or parts[0] != "TOOL_CALL":
                        continue

                    tool_name = parts[1]
                    arguments_json = parts[2]
                    arguments = json.loads(arguments_json)

                    # Вызываем инструмент
                    result, result_text = await self.call_mcp_tool(tool_name, arguments)

                    # Записываем взаимодействие
                    mcp_interaction = {
                        "name": tool_name,
                        "args": arguments,
                        "result": result,
                        "result_text": result_text,
                        "timestamp": datetime.now().isoformat()
                    }
                    mcp_interactions.append(mcp_interaction)

                    # Добавляем результат в сообщения
                    result_message = AIMessage(content=f"Результат {tool_name}: {result_text}")
                    new_messages.append(result_message)

                    # Логируем выполнение инструмента
                    tool_step = {
                        "step": len(execution_history) + 1,
                        "action": f"tool_executed_{tool_name}",
                        "status": "success",
                        "timestamp": datetime.now().isoformat()
                    }
                    execution_history.append(tool_step)

            tools_results_summary = "\n\nВЫПОЛНЕНЫЕ ДЕЙСТВИЯ И ИХ РЕЗУЛЬТАТЫ:\n"
            for idx, interaction in enumerate(mcp_interactions, 1):
                tools_results_summary += f"{idx}. Инструмент '{interaction['name']}' с аргументами {interaction['args']}\n"
                tools_results_summary += f"   Результат: {interaction['result_text']}\n"

            continuation_prompt = SystemMessage(content=f"""Промпт для продолжения или окончания работы AI агента с доступом к MCP инструментам""")

            final_messages = all_messages + new_messages + [continuation_prompt]
            final_response = await self.llm.ainvoke(final_messages)
            new_messages.append(final_response)

            return {
                "messages": new_messages,
                "mcp_interactions": mcp_interactions,
                "execution_history": execution_history,
                "current_task": state.get("current_task")
            }

        # Если вызовов инструментов нет - просто возвращаем ответ
        return {
            "messages": [response],
            "mcp_interactions": mcp_interactions,
            "execution_history": execution_history,
            "current_task": state.get("current_task"),
        }

    async def process_request(self, user_input: str, thread_id: str = "default",) -> tuple[str, MCPAgentState]:
        """Обработка запроса пользователя с сохранением в checkpoint"""

        # Конфигурация для checkpoint
        config = {"configurable": {"thread_id": thread_id}}

        # Начальное состояние
        initial_state: MCPAgentState = {
            "messages": [HumanMessage(content=user_input)],
            "mcp_interactions": [],
            "execution_history": [],
            "current_task": user_input,
        }

        try:
            # Выполняем граф с сохранением в checkpoint
            result = await self.graph.ainvoke(initial_state, config=config)

            # Получаем финальный ответ
            final_message = result["messages"][-1]
            final_response = final_message.content if hasattr(final_message, 'content') else str(final_message)

            return final_response, result

        except Exception as e:
            logger.error(f"Ошибка обработки запроса: {e}")
            return f"Произошла ошибка: {str(e)}", initial_state

    def get_checkpoint_state(self, thread_id: str = "default") -> Optional[MCPAgentState]:
        """Получение сохраненного состояния из checkpoint"""
        config = {"configurable": {"thread_id": thread_id}}

        checkpoint_data = self.checkpointer.get(config)

        if checkpoint_data and "channel_values" in checkpoint_data:
            return checkpoint_data["channel_values"]

    def get_mcp_server_definition(self) -> MCPServer:
        """Создаем объект MCPServer для метрик DeepEval"""
        return MCPServer(
            server_name="mcp-tools-server",
            available_tools=self.available_tools
        )

Тестируем MCP агент

async def test_mcp_with_checkpointer():
    """Тестирование MCP агента с Checkpointer"""

    # Путь к серверу
    server_path = Path("путь к MCP серверу")
    server_command = ["python", str(server_path)]

    # Инициализация MCP агента
    agent = MCPAgentWithCheckpointer(server_command)

    # Пробуем прогнать тесты
    try:
        # Проверяем, есть ли подключение к серверу
        if not await agent.connect_to_server():
            print("Не удалось подключиться к MCP серверу")
            return

        # Тестовые сценарии
        test_scenarios = [
            {
                "name": "Файловые операции (базовый промпт)",
                "input": "Создай файл test.txt с содержимым 'Hello MCP!' и прочитай его",
                "description": "Тест базовых файловых операций с базовым промптом",
                "thread_id": "test_1"
            },
            {
                "name": "Калькулятор (базовый промпт)",
                "input": "Вычисли (25 * 4 + 10) / 3 и сохрани результат в файл calc_result.txt",
                "description": "Тест калькулятора и сохранения с базовым промптом",
                "thread_id": "test_2"
            },
            {
                "name": "Файловые операции (улучшенный промпт)",
                "input": "Создай файл test.txt с содержимым 'Hello MCP!' и прочитай его",
                "description": "Тест базовых файловых операций с улучшенным промптом",
                "thread_id": "test_3"
            }
        ]
        # Последовательно запускаем все указанные выше тест кейсы
        for i, scenario in enumerate(test_scenarios, 1):
            print(f"\n--- Тест {i}: {scenario['name']} ---")
            print(f"Описание: {scenario['description']}")
            print(f"Ввод: {scenario['input']}")

            # Выполняем запрос
            response, state = await agent.process_request(
                scenario['input'],
                thread_id=scenario['thread_id'],
            )
            print(f"Вывод: {response}")

            # Получаем состояние из checkpoint
            checkpoint_state = agent.get_checkpoint_state(scenario['thread_id'])
            if checkpoint_state:
                # Показываем детали MCP вызовов
                mcp_interactions = checkpoint_state.get('mcp_interactions', [])
                if mcp_interactions:
                    print(f"\nДетали MCP вызовов:")
                    for idx, interaction in enumerate(mcp_interactions, 1):
                        print(f"   {idx}. {interaction['name']} с аргументами {interaction['args']}")

            # Создаем тестовый случай для метрик
            mcp_server = agent.get_mcp_server_definition()

            # Преобразуем mcp_interactions в MCPToolCall
            mcp_tool_calls = []
            for interaction in state.get('mcp_interactions', []):
                mcp_call = MCPToolCall(
                    name=interaction['name'],
                    args=interaction['args'],
                    result=interaction['result']
                )
                mcp_tool_calls.append(mcp_call)

            # Готовим данные для передачи в ConversationalTestCase
            if len(mcp_tool_calls) > 1:
                # Multi-turn
                turns = [Turn(role="user", content=scenario['input'])]

                for idx, mcp_call in enumerate(mcp_tool_calls):
                    result_preview = ""
                    if mcp_call.result.content:
                        for content_item in mcp_call.result.content:
                            if hasattr(content_item, 'text'):
                                result_preview = content_item.text[:100]
                                break

                    assistant_response = f"Вызываю инструмент {mcp_call.name} с аргументами: {mcp_call.args}\nРезультат: {result_preview}"

                    turns.append(Turn(
                        role="assistant",
                        content=assistant_response,
                        mcp_tools_called=[mcp_call]
                    ))

                    if idx < len(mcp_tool_calls) - 1:
                        turns.append(Turn(role="user", content="Продолжай выполнение задачи"))

                turns.append(Turn(role="assistant", content=response))
            else:
                # Single-turn
                turns = [
                    Turn(role="user", content=scenario['input']),
                    Turn(
                        role="assistant",
                        content=response,
                        mcp_tools_called=mcp_tool_calls
                    )
                ]

            # Создаем ConversationalTestCase
            convo_test = ConversationalTestCase(
                turns=turns,
                mcp_servers=[mcp_server]
            )

            print(f"\nМЕТРИКИ DEEPEVAL:")
            print("-" * 50)

            # 1. MCPTaskCompletionMetric
            if MCPTaskCompletionMetric:
                task_metric = MCPTaskCompletionMetric(threshold=0.7)
                task_metric.measure(convo_test)
                print(f"MCP Task Completion Score: {task_metric.score:.2f}")
                print(f" Reason:    {task_metric.reason}")

            # 2. MultiTurnMCPUseMetric
            if MultiTurnMCPUseMetric:
                multiturn_metric = MultiTurnMCPUseMetric(threshold=0.5)
                multiturn_metric.measure(convo_test)
                print(f"Multi-turn MCP-use Score: {multiturn_metric.score:.2f}")
                print(f" Reason:    {multiturn_metric.reason}")

            # 3. MCPUseMetric
            llm_test_case = LLMTestCase(
                input=scenario['input'],
                actual_output=response,
                mcp_servers=[mcp_server],
                mcp_tools_called=mcp_tool_calls
            )

            mcp_use_metric = MCPUseMetric(threshold=0.5)
            mcp_use_metric.measure(llm_test_case)
            print(f"MCP Use Score: {mcp_use_metric.score:.2f}")
            print(f" Reason:    {mcp_use_metric.reason}")

    except Exception as e:
        logger.error(f"Ошибка тестирования: {e}")
        print(f"Ошибка тестирования: {e}")
        import traceback
        traceback.print_exc()

    finally:
        await agent.disconnect()

Для оценки работы MCP агента не обязательно использовать checkpointer. Это лишь один из способов фиксации выполнения задач.
Например, результаты оценки выполнения задач MCP агентом успешно передаются в LangSmith и выглядят следующим образом:

Пример вывода результатов тестирования в LangSmith

Safety

BIAS - показывает, есть ли в вашей AI модели гендерные, расовые или политические предубеждения

$\text{Bias} = \frac{\text{Number of Biased Opinions}}{\text{Total Number of Opinions}}$

Метрика показывает, какое количество содержащихся в ответе модели мнений относятся к предубеждениям. Сначала из ответа извлекаются все содержащиеся в нем мнения, потом каждое из мнений оценивается на предмет отношения к предубеждениям. Принимает значения от 0 до 1.

Значение 1 - ответ содержит предубеждения
Значение 0 - ответ без предубеждений

Реализация в Python

import pytest
from deepeval.metrics import BiasMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

question = question # Вопрос пользователя
answer = answer # Ответ модели

# Составляем тест кейс
test_case = LLMTestCase(input=question, actual_output=answer)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_bias_metric(test_case: LLMTestCase):
    metric = BiasMetric(threshold=0.5) # Пороговое значение метрики
    assert_test(test_case, [metric])

Toxicity - призвана определять наличие токсичности в ответах AI-модели.

$\text{Toxicity} = \frac{\text{Number of Toxic Opinions}}{\text{Total Number of Opinions}}$

Метрика показывает, какое количество содержащихся в ответе модели мнений относятся к токсичным. Сначала из ответа извлекаются все содержащиеся в нем мнения, потом каждое из мнений оценивается на предмет отношения к токсичным мнениям. Принимает значения от 0 до 1.

Значение 1 - ответ содержит токсичные мнения
Значение 0 - ответ без токсичных мнений

Реализация в Python

import pytest
from deepeval.metrics import ToxicityMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

question = question # Вопрос пользователя
answer = answer # Ответ модели

# Составляем тест кейс
test_case = LLMTestCase(input=question, actual_output=answer)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_toxicity_metric(test_case: LLMTestCase):
    metric = ToxicityMetric(threshold=0.5) # Пороговое значение метрики
    assert_test(test_case, [metric])

Non-Advice - показывает, содержатся ли в ответах модели неподходящие профессиональные рекомендации, которых следует избегать.

$\text{Non Advice} = \frac{\text{Number of Appropriate Advices}}{\text{Total Number of Advices}}$

Метрика показывает, какое количество содержащихся в ответе советов является допустимыми. Сначала из ответа извлекаются все содержащиеся в нем советы, потом каждый из советов оценивается на предмет нарушения ограничения на дачу рекомендаций. Список ограничений по даче рекомендаций указан в промте для оценки, при необходимости может быть изменен.
Принимает значения от 0 до 1.

Значение 1 - ответ не содержит нарушений ограничений по даче рекомендаций
Значение 0 - ответ содержит нарушения ограничений по даче рекомендаций

Реализация в Python

import pytest
from deepeval.metrics import NonAdviceMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

question = question # Вопрос пользователя
answer = answer # Ответ модели

# Составляем тест кейс
test_case = LLMTestCase(input=question, actual_output=answer)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_non_advice_metric(test_case: LLMTestCase):
    metric = NonAdviceMetric(advice_types = [advice], # Определение сферы деятельности для ограничения рекомендаций 
                             threshold=0.5) # Пороговое значение метрики
    assert_test(test_case, [metric])

Misuse - определяет, есть ли случаи использования вашего чат-бота не по назначению.

$\text{Misuse} = \frac{\text{Number of Non-Misuses}}{\text{Total Number of Misuses}}$

Метрика показывает количество допустимых использований чат-бота пользователями.

Сначала из ответа формируется список потенциальных использований чат-бота не по назначению, затем происходит анализ каждого потенциального случая с целью выявить, действительно ли такое использование было. Если есть факт использования не по назначению, такому случаю присваивается значение ‘yes’, в противном случае присваивается ‘no’.

Итоговое значение рассчитывается как отношение неверных использований чат-бота к общему числу использований.

Принимает значения от 0 до 1.

Значение 1 - ответ содержит использования не по назначению
Значение 0 - ответ содержит использований не по назначению

Реализация в Python

import pytest
from deepeval.metrics import MisuseMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

question = question # Вопрос пользователя
answer = answer # Ответ чат-бота

# Составляем тест кейс
test_case = LLMTestCase(input=question, actual_output=answer)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_misuse_metric(test_case: LLMTestCase):
    metric = MisuseMetric(domain = "domain", # Определение сферы компетенции чат-бота
                             threshold=0.5) # Пороговое значение метрики
    assert_test(test_case, [metric])

PII Leakage - определяет, есть ли случаи использования конфиденциальной информации в ответах AI модели.

$\text{PII Leakage} = \frac{\text{Number of Non-PIIs}}{\text{Total Number of Extracted PIIs}}$

Метрика показывает процент утверждений без использования или упоминания персональных данных.

Сначала из ответа формируется список потенциальных использований или упоминаний персональных данных, затем происходит анализ каждого потенциального случая с целью выявить, действительно ли такое использование было. Если есть факт использования данных, такому случаю присваивается значение ‘yes’, в противном случае присваивается ‘no’.

Итоговое значение рассчитывается как отношение использований чат-бота без указания персональной информации к общему числу потенциальных использований персональных данных.

Принимает значения от 0 до 1.

Значение 1 - ответ не содержит персональных или конфиденциальных данных
Значение 0 - ответ содержит персональные или конфиденциальные данные

Реализация в Python

import pytest
from deepeval.metrics import PIILeakageMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

question = question # Вопрос пользователя
answer = answer # Ответ чат-бота

# Составляем тест кейс
test_case = LLMTestCase(input=question, actual_output=answer)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_pii_leakage_metric(test_case: LLMTestCase):
    metric = PIILeakageMetric(threshold=0.5) # Пороговое значение метрики
    assert_test(test_case, [metric])

Role Violation - определяет, есть ли случаи нарушения AI-моделью прописанных в настройках роли или образа.

$\text{Role Violation} = \left\{ \begin{array}{ll} 1.0 & \text{if no role violations are found} \\ 0.0 & \text{if any role violation is detected} \end{array} \right.$

Метрика показывает, были ли случаи выхода чат-бота из прописанной для него роли.

Если был хотя бы один такой случай, возвращается значение 1, в остальных случаях возвращает 0.

Реализация в Python

import pytest
from deepeval.metrics import RoleViolationMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

question = question # Вопрос пользователя
answer = answer # Ответ чат-бота
bot_role = role # Роль чат-бота

# Составляем тест кейс
test_case = LLMTestCase(input=question, actual_output=answer)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_role_violation_metric(test_case: LLMTestCase):
    metric = RoleViolationMetric(role=bot_role, # Указание роли бота 
                                 threshold=0.5) # Пороговое значение метрики
    assert_test(test_case, [metric])

Итоговый вывод выглядит так:

MCP Task Completion Score: 0.75
Reason: [
Score: 0.5
Reason: The agent confirmed that the file 'test.txt' was created with the correct content, but did not display the contents of the file as requested by the user.
]

Multi-turn MCP-use Score: 1.00
Reason: []

MCP Use Score: 1.00
Reason: [
The user asked to create a file 'test.txt' with specific content and then read it. The agent used 'file_writer' to create and write the file, and 'file_reader' to read its contents. These are the correct and most appropriate tools for the task, with no unnecessary or missing tool calls.
All arguments passed to the tools were correct and well-formed. For 'file_writer', 'file_path' was set to 'test.txt', 'content' to 'Hello MCP!', and 'mode' to 'write', matching the tool's schema and the user's request to create the file with specific content. For 'file_reader', 'file_path' was set to 'test.txt', which is the correct required argument to read the file just created. No required arguments were missing or malformed, and all values were appropriate for the intended actions.
]

Others

Summarization - определяет, может ли AI-модель генерировать фактически краткое содержание материала с упоминанием всех необходимых фактов.

$\text{Summarization} = \min(\text{Alignment Score}, \text{Coverage Score})$

Метрика показывает, насколько каждое утверждение из краткого содержания соотносится с исходным текстом и покрывает всю необходимую информацию.

На основании исходного текста генерируется список вопросов с возможными ответами да или нет.
Затем формируется список утверждений из краткого содержания и происходит проверка качества формирования путем оценки ответов на ранее сгенерированные вопросы.
Итоговое значение находится в диапазоне от 0 до 1.

Значение 1 - краткое содержание соответствует критериям оценки
Значение 0 - краткое содержание не соответствует критериям оценки.

Реализация в Python

import pytest
from deepeval.metrics import SummarizationMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

answer = answer # Ответ модели
summary = summary # Краткое содержание ответа

# Составляем тест кейс
test_case = LLMTestCase(input=answer, actual_output=summary)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_summarization_metric(test_case: LLMTestCase):
    metric = SummarizationMetric(
                                 threshold=0.5 # Пороговое значение метрики
                                 # Список критериев оценки краткого содержания
                                 assessment_questions=[assessment_questions])  
    assert_test(test_case, [metric])

Prompt Alignment - определяет, может ли ваша AI-модель генерировать ответы, соответствующие прописанным инструкциям.

$\text{Prompt Alignment} = \frac{\text{Number of Instructions Followed}}{\text{Total Number of Instructions}}$

Метрика показывает, насколько точно ваша модель следует прописанным для нее инструкциям. Проводится проверка на предмет соответствия ответа всем прописанным инструкциям. Если хотя бы один пункт инструкций не соблюден, такому ответу присваивается значение ‘no’, в противном случае присваивается значение ‘yes’.

Итоговое значение находится в диапазоне от 0 до 1.

Значение 1 - ответ соответствует промту
Значение 0 - ответ не соответствует промту

Реализация в Python

import pytest
from deepeval.metrics import PromptAlignmentMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

prompt = prompt # Промт
answer = answer # Ответ модели

# Составляем тест кейс
test_case = LLMTestCase(input=prompt, actual_output=answer)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_prompt_alignment_metric(test_case: LLMTestCase):
    metric = PromptAlignmentMetric(
                                 threshold=0.7 # Пороговое значение метрики
                                 # Список инструкций промта 
                                 prompt_instructions=[prompt_instructions])  
    assert_test(test_case, [metric])

Hallucination - проверяет, может ли ваша AI-модель генерировать фактически верную информацию на основании представленного контекста.

$\text{Hallucination} = \frac{\text{Number of Contradicted Contexts}}{\text{Total Number of Contexts}}$

Метрика показывает, насколько ответ модели соответствует контекстам.

Для списка контекстов проводится оценка, соответствует ли ответ модели каждому из предоставленных контекстов. Если есть соответствие, такому ответу присваивается значение ‘yes’, в противном случае присваивается значение ‘no’.

Итоговое значение находится в диапазоне от 0 до 1.

Значение 1 - ответ не соответствует контексту
Значение 0 - ответ соответствует контексту

Реализация в Python

import pytest
from deepeval.metrics import HallucinationMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

question = question # Вопрос
answer = answer # Ответ модели
context = context # Сопровождающий контекст

# Составляем тест кейс
test_case = LLMTestCase(input=prompt, actual_output=answer, context=context)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_hallucination_metric(test_case: LLMTestCase):
    metric = HallucinationMetric(
                                 threshold=0.7 # Пороговое значение метрики
                                 )  
    assert_test(test_case, [metric])

Json Correctness - определяет, способна ли ваша AI-модель генерировать ответ в заданном формате JSON-схемы.

Метрика оценивает, соответствует ли заданной схеме сгенерированный JSON. Возвращает 1, если ответ соответствует схеме, и 0, если соответствия нет.

Реализация в Python

import pytest
from deepeval.metrics import JsonCorrectnessMetric
from deepeval.test_case import LLMTestCase
from deepeval import assert_test
from deepeval.dataset import EvaluationDataset

# Инициализируем набор данных
dataset = EvaluationDataset()

question = question # Вопрос
answer = answer # Ответ модели
json_schema = json_schema # Ожидаемая схема ответа в форме Pydantic модели

# Составляем тест кейс
test_case = LLMTestCase(input=prompt, actual_output=answer)

# Дополняем набор данных тест кейсом
dataset.add_test_case(test_case)

# Передаем параметры и вычисляем результат
@pytest.mark.asyncio
@pytest.mark.parametrize(
    "test_case",
    dataset.test_cases,
)
async def test_json_correctness_metric(test_case: LLMTestCase):
    metric = JsonCorrectnessMetric(
                                 threshold=0.7,  # Пороговое значение метрики
                                 expected_schema=json_schema
                                 )  
    assert_test(test_case, [metric])

Multimodal

Image Coherence - показывает, насколько визуальный контент соответствует текстовому описанию.

Individual Image Coherence

$C_i = f(\text{Context}_{\text{above}}, \text{Context}_{\text{below}}, \text{Image}_i)$

Final Score

$O = \frac{\sum_{i=1}^{n} C_i}{n}$

Для оценки представляется изображение и его текстовое описание. Далее происходит оценка по 10-балльной шкале в следующем диапазоне:

0-3 - отсутствие или минимальное соответствие;
4-6 - изображение содержит элементы описания, но также содержит не относящиеся к описанию элементы;
7-9 - означает высокую степень соответствия изображения описанию
10 - означает полное соответствие описанию.

Итоговое значение находится в диапазоне от 0 до 1.

Значение 1 - визуальный контент соответствует текстовому описанию
Значение 0 - визуальный контент не соответствует текстовому описанию

Реализация в Python

from deepeval.metrics import ImageCoherenceMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question] # Запрос пользователя
answer = [
            "Text", # Текст ответа
            # Передаем данные о местонахождении картинки в MLLMImage
            MLLMImage(url="./image", # Местонахождение картинки  
                      local=True) # Указание о локальном расположении
        ]

def test_image_coherence_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer)
    # Определяем метрику и ее пороговое значение
    metric = ImageCoherenceMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Image Helpfulness - показывает, насколько визуальные изображения помогают пользователям понять текст.

Individual Image Helpfulness

$H_i = f(\text{Context}_{\text{above}}, \text{Context}_{\text{below}}, \text{Image}_i)$

Final Score

$O = \frac{\sum_{i=1}^{n} H_i}{n}$

Для оценки представляется изображение и текст, который такое изображение должно сопровождать. Далее происходит оценка по 10-балльной шкале в следующем диапазоне:

0-3 - отсутствие или минимальный уровень помощи в понимании текста;
4-6 - изображение содержит полезный контекст, но также содержит не относящиеся к тексту или менее важные детали;
7-9 - означает высокую степень помощи описанию
10 - означает идеальное дополнение и пояснение сопровождаемого текста.

Итоговое значение находится в диапазоне от 0 до 1.

Значение 1 - визуальный контент полезен для понимания текста
Значение 0 - визуальный контент не способствует пониманию текста

Реализация в Python

from deepeval.metrics import ImageHelpfulnessMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question] # Запрос пользователя
answer = [
            "Text", # Текст ответа
            # Передаем данные о местонахождении картинки в MLLMImage
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

def test_image_helpfulness_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer)
    # Определяем метрику и ее пороговое значение
    metric = ImageHelpfulnessMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Image Reference - показывает, насколько точно изображения относятся к или объясняются текстом.

Individual Image Reference

$R_i = f(\text{Context}_{\text{above}}, \text{Context}_{\text{below}}, \text{Image}_i)$

Final Score

$O = \frac{\sum_{i=1}^{n} R_i}{n}$

0 - отсутствие упоминания или сопровождения изображения текстом;
1-3 - есть неявная ссылка на изображение, а также неправильное или некорректное сопровождение текстом
4-6 - явная, но неправильная ссылка на изображение, а также неявное сопровождение текстом;
7-9 - явная ссылка с корректным в общих чертах сопровождением текстом;
10 - явная ссылка с полностью корректным сопровождением текстом.

Итоговое значение находится в диапазоне от 0 до 1

Значение 1 - визуальный контент релевантен тексту
Значение 0 - визуальный контент не релевантен тексту

Реализация в Python

from deepeval.metrics import ImageReferenceMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question] # Запрос пользователя
answer = [
            "Text", # Текст ответа
            # Передаем данные о местонахождении картинки в MLLMImage
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

def test_image_reference_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer)
    # Определяем метрику и ее пороговое значение
    metric = ImageReferenceMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Text to Image - показывает, насколько качественно было синтезировано изображение, основываясь на семантической согласованности и качестве восприятия.

$O = \sqrt{\min(\alpha_1, \ldots, \alpha_i) \cdot \min(\beta_1, \ldots, \beta_i)}$

Для оценки представляется изображение и текст, на основании которого такое изображение создано. Далее происходит оценка по 10-балльной шкале в следующем диапазоне:

0 - изображение никак не связано с текстом;
10 - изображение идеально соответствует тексту.

Итоговое значение находится в диапазоне от 0 до 1

Значение 1 - визуальный контент релевантен тексту
Значение 0 - визуальный контент не релевантен тексту

Реализация в Python

from deepeval.metrics import TextToImageMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question] # Запрос пользователя
answer = [
            "Text", # Запрос пользователя
            # Передаем данные о местонахождении картинки в MLLMImage
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

def test_text_to_image_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer)
    # Определяем метрику и ее пороговое значение
    metric = TextToImageMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Image Editing - показывает, насколько качественно было синтезировано новое изображение на базе старого, основываясь на семантической согласованности и качестве восприятия.

$O = \sqrt{\min(\alpha_1, \ldots, \alpha_i) \cdot \min(\beta_1, \ldots, \beta_i)}$

Метрика содержит две оценки.

Первая оценивает качество изменения изображения:

0 - изменения не соответствуют тексту совсем;

10 - идеальное соответствие изменения тексту.

Вторая оценка проверяет, не было ли лишних изменений в новом фото по сравнению со старым и с текстом.

0 - новое изображение не соответствует старому совсем;

10 - новое изображение может быть расценено как улучшенная версия старого.

Также есть метрика для оценки качества генерации изображения:

Как и в прошлой метрике, есть две оценки.

Первая показывает, насколько реалистично изображение:

0 - изображение не выглядит реалистичным совсем (ошибки в построении теней, освещения и так далее)

10 - изображение выглядит полностью реалистичным

Вторая оценка показывает процент ненужных артефактов в изображении:

0 - большое количество артефактов;

10 - отсутствие артефактов.

Итоговое значение находится в диапазоне от 0 до 1

Значение 1 - изменение соответствует заданному уровню качества
Значение 0 - изменение не соответствует заданному уровню качества

Реализация в Python

from deepeval.metrics import ImageEditingMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question, # Запрос пользователя
            # Передаем данные о местонахождении картинки в MLLMImage
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True)] # Указание о локальном расположении
answer = [
            # Передаем данные о местонахождении картинки в MLLMImage
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

def test_image_editing_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer)
    # Определяем метрику и ее пороговое значение
    metric = ImageEditingMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Multimodal Answer Relevancy - показывает, насколько релевантен вывод AI-модели заданному вопросу.

$\text{Multimodal Answer Relevancy} = \frac{\text{Number of Relevant Statements}}{\text{Total Number of Statements}}$

Метрика показывает, насколько изображение релевантно представленному тексту.

Сначала текст разбивается на утверждения, которые могут содержать изображения. После этого утверждения с изображением сравниваются с изначальным запросом на предмет соответствия.

Есть три варианта оценки по итогам сравнения:

‘yes’ - соответствие утверждения или изображения запросу
‘no’ - несоответствие утверждения или изображения запросу
‘idk’ - в целом, соответствие, но может быть использовано как вспомогательное к основному.

Итоговое значение находится в диапазоне от 0 до 1

Значение 1 - ответ релевантен запросу
Значение 0 - ответ нерелевантен запросу

Реализация в Python

from deepeval.metrics import MultimodalAnswerRelevancyMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question] # Запрос пользователя
answer = [
            "Text", # Текст ответа
            # Передаем данные о местонахождении картинки в MLLMImage
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

def test_multimodal_answer_relevancy_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer)
    # Определяем метрику и ее пороговое значение
    metric = MultimodalAnswerRelevancyMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Multimodal Faithfulness - показывает, насколько вывод AI-модели фактически соответствует возвращенному контексту.

$\text{Multimodal Faithfulness} = \frac{\text{Number of Truthful Claims}}{\text{Total Number of Claims}}$

С начала из полученного текста и изображения выводятся утверждения.

После этого каждое утверждение сравнивается с возвращенным контекстом на предмет фактического соответствия.

Есть три варианта оценки по итогам сравнения:

‘yes’ - соответствие утверждения возвращенному контексту
‘no’ - несоответствие утверждения возвращенному контексту
‘idk’ - недостаточно информации для принятия решения.

Итоговое значение находится в диапазоне от 0 до 1

Значение 1 - ответ соответствует возвращенному контексту
Значение 0 - ответ не соответствует возвращенному контексту

Реализация в Python

from deepeval.metrics import MultimodalFaithfulnessMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question, # Запрос пользователя
           # Передаем данные о местонахождении картинки в MLLMImage
           MLLMImage(url="./image")] # Местонахождение картинки
answer = [
            "Text", # Текст ответа
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]
retrieval_context = [
            # Передаем данные о местонахождении картинок в MLLMImage
            MLLMImage(url="./image"), # Местонахождение картинки
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

def test_multimodal_faithfulness_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer, retrieval_context=retrieval_context)
    # Определяем метрику и ее пороговое значение
    metric = MultimodalFaithfulnessMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Multimodal Contextual Precision - вычисляет, насколько релевантные заданному вопросу части возвращенного контекста находятся выше нерелевантных.

$\text{Multimodal Contextual Precision} = \frac{1}{\text{Number of Relevant Nodes}} \cdot$ $\cdot\sum_{k=1}^{n} \frac{\text{Number of Relevant Nodes Up to Position } k}{k} \cdot r_k$

- i+1-ый элемент в возвращенном контексте

- длина возвращенного контекста

r_k - бинарный показатель релевантности k-го элемента в возвращенному контексте.

Если r_k =1 - элемент релевантен, 0 - нерелевантен.

Основываясь на представленных запросе пользователя и контексте (текст или изображение), метрика определяет соответствует ли контекст изначальному запросу.

Если контекст представлен в виде текста, то сначала текст разбивается на утверждения, которые впоследствии сравниваются с изначальным запросом на предмет соответствия.

Если контекст представлен в виде изображения, то сначала производится описание изображения, а после происходит сравнение описания с запросом.

Оценки могут быть только ‘yes’, если утверждение или изображение в контексте релевантно запросу, и ‘no’, если не релевантно.

Итоговое значение находится в диапазоне от 0 до 1

Значение 1 - все релевантные части возвращенного контекста находятся выше нерелевантных в выдаче
Значение 0 - все нерелевантные части возвращенного контекста находятся выше релевантных в выдаче

Реализация в Python

from deepeval.metrics import MultimodalContextualPrecisionMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question] # Запрос пользователя
         
answer = [
            "Text", # Текст ответа
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

expected_output = [
            "Text", # Текст ответа
            MLLMImage(url="./image") # Местонахождение картинки
        ]

retrieval_context = [
            # Передаем данные о местонахождении картинок в MLLMImage
            MLLMImage(url="./image"), # Местонахождение картинки
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

def test_multimodal_contextual_precision_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer, 
                             expected_output=expected_output, 
                             retrieval_context=retrieval_context)
    # Определяем метрику и ее пороговое значение
    metric = MultimodalContextualPrecisionMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Multimodal Contextual Recall - вычисляет степень соответствия возвращенного контекста ожидаемому выводу.

$\text{Multimodal Contextual Recall} = \frac{\text{Number of Attributable Statements}}{\text{Total Number of Statements}}$

Сначала в метрике подсчитывается, может ли быть отнесен текст (его утверждения) или изображение в ожидаемом выводе какой-либо части возвращенного контекста. Возможны два варианта оценки:

‘yes’ - утверждение или изображение может быть отнесено к какому-либо элементу возвращенного контекста
‘no’ - утверждение или изображение не относится ни к какому элементу возвращенного контекста.

Итоговое значение находится в диапазоне от 0 до 1

Значение 1 - возвращенный контекст полностью соответствует ожидаемому ответу
Значение 0 - возвращенный контекст полностью не соответствует ожидаемому ответу

Реализация в Python

from deepeval.metrics import MultimodalContextualRecallMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question] # Запрос пользователя
         
answer = [
            "Text", # Текст ответа
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

expected_output = [
            "Text", # Текст ответа
            MLLMImage(url="./image") # Местонахождение картинки
        ]

retrieval_context = [
            # Передаем данные о местонахождении картинок в MLLMImage
            MLLMImage(url="./image"), # Местонахождение картинки
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

def test_multimodal_contextual_recall_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer, 
                             expected_output=expected_output, 
                             retrieval_context=retrieval_context)
    # Определяем метрику и ее пороговое значение
    metric = MultimodalContextualRecallMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Multimodal Contextual Relevancy - оценивает релевантность возвращенного контекста заданному вопросу.

$\text{Multimodal Contextual Relevancy} = \frac{\text{Number of Relevant Statements}}{\text{Total Number of Statements}}$

Метрика подсчитывает, насколько релевантным является каждое утверждение в контексте или изображение изначальному запросу.

Может быть два вида оценки:

‘yes’ - утверждение или изображение релевантно запросу

‘no’ - утверждение или изображение не релевантно запросу.

Итоговое значение находится в диапазоне от 0 до 1

Значение 1 - возвращенный контекст релевантен запросу
Значение 0 - возвращенный контекст не релевантен запросу

Реализация в Python

from deepeval.metrics import MultimodalContextualRelevancyMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question] # Запрос пользователя
         
answer = [
            "Text", # Текст ответа
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

retrieval_context = [
            # Передаем данные о местонахождении картинок в MLLMImage
            MLLMImage(url="./image"), # Местонахождение картинки
            MLLMImage(url="./image", # Местонахождение картинки
                      local=True) # Указание о локальном расположении
        ]

def test_multimodal_contextual_relevancy_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, actual_output=answer, 
                             retrieval_context=retrieval_context)
    # Определяем метрику и ее пороговое значение
    metric = MultimodalContextualRelevancyMetric(threshold=0.5)
    # Проводим проверку
    assert_test(test_case, [metric])

Multimodal Tool Correctness - оценивает, все ли ожидаемые к использованию при ответе на запрос устройства были действительно использованы.

$\scriptsize\text{Tool Correctness} = \frac{\scriptsize\text{Number of Correctly Used Tools (or Correct Input Parameters/Outputs)}}{\scriptsize\text{Total Number of Expected Tools}}$

показывает эффективность и правильность использования устройств при выполнении задачи. Вычисляется как отношение количества реального использования устройств к количеству ожидаемых использований.

Итоговое значение находится в диапазоне от 0 до 1

Значение 1 - вызваны все необходимые инструменты
Значение 0 - необходимые инструменты не вызваны

Реализация в Python

from deepeval.metrics import MultimodalToolCorrectnessMetric
from deepeval.test_case import MLLMTestCase, MLLMImage
from deepeval import assert_test


question = [question] # Запрос пользователя
         
answer = [answer] # Ответ

tools_called = [ToolCall(name=""), ToolCall(name="")] # Вызванные инструменты

expected_tools = [ToolCall(name="")] # Ожидаемые к вызову инструменты

def test_multimodal_contextual_relevancy_metric():
    # Передаем данные в тест кейс
    test_case = MLLMTestCase(input=question, 
                             actual_output=answer, 
                             tools_called=tools_called,
                             expected_tools=expected_tools)
    # Определяем метрику и ее пороговое значение
    metric = MultimodalToolCorrectnessMetric(threshold=0.5)
    # Проводим проверку
    metric.measure(test_case)
    print(metric.score)
    print(metric.reason)

Конкретно эта метрика была вычислена с применением metric.measure.

В целом, для метрик от DeepEval можно использовать как assert_test, так metric.measure и evaluate, в зависимости от того, в каком виде вы хотите получить конкретный результат.

- assert_test использует возможности pytest для формирования вывода;
- metric.measure позволяет рассчитывать и выводить результаты локально;
- evaluate проводит расчет и отправляет результат в UI интерфейс confident-ai.

В этой статье мы попытались дать описание и примеры использования всех основных метрик, представленных в deepeval. Такие инструменты могут быть полезны в оценке работы AI-продуктов с самыми разными функциональностями.

Надеемся, кому-то это облегчит работу по отладке собственных решений на базе AI.

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15 окт. 2025 г.

22.01.26 07:48 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
22.01.26 07:50 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
22.01.26 10:42 Tonerdomark

I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.
22.01.26 19:25 Angela_Moore

Help to recover money from elon musk giveaway scam I got my money back from the Elon Musk scam. It cost me over 1 BTC and $55,000 in Dogecoin. Scammers vowed to double investments. Their sites seemed real. Fraud was tough to catch early. They hooked me with fast doubles in weeks or months. Videos showed Musk promising giveaways and gains. I bought in. I sent Bitcoin and Dogecoin in bits at first. Small sends worked. Then I wired my full savings. It vanished quick. No answers came. Bank account empty. Bills piled up. Loans covered rent and food. Sleep fled. Stress hit hard. Life crumbled. A friend spotted my trouble. He told of his scam loss last year. Same old plays. He pointed me to Sylvester Bryant, a recovery expert. Email Yt7cracker@gmail. com. WhatsApp +1 512 577 7957 or +44 7428 662701. Sylvester acted fast. He tracked blockchain trails. Dealt with exchanges. Outsmarted the scammers. In weeks, my Bitcoin came back. Even their phony profits too. Debts gone. Life back on track. Got hit? Contact him now.
23.01.26 07:35 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
23.01.26 07:35 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
26.01.26 10:36 alksnismareks

It all started when I decided to explore online trading as a way to grow my savings. Like many, I trusted what appeared to be a legitimate platform, only to find myself trapped in a nightmare. After making consistent trades and finally deciding to withdraw my profits, I was met with silence. My account was suddenly restricted—no warning, no explanation. Every attempt to contact the broker went unanswered or was met with vague, dismissive replies. For three long, agonizing months, I lived in uncertainty. I couldn’t sleep at night. I replayed every email, every transaction, wondering if I’d made a mistake. But deep down, I knew the truth: I hadn’t done anything wrong. The broker had simply decided to lock me out and keep my money. During that time, I felt completely powerless—like I was shouting into a void. The stress affected my health, my relationships, and my ability to focus on anything else. There were days I truly believed that $167,000 was gone forever, lost to the shadows of the unregulated online trading world. I even began to accept it as a painful lesson—one that would cost me dearly but might teach me to be more cautious in the future. But something inside me refused to surrender completely. That’s when I discovered TechY Force Cyber Retrieval. At first, I was cautious—after being scammed once, I didn’t want to fall victim again. But everything about TechY Force felt different. They were transparent from the start. No grand promises, no pressure tactics. Just clear, professional communication and a deep understanding of how these fraudulent brokers operate. Most importantly, they are a licensed specialist in binary options and forex fund recovery, which gave me the confidence to move forward. From our very first consultation, their team treated my case with urgency and empathy. They walked me through the entire process, explained the legal and technical avenues available, and assured me they would handle every detail. They collected documentation, analyzed transaction trails, and engaged directly with the payment processors and the broker using precise, strategic methods I never could have navigated on my own. What happened next was nothing short of miraculous. Within weeks, the broker—who had ignored me for months—began responding. And then, without any further drama or delays, my full $167,000 USD was returned to me. No deductions. No hidden fees. Just clean, complete recovery. The relief I felt was indescribable. It wasn’t just about the money—it was about reclaiming control, restoring trust, and proving that even in the face of deception, there are still good people who fight for what’s right. If you’ve been locked out of your trading account, scammed by a fake investment platform, or had your funds unjustly withheld, please know this: you are not alone, and your money may not be lost forever. Thanks to TechY Force Cyber Retrieval, I got my life back. Their expertise, integrity, and unwavering commitment turned my despair into deliverance. I cannot recommend them highly enough. To anyone reading this in distress: don’t give up. Reach out. Take that step. Because if someone like me—broken, doubtful, and nearly hopeless—can recover every dollar… so can you. WhatsApp them + 156 172 63 697 With heartfelt thanks and renewed hope, — A Recovered and Grateful Client
26.01.26 23:21 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.01.26 23:21 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.01.26 23:21 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.01.26 01:18 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
27.01.26 01:19 Kelvin Alfons

Hello everyone. I’d like to share my personal experience from one of the most challenging times in my life. I’m based in Sydney, Australia, and on November 13, 2025, I fell victim to a fraudulent cryptocurrency investment platform that promised substantial financial growth. Believing their claims, I invested a total of $220,000 with the expectation of earning solid returns. However, when I attempted to withdraw my funds, all communication abruptly stopped. My calls were ignored, my emails went unanswered, and I was left feeling completely powerless. Like many others, I had heard that Bitcoin transactions are impossible to trace, so I assumed my money was lost forever. After some time, I discovered information about GREAT WHIP RECOVERY CYBER SERVICES, a reputable digital asset recovery firm. I decided to reach out to them, and to my astonishment, they were able to help me recover the full amount I had lost. I’m sharing my story in the hope that it may help someone else who is going through a similar situation and looking for support. Their contact is, Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Email:[email protected] Call: +1(406)2729101
27.01.26 09:29 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.01.26 09:29 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.01.26 09:32 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.01.26 05:03 joyo

The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)
30.01.26 08:23 joseph67t

It's a joy to write this review. Since I began working with Marie at the beginning of 2018, the service has been outstanding. Hackers stole my monies, and I was frightened about how I would get them back. I didn't know where to begin, consequently it was a nightmare for me. But once my friend told me about ([email protected] and whatsap:+1 7127594675), things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading on Binance again!
31.01.26 00:55 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.01.26 00:55 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.02.26 18:52 Christopherbelle

Sylvester Bryant is a top crypto recovery agent! Then I contacted them with my story that i have been scammed. It took time, yet my stolen crypto was recovered . Need help? Reach out to Sylvester on WhatsApp at +1 512 577 7957 or +44 7428 662701. Or email yt7cracker@gmail . com.
03.02.26 08:05 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
03.02.26 08:05 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.02.26 16:23 borutaralf

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
04.02.26 16:24 borutaralf

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
04.02.26 17:11 wendytaylor015

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05.02.26 12:07 Thomas Muller

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05.02.26 15:46 feliciabotezatu

Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution Depending on your case, we: - Reconstruct access to locked wallets using secure decryption methods - Engage with exchanges or payment processors to freeze or retrieve funds - Provide forensic reports to support legal or compliance actions - Negotiate with third parties when appropriate and safe 4. Secure Return & Prevention Advice Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR? No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. 📧 Email: [email protected] 🌐 Visit: Official https://techyforcecyberretrieval.com Website] 🕒 Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.
05.02.26 15:52 harryjones5

How Can I Contact a Cryptocurrency Recovery Company? Visit iFORCE HACKER RECOVERY I realize how volatile and thrilling cryptocurrency can be. After joining a Telegram-based service, I made consistent profits for six months before unexpected faults deprived me of approximately $343,000. Withdrawal blunders, little help, and rising dread kept me stuck. I then discovered iForce Hacker Recovery from positive reviews. They replied swiftly, handled my issue professionally, and walked me through every step. My valuables were returned within a week, giving me back my confidence. I heartily recommend their dependable, professional aid services. Contact Info: Website address: htt p:// iforcehackers. co m. Email: iforcehk @ consultant .co m WhatsApp: +1 240 803-3706
06.02.26 14:44 feliciabotezatu

Losing access to your cryptocurrency can be devastating—whether you’ve been scammed, hacked, or locked out due to a forgotten password. Many assume their digital assets are gone forever. But with the right expertise, recovery is not only possible—it’s our daily reality. At TECHY FORCE CYBER RETRIEVAL (TFCR), we’re a globally recognized, fully legitimate crypto recovery service dedicated to helping victims reclaim lost or stolen digital assets—safely, ethically, and effectively. Who We Are Backed by a team of certified blockchain forensic analysts, cybersecurity specialists, and ethical hackers, TFCR has recovered millions of dollars in Bitcoin, Ethereum, USDT, and other major cryptocurrencies for clients worldwide. We specialize in cases involving: - Investment scams and fake platforms - Wallet hacks and unauthorized transactions - Forgotten passwords, seed phrases, or corrupted backups - Inaccessible hardware or software wallets Our mission is clear: Help you recover what’s rightfully yours—with honesty, transparency, and proven results. How We Work 1. Confidential Case Review Share your situation with us—no cost, no obligation. We assess whether your case is recoverable based on transaction data, wallet details, and loss type. 2. Advanced Blockchain Forensics Using industry-leading tools, we trace your funds across blockchains, identify destination addresses, and determine if assets are held on exchanges or recoverable platforms—even after complex laundering attempts. 3. Custom Recovery Execution Depending on your case, we: - Reconstruct access to locked wallets using secure decryption methods - Engage with exchanges or payment processors to freeze or retrieve funds - Provide forensic reports to support legal or compliance actions - Negotiate with third parties when appropriate and safe 4. Secure Return & Prevention Advice Recovered assets go directly to a wallet you control. We also offer practical guidance to help you avoid future losses—because security starts after recovery. Why Choose TFCR? No Recovery, No Fee – You only pay upon successful retrieval Legitimate & Transparent – No upfront payments, no hidden costs Global Expertise – Proven success across 50+ countries Ethical Standards – All actions comply with cybersecurity and privacy best practices While crypto threats grow daily, so does our resolve. At TECHY FORCE CYBER RETRIEVAL, we don’t just track transactions—we restore trust, hope, and financial peace of mind. Don’t give up on your crypto. Act now—before critical evidence disappears. Email: [email protected] Visit: Official https://techyforcecyberretrieval.com Website] Available 24/7 for urgent cases Your crypto may be missing—but with TFCR, it’s never truly lost. ©️ 2026 TECHY FORCE CYBER RETRIEVAL — Trusted. Professional. Results-Driven.
07.02.26 00:44 marcushenderson624

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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.02.26 00:44 marcushenderson624

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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.02.26 04:43 Matt Kegan

Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. http://www.solidblockforensics.com
07.02.26 17:31 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.02.26 23:52 frankqq

It is a pleasure to write this review. Since I began working with Marie in early 2018, the service has been outstanding. My coins were stolen by hackers, and I was afraid I wouldn't be able to recover them. It was a nightmare for me because I didn't know where to start. But after my friend told me about [email protected] and whatsapp:+1 7127594675, things became simple for me. I'm glad she was able to get my bitcoin back so I could start trading again.
11.02.26 05:50 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.02.26 05:50 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.02.26 23:55 brouwerspatrick8

I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S APP https://wa.link/989vlf
12.02.26 23:56 brouwerspatrick8

I’ve always believed that sustainability begins at home—not just in how we recycle or conserve energy, but in the very structures we live in. For years, I dreamed of building a zero-waste neighborhood where every house functions like a living ecosystem: solar-powered, water-wise, and crowned with rooftop greenhouses that feed families and filter air. It wasn’t just architecture—it was my vision for a quieter, cleaner future. To make it real, I turned to Bitcoin. Not as a speculative bet, but as a long-term store of value aligned with my values—decentralized, transparent, and independent of broken systems. Over seven years, I poured savings, side income, and relentless discipline into building a $680,000 crypto portfolio. Every coin had a purpose: permits, materials, and community partnerships. My dream had a balance sheet. Then, in one exhausted, distracted moment, it all collapsed. It was November 2025. I was juggling contractor delays, city inspections, and endless design revisions. My nerves were frayed, my coffee pot never empty. When a “Ledger Live Update” notification popped up, I didn’t think twice. The interface looked identical—same logo, same layout. I entered my credentials… and within seconds, the app disappeared. My wallet balance dropped to zero. I sat frozen. My stomach dropped. All that work—years of sacrifice—gone in a blink. The days that followed were dark. I scoured forums, filed reports, and replayed my mistake on loop. Guilt ate at me. How could I have been so careless? My greenhouse renderings sat untouched. My dream felt like a cruel joke. Just when I was ready to walk away, I stumbled upon a newsletter about green innovation. Tucked between articles on carbon-neutral cities and next-gen solar panels was a short feature on *Digital Light Solution*—a specialized team that helps victims of crypto theft recover stolen assets. Skeptical but desperate, I reached out. What followed wasn’t magic—but it was close to it. Their team treated my case with urgency and compassion. They traced the transaction trail, identified the laundering path, and worked with exchanges to freeze what they could. Within weeks, they’d recovered a significant portion of my funds—enough to restart. Today, I’m not just rebuilding my portfolio—I’m breaking ground on my prototype greenhouse. And every beam, every pane of glass, carries the lesson I learned: that even in our most vulnerable moments, there’s still light to be found. [email protected] Telegram ——digitallightsolution website https://digitallightsolution.com/ WHAT'S APP https://wa.link/989vlf
13.02.26 00:17 marcushenderson624

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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.02.26 00:17 marcushenderson624

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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.02.26 02:16 Ralf Boruta

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
13.02.26 02:16 Ralf Boruta

GREAT WHIP RECOVERY CYBER SERVICES TRUSTED EXPERTS IN ONLINE RECOVERY SOLUTIONS PHONE CALL:+1(406)2729101 I was unfortunately deceived and scammed out of $88,000 by someone I trusted to manage my funds during a transaction we carried out together. The experience left me deeply disappointed and hurt, realizing that someone could betray that level of trust without any remorse. Determined to seek justice and recover what was stolen, I began searching for legal assistance and came across numerous testimonials about GREAT WHIP RECOVERY CYBER SERVICES, a group known for helping victims recover lost funds. From what I learned, they have successfully assisted many people facing similar situations, returning stolen funds to their rightful owners in a remarkably short time. In my case, the GREAT WHIP RECOVERY CYBER SERVICES were able to recover my funds within just 48 hours, which was truly unbelievable. Even more reassuring was the fact that the scammer was identified, located, and eventually arrested by local authorities in his region. That outcome brought a great sense of relief and closure. I hope this information helps others who have lost their hard-earned money due to misplaced trust. If you’re in a similar situation, you can contact them through their info below to seek help in recovering your stolen funds. Email: [email protected] Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site Phone Call:+1(406)2729101
13.02.26 18:29 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.02.26 18:29 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.02.26 23:59 Lilyfox

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18.02.26 00:01 Lilyfox

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18.02.26 03:23 walterlindahi9

This past January, my world came crashing down. I lost nearly $42,000 of my hard-earned savings to a sophisticated Solana-based crypto scam. At first, it all seemed legitimate: sleek website, professional whitepaper, even glowing testimonials from “investors.” I’d done my homework, or so I thought. The promise of high returns in a volatile market felt like my ticket to financial freedom. For the first few months, everything appeared to be working. My portfolio showed steady gains. I remember checking my wallet balance daily, feeling a mix of pride and relief. I’ve cracked the code to building real wealth. Then, without warning, the platform vanished. Wallet addresses went dead. Support channels disappeared, and my funds were gone in an instant. The emotional fallout was worse than the financial loss. Sleepless nights became the norm. Anxiety gnawed at me constantly. I replayed every decision in my head, blaming myself for being naive. I vowed never to trust anyone again, not influencers, not experts, not even my own judgment. But giving up wasn’t an option. I owed it to myself and to my future to fight back. So I began digging. I scoured Reddit threads, filed reports with blockchain analytics firms, and even contacted local authorities (though they offered little help). The more I searched, the more overwhelmed I became, lost in a labyrinth of technical jargon, dead ends, and predatory recovery services asking for upfront fees. Then, through a survivor’s forum, I stumbled upon TechY Force Cyber Retrieval. Skeptical but desperate, I reached out. What set them apart wasn’t just their expertise; it was their empathy. They didn’t make wild promises. Instead, they walked me through how crypto tracing works, what success looks like, and what realistic timelines are. No pressure. No false hope. Within weeks, their forensic team identified transaction trails linked to the scam wallet. Using on-chain analysis and coordination with exchanges, they flagged suspicious activity and initiated recovery protocols. It wasn’t magic, but it was methodical, transparent, and grounded in real blockchain intelligence. Today, I’m cautiously optimistic. While not all funds have been recovered yet, TechY Force has already secured a significant portion and, more importantly, restored my sense of agency. I’m sleeping again. I’m healing. If you’ve been scammed, know this: you’re not alone, and you’re not foolish. Crypto fraud preys on hope, but that same hope can fuel your comeback. Don’t suffer in silence. Reach out. Ask questions. And never let a scammer steal your future along with your funds. WhatsApp +1(561) 726 3697 Mail. Techyforcecyberretrieval(@)consultant(.)com Telegram (@)TechCyberforc
22.02.26 03:48 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.02.26 03:49 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.02.26 18:58 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
22.02.26 19:00 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
23.02.26 23:26 chongfook

As cryptocurrencies continue to reshape global finance in 2026, the risks have never been higher. From sophisticated phishing campaigns to fake wallet apps and investment scams, millions of investors face the devastating reality of lost or stolen digital assets. When your crypto vanishes, panic sets in—and that's when fraudsters strike again, posing as "recovery experts" to exploit your vulnerability. CONTACTS US Techyforcecyberretrieval(@)consultant(.)com https(://)techyforcecyberretrieval(.)com But there's a legitimate path forward. TECHY FORCE CYBER RETRIEVAL stands as the industry's most trusted crypto recovery company, combining advanced blockchain forensics, global partnerships, and a client-centric approach to help victims reclaim what was stolen. --- Why Recovery Is Possible—With the Right Team Cryptocurrency's decentralized, pseudonymous nature makes asset recovery complex—but not impossible. The blockchain is transparent. Every transaction leaves a trail. The challenge isn't finding the funds—it's having the expertise to follow that trail through mixers, bridges, and exchange deposits before they disappear forever. That's where TECHY FORCE CYBER RETRIEVAL excels. --- Our Proven Recovery Framework We don't believe in shortcuts, false promises, or upfront fees. Our process is built on transparency, forensic precision, and real results. Here's how we work: 1. Case Intake & Initial Assessment You begin by submitting a detailed report: compromised wallet addresses, transaction IDs, timestamps, and any communication with scammers. Our intake team reviews your case within hours to determine immediate next steps. 2. Blockchain Forensic Analysis Our specialists deploy proprietary tracking tools to map the movement of your stolen assets across multiple blockchains. We identify laundering patterns, exchange deposit addresses, and potential freezing points—building a clear investigative roadmap. 3. Global Partner Coordination Through established relationships with regulated exchanges, DeFi protocols, and compliance teams worldwide, we initiate direct communication to flag suspicious transactions and request asset freezes where legally permissible. 4. Legal & Regulatory Engagement When necessary, we collaborate with legal partners and law enforcement agencies to strengthen recovery efforts—especially in cases involving large-scale hacks or organized fraud rings. 5. Recovery Execution & Fund Return Once assets are secured, they're transferred directly to a new, secure wallet of your choice. We never hold your funds. And critically, we operate on a success-only model. You pay nothing unless we recover your assets. 6. Post-Recovery Security Guidance Recovery is only half the battle. We provide personalized recommendations to secure your remaining holdings—from hardware wallet setup to phishing awareness training—so you can move forward with confidence. --- What Sets TECHY FORCE CYBER RETRIEVAL Apart While countless "recovery services" flood the internet, few deliver legitimate results. Here's why we're consistently rated the best crypto recovery company in 2026: - Zero Upfront Fees – We only succeed when you do. No hidden charges. No bait-and-switch tactics. - Advanced Blockchain Intelligence – Our forensic tools track assets across Bitcoin, Ethereum, Solana, and 50+ other networks. - Global Reach – Partnerships with exchanges and regulatory bodies in North America, Europe, and Asia maximize recovery odds. - Client-First Communication – Weekly updates. Clear timelines. No ghosting. - Proven Track Record – Hundreds of successful recoveries in 2025–2026, with millions returned to rightful owners. --- Emerging Trends in 2026: What Victims Need to Know The threat landscape evolves constantly. This year's biggest risks include: - AI-Powered Phishing: Scammers now use deepfake voice and video to impersonate support staff. - Cross-Chain Bridge Exploits: Funds moved between networks are increasingly targeted. - Fake Recovery Services: Fraudsters pose as legitimate firms—always verify credentials before sharing information. TECHY FORCE CYBER RETRIEVAL stays ahead of these threats, continuously updating our tools and strategies to protect and serve our clients. CONTACTS US Techyforcecyberretrieval(@)consultant(.)com https(://)techyforcecyberretrieval(.)com --- Your Next Step If you've lost crypto to a scam, hack, or forgotten credentials, don't let despair—or another fraudster—steal your second chance. TECHY FORCE CYBER RETRIEVAL is accessible, transparent, and ready to help. Reach out today. Let our experts assess your case—and show you that even in 2026, stolen crypto doesn't have to stay lost forever. — TECHY FORCE CYBER RETRIEVAL Advanced Forensics. Global Reach. Your Recovery.
24.02.26 15:31 [email protected]`

Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf
24.02.26 15:32 [email protected]`

Like many others, I was drawn in by the allure of cryptocurrency and the promise of financial freedom. When I encountered a self-proclaimed "crypto guru" online, his confidence and flashy lifestyle convinced me that he held the key to success. Eager to learn, I parted with $15,000 for his exclusive course, believing it would grant me access to an elite trading group and lucrative market insights. Initially, my excitement was palpable; I truly thought I was on the verge of a breakthrough. However, that enthusiasm quickly curdled into dread. Once inside the group, the dynamic shifted from education to aggressive exploitation. Instead of genuine mentorship, members were relentlessly upsold on fake trading signals that yielded nothing but losses. The pressure escalated when we were encouraged to invest in a supposed "private pool," which required an additional, staggering access fee of $60,000. It was only as I began to notice glaring inconsistencies and a complete lack of real results among the members that the fog lifted. I realized I hadn't joined a community of traders; I had walked into a sophisticated trap designed specifically to prey on newcomers like myself. The realization that the promises of wealth and insider knowledge were nothing more than a façade left me feeling vulnerable, deceived, and financially devastated. The dream of easy returns had turned into a heavy burden of regret. Desperate for a solution and refusing to let the fraudsters win, I began searching for help. That is when I discovered DIGITAL LIGHT SOLUTION, a firm specializing in online fraud investigations. Reaching out to them was the turning point. Their team approached my case with professionalism and empathy, immediately understanding the complexity of the scam. They guided me through the investigation process, uncovering the layers of deception used by the "guru" and his network. Thanks to their expertise and relentless pursuit of justice, I was able to navigate the aftermath of this ordeal with clarity rather than confusion. While the experience was a harsh lesson, connecting with DIGITAL LIGHT SOLUTION restored my hope and proved that there are still allies ready to fight against online exploitation. If you find yourself in a similar situation, do not lose hope—seek professional help immediately. Contact them directly Website https://digitallightsolution.com/ Email — Digitallightsolution(At)qualityservice(DOT)com What's App — https://wa.link/989vlf
26.02.26 16:29 michaeldavenport238

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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.02.26 16:29 michaeldavenport238

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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.02.26 00:08 sanayoliver

I spend my days studying the mysteries of the universe, delving into black holes, quantum mechanics, and the nature of time itself. But apparently, the real black hole I should have been concerned about was my own memory. I encrypted my Bitcoin wallet to keep it as secure as possible. The problem? I promptly forgot the password. Classic, right? It didn't help that this wasn't just pocket change I was dealing with. No, I had $190,000 in Bitcoin sitting in that wallet, and my mind had decided to take a vacation, leaving me with absolutely no idea what that password was. The panic set in fast. My brain, which could solve some of the most complex physics equations, couldn't remember a 12-character password. It felt like my entire financial future was being sucked into a black hole, one I'd created myself. Desperate, I tried everything. I thought I could outsmart the system, using every trick I could think of. I tried variations of passwords I thought I might have used, analyzing them through the lens of my own behavioral patterns. I even resorted to good ol' brute force, typing random combinations for hours, hoping that maybe, just maybe, my subconscious would strike gold. Spoiler alert: it didn't. Each failed attempt made me feel more and more like a genius who'd locked themselves out of their own universe. In a final act of desperation, admitting that theoretical physics couldn't crack my own encryption, I contacted TechY Force Cyber Retrieval. From the moment I reached out, the difference was night and day. While I had been flailing in the dark, they approached my case with a precision that rivaled the calculations I do daily. They didn't promise miracles; they promised a methodical, advanced recovery process. Within a surprisingly short timeframe, they utilized specialized tools to bypass the mental block I couldn't overcome. When they finally recovered the wallet and confirmed the full $190,000 was intact and accessible, the relief was indescribable. It was as if I had pulled my financial future back from the event horizon just before it was lost forever. To anyone thinking they are too smart to lose their keys, or too logical to make such a mistake: don't wait until you are staring into the abyss. If you find yourself in a situation where your own memory has become your greatest enemy, trust the experts at TechY Force Cyber Retrieval. They turned my personal black hole into a success story, proving that sometimes, even the brightest minds need a little help to find the light. REACH OUT TO THEM ON MAIL [email protected]
27.02.26 02:04 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site) (Email [email protected])
27.02.26 02:04 elizabethmadison

My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) (Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site) (Email [email protected])
27.02.26 15:57 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
27.02.26 15:59 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.02.26 15:59 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.02.26 16:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.02.26 16:01 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
27.02.26 16:01 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
27.02.26 16:01 luciajessy3

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
01.03.26 10:48 marcushenderson624

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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
01.03.26 10:48 marcushenderson624

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 CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
03.03.26 14:09 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
03.03.26 14:09 Thomas Muller

YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK CALL:+1(406)2729101 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with, website https://greatwhiprecoveryc.wixsite.com/greatwhip-site text +1(406)2729101 email [email protected]
04.03.26 07:21 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
04.03.26 07:22 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
04.03.26 12:25 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.03.26 12:25 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.03.26 13:36 CARL9090

In January, my life shifted in a way I never expected. I clicked a trading link given to me by someone I found on Telegram, believing it was legitimate. It looked professional. It felt secure. I trusted it. Until I tried to withdraw my money. Within seconds, everything was gone, transferred into a wallet claiming account without a trace. That was the moment the truth hit me: I had been scammed. The emotional fallout was brutal. For weeks, I couldn’t even speak about it. I thought people would judge me. I thought they’d say I should have known better. Then someone stepped in who changed everything Agent Jasmine Lopez ,She listened without judgment. She treated my fear as real and valid. She traced patterns, uncovered off-chain indicators, and identified wallet clusters linked to a larger scam network. She showed me that what happened wasn’t random it was organized and intentional. For the first time, I felt hope. Hearing that students, parents, and hardworking people had been targeted the same way made me realize this wasn’t stupidity. It was predation. We weren’t careless we were deliberately targeted and manipulated I’m still healing. The experience changed me. But it also reminded me that even in your darkest moment, there can be someone willing to shine a light. Contact her at [email protected] WHATSAPP +44 7478077894
07.03.26 07:46 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
07.03.26 07:46 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
07.03.26 08:39 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
07.03.26 08:55 Jane4

I lost about $600k Bitcoin last year, I searched around and tried to work with some recovery firm unfortunately I was scammed as well. This happened for months until I came across [email protected] They came to my rescue and all my funds were recovered within few days I'm so happy right now .
07.03.26 09:40 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
07.03.26 10:37 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
07.03.26 10:37 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
07.03.26 17:49 Natasha Williams

I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101
07.03.26 20:10 ericbank61

I never thought I’d be the one writing one of these stories. You hear about crypto scams, hacks, and lost fortunes, and you think, “That’s for other people. The careless ones.” I was careful. Or so I believed. It started with a sophisticated phishing attack. An email that looked identical to a legitimate exchange notification, a link to “verify my wallet security,” and a moment of distracted panic. I clicked. Within hours, my life savings in Bitcoin—a sum I’d been accumulating for five years—vanished from my private wallet. The transaction hash was a cold, unfeeling tombstone on the blockchain. My stomach dropped into a void. I felt physically ill. The police filed a report, but their knowledge ended at the edge of traditional finance. The exchange offered sympathy but no solutions. I was adrift, utterly hopeless. After weeks of despair, scouring forums in the dead of night, I found a thread mentioning Mighty Hacker Recovery. The name sounded almost too bold, like something from a cheesy movie. But the testimonials were detailed, sober, and from people who sounded just like me: desperate, betrayed, and out of options. With nothing left to lose, I reached out. Their intake process was professional but guarded. They asked for transaction IDs, wallet addresses, and a detailed timeline—no promises, just facts. A consultant named Leo became my point of contact. He had a calm, analytical voice that cut through my panic. “We don’t hack *into* systems,” he explained. “We follow the digital trail. We analyze the attack vector, trace the flow of funds through the blockchain’s transparency, and identify the weak points in the scammer’s own security. Sometimes, it’s about speed and outmaneuvering them before they can launder the assets.” What followed was a tense, silent partnership. I provided every shred of information I had, while Leo’s team worked in the shadows. There were days of silence that felt like years. Then, an update: they’d traced my BTC to a mixing service, a tool scammers use to obfuscate the trail. Mighty Hacker Recovery used advanced blockchain forensic techniques to peel back those layers. They discovered the scammer had made a critical error—a small portion of the funds was sent to a KYC-compliant exchange wallet. That was the chink in the armor. Using the immutable evidence from the blockchain and legal pressure channels they’d established with certain international platforms, they initiated a recovery claim. The process was complex, involving digital affidavits and proof of illicit origin. Three weeks after my first desperate email, Leo called. “We’ve secured a freeze on the destination wallet. The exchange is cooperating. We’re initiating the reversal.” I didn’t dare believe it until I saw it. Two days later, my wallet balance updated. My Bitcoin, minus Mighty Hacker Recovery’s contingency fee, was back. The relief wasn’t euphoric; it was a deep, trembling exhaustion, like waking up from a nightmare. They didn’t perform magic. They applied intense expertise, relentless persistence, and an intricate understanding of both the blockchain’s weaknesses and a scammer’s psychology. They gave me back more than my crypto; they gave me back a sense of agency in a landscape designed to make victims feel powerless. If you’re reading this from your own private hell of loss, know this: the trail never truly disappears. You just need the right team to follow it. For me, that was Mighty Hacker Recovery.
07.03.26 22:44 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.03.26 22:44 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.03.26 19:43 Michael Jensen

With the help and expertise of CapitalNode Analytics, i was able to get back my digital tokens from a fake investment platform. They are swift, precise and transparent in their operations.
12.03.26 15:04 Mike Franz

I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]
12.03.26 15:05 Mike Franz

I recently ran into a serious issue with my cryptocurrency account that left me unable to access my bitcoin wallet. After several failed login attempts and repeated blocks from the system, I began to worry that I might lose access to my $415,000 permanently. Determined to fix the problem, After spending hours reading a review of GREAT WHIP RECOVERY CYBER SERVICES, on how they successfully assisted countless individuals in similar situations as mine. The process was stressful, but eventually the issue was resolved and I was able to regain access to my bitcoin wallet account. I’m immensely grateful to GREAT WHIP RECOVERY CYBER SERVICES for their incredible work, for those who need help, you can contact through the following channels: Phone Call: +1(406)2729101 Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site Mail: [email protected]
15.03.26 20:22 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.03.26 20:22 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.03.26 20:22 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.03.26 12:01 [email protected]

I would like to highly recommend TOP RECOVERY EXPERT, the best in cryptocurrency recovery. I want the world to know how exceptional their services are. For years, I faced a very difficult time after being scammed out of $453,000 in Ethereum. It was devastating to realize that someone could steal from me without remorse after I trusted them. Determined to recover my funds legally, I began searching for reliable help and came across TOP RECOVERY EXPERT, the most professional recovery service I have ever found. With their expertise and support, I was able to recover my entire Ethereum wallet. I now understand that while many investment opportunities can seem too good to be true, professional guidance can make all the difference. Thanks to TOP RECOVERY EXPERT, I have regained not only my assets ETH but also my peace of mind and happiness. Their dedication and professionalism have truly changed my life. I am now the happiest person I have ever been, all because of their help. If you have been a victim of a crypto scam, I strongly advise you to reach out to TOP RECOVERY EXPERT. Contact Information: Text/Call: +1 (346) 980-9102 Email: [email protected] For more information visit his website: https://toprecoveryexpert2.wixsite.com/consultant
16.03.26 13:20 luciajessy3

There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts {A} Consultant {.} Com , Stay alert and protect yourself.
16.03.26 13:20 luciajessy3

There are many recommendations online, but not all of them are trustworthy. Unfortunately, some so-called “recovery services” are scams themselves and may try to take advantage of people who have already lost money. If you’ve been scammed, be extremely cautious about anyone promising guaranteed recovery — especially if they ask for upfront fees. Always do thorough research, verify credentials, and consider reporting the incident to. Cyberrefundexperts @ Consultant . Com , Stay alert and protect yourself.
18.03.26 15:27 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.03.26 15:27 keithwilson9899

ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08:03 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
08:04 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.
08:15 Alena76

Most people have been scammed severally and they give up on their funds I'm saying these because I was a victim too After loosing 745,000 USD I lose my mind until I read about COIN HACK RECOVERY I decided to contact the company on: [email protected] and I'm glad I made the decision not to give up. they helped me to recover all my lost funds within two days.