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Финансовый AI-агент на Python: MCP и CodeAct

Это продолжение статьи, в которой мы создавали MCP-сервер на примере Финам. В этой части я покажу, как построить полноценного финансового ИИ-ассистента на Python. Научимся реализовывать MCP-клиента, подключать инструменты к LLM, попробуем разные архитектуры ИИ-агентов (в том числе “темную лошадку” - CodeAct, но об этом позже).

В первой части мы разобрались с концепцией Model Context Protocol (MCP) и создали MCP-сервер для API биржи Finam — он предоставляет инструменты для получения котировок, работы с ордерами и управления портфелем. MCP позволяет ассистентам не просто генерировать текст, но и выполнять реальные действия, сохраняя при этом модульность и удобство поддержки.

Кстати, недавно я также рассказывал, как подключить ранее созданный MCP-сервер к Claude Desktop для личного использования (получение данных бирж, аналитика, инсайты) без всякого кода и это уже работает очень даже классно (загляните обязательно). Но мы не будем останавливаться на этом и пойдем дальше написав собственное ИИ-приложение помощника инвестора.

Идея проста: вы пишете «Покажи топ-10 акций по росту за месяц с объёмом от 50 млн рублей», а ассистент самостоятельно получает данные, анализирует их, создает визуализации и выдает рекомендации. Своего рода "вайбтрейдер" на стероидах. Подобные решения уже появляются на рынке — например, стартап ROCKFLOW.

Описанная архитектура универсальна — те же принципы работают для банковских помощников, туристических агентов, личных ассистентов и любых других доменов. Меняются только промпты и MCP-интеграции, а подход остается тем же.

Давайте приступать!

Версия №1: MCP-агент

Сделаем MCP-агента. Вот как это работает. У нас есть:

Модель — ChatGPT, Claude, Gemini;
MCP-сервер - Finam-MCP сервер, то что сделали в прошлой части;
MCP-клиент - то что пытаемся сделать в этой.

Напомню, что MCP-сервер содержит в себе выполняемые функции tools. Каждый tool содержит в себе полное описание функции как ее применять LLM: имя, описание, входные и выходные значения.

Как это работает по-шагово:

С помощью tools/list запроса на MCP-сервер получаем общий список таких описаний, которые мы кладем в системный промпт модели.
При каждом обращении пользователя к ИИ-модели, она уже сама будет решать, когда ей вызывать эти функции.
Когда она все таки решит их вызывать (испустит специальный токен), то провайдер приостановит модель и вернет tool-message клиенту.
Мы на клиенте уже вызовем выбранный(ые) моделью инструмент(ы) с вписанными моделью параметрами.
Так как по сути все реализации инструментов находятся на стороне MCP-сервера, то мы вызываем их через эндпоинт tools/call.
Сервер выполнит каждый инструмент и выдаст ответ.
Этот ответ мы напрямую передаем в контекст модели
Модель возвращает свой ответ
Возвращаемся к шагу 2

Вот прекрасная схема, которая поясняет все сказанное мною.

Клиент MCP загружает определения инструментов в окно контекста модели и организует цикл сообщений, в котором каждый вызов инструмента и результат проходит через модель между операциями.

На практике для обращений к MCP серверу в клиентском коде мы можем использовать класс Client из библиотеки fastmcp. Нас интересуют его методы list_tools() - получить список всех инструментов сервера и call_tool() - вызвать инструмент с введенными аргументами. Вот базовый пример использования. Перед запуском кода, не забудьте запустить этот MCP-сервер из прошлой статьи.

import asyncio
from fastmcp import Client

# HTTP MCP-client
client = Client("<http://localhost:3000/mcp>")

async def main():
    async with client:
        # Базовое взаимодействие с сервером
        await client.ping()
        
        # Список доступных инструментов
        tools = await client.list_tools()
        
        # Выполнить определенный инструмент
        result = await client.call_tool("market_data_get_last_trades", {"symbol": "SBER@MISX"})
        print(result)

asyncio.run(main())

Хорошо, сделаем теперь полноценного MCP-агента. В экосистеме langchain (которой я пользуюсь для построения ИИ-агентов) есть удобный модуль langchain-mcp-adapters для бесшовного встраивания MCP инструментов к агенту. Работает это так, что объект MultiServerMCPClient() подключается по заданной конфигурации к MCP-серверам и методом get_tools() выдает все доступные инструменты в виде списка подготовленных langchain tool-объектов. Нам ничего не остается, кроме как подключить эти tool-объекты к любому провайдеру (ChatOpenAI, ChatAnthropic, ChatGoogleGenerativeAI) через метод bind_tools(). Вот как это выглядит:

from langchain_mcp_adapters.client import MultiServerMCPClient
from langchain_anthropic import ChatAnthropic

client = MultiServerMCPClient(
    {
        "finam": {
            "transport": "streamable_http",
            "url": f"http://{MCP_SERVER_HOST}:{MCP_SERVER_PORT}/mcp",
            "headers": {"FINAM-API-KEY": FINAM_API_KEY,
                        "FINAM-ACCOUNT-ID": FINAM_ACCOUNT_ID}
        },
    }
)

tools = await client.get_tools()
agent = ChatAnthropic("claude-sonnet-4-5").bind_tools(tools)
agent.invoke("Покажи мне топ-10 финансовых акций по росту за месяц с объёмом от 50 млн рублей")

Не забываем указывать через переменные MCP_SERVER_HOST хост и порт MCP_SERVER_PORT сервера, а также авторизационные заголовки FINAM_API_KEY и FINAM_ACCOUNT_ID, которые можно получить в личном кабинете Финам.

Готово! Можем тестировать. Накидал базовый интерфейс в streamlit приложения “Вайбтрейдер”. Проверочный запрос у меня такой: “Покажи мне топ-10 финансовых акций по росту за месяц с объёмом от 50 млн рублей”. В этом случае агенту нужно получить список доступных финансовых инструментов методом get_assets, отфильтровать, проанализировать и сравнить их и на основе этого дать свои рекомендации.

Ввожу промпт в чате, ассистент принял запрос, вызвал нужный первый инструмент, получил данные и ... вышел из чата.

MCP-агент, базовая модель gpt-5.1, промпт “Покажи мне топ-10 финансовых акций по росту за месяц с объёмом от 50 млн рублей”

Дело в том, что запрос выдает сырых данных о 8500 доступных в Финам инструментов общим объемом более полумиллиона токенов (580 тыс. токенов). Для справки, Claude Sonnet 4.5 может только обработать 200 тыс., а GPT-5.1 - 1 миллион. Не говоря уже о том, сколько это будет стоить и как долго будет обрабатываться.

Итак, явная проблема базового похода - чрезмерное потребление токенов контекстного окна инструментами. Это снижает эффективность агентов. Токены потребляются вначале при определении инструментов и как промежуточные результаты (все идет в контекстное окно ИИ-модели). А что если мы захотим добавить больше интеграций - получать курсы валют, криптовалют?

Помимо этого инструменты выполняются последовательно, без всякой асинхронности и обработки ошибок, а получаемые данные могут содержать персональную информацию

В целом, в вашем случае если у вас немного инструментов проблема переполнения токенами может не возникать и вы можете остановится на этой простой реализации. Но в случае финансового ИИ-агента с необходимостью обрабатывать большие данные проблема критична и нам нужна более эффективная агентская архитектура. И такая есть.

CodeAct

Решение приходит от Anthropic и Cloudflare: вызывать инструменты LLM не через MCP, а через код - созданную API обертку над MCP. Не пытаться заставить LLM пользоваться выдуманной нами абстракцией с инструментами, которые она едва видела при обучении, а более нативными и понятными для нее языками программирования. А программирует LLM достаточно хорошо (вспомнить что весь 2025 год стал годом вайбкодинга), так почему бы не применить ее способности для наших целей?

Вот как это работает. Вместо того чтобы напрямую передавать инструменты в LLM мы пишем на их основе специальные кодовые API-модули, которые уже даем на вход модели. Она пишет свой код с вызовом этих API-модулей. Код выполняется в безопасной изолированной песочнице. Каждый раз, когда в коде происходит вызов API он проходит через наше приложение используя binding-объект. Там уже происходит непосредственное обращение к MCP-серверу и возврат результатов обратно в код.

Схематично, в сравнение с обычным подходом, это можно представить так:

Такой подход дает сразу несколько преимуществ.

Постепенное раскрытие возможностей. Агенту не сразу подаются на вход все возможности интеграций. Он может их раскрывать постепенно, по мере надобности. Это сильно экономит токены на старте и поддерживает чистоту в контекстном окне.
Эффективное обработка больших объемов данных. Вместо 8500 инструментов, агент может отфильтровать и показать только 10. Все без перегрузки контекстного окна (как случилось в нашем случае).
Более гибкий и настраиваемый контроль потока. Агент может писать условия, циклы, обработку ошибок, выполнять операции асинхронно, писать callback. Безграничный простор программистской фантазии.
Сохранение конфиденциальности. В binding-объекте можно настроить автоматическую замену чувствительных данных (email, телефоны, имена пользователей), если агент с таковыми работает.
Сохранение состояния и навыков. Все переменные и функции написанные агентом между разными вызовами сохраняются. А значит их можно переиспользовать - полученные данные не запрашивать снова, а написанные функции использовать как готовые модули - skills.

Если говорить в более общем плане, то что мы с вами сделали в первой версии называется ReAct (“Reasoning + Acting”) - агент думает, выполняет внешние действия, получает обратную связь и снова думает, повторяя цикл. “Выполняет действия” через данные ему функции путем испускания специального токена с json/text форматом. Но обычно никто не говорит ReAct-агент, а просто ИИ-агент. В статье я упоминаю его как MCP-агент, потому что в качестве этих функций “Acting” выступают MCP инструменты.

Новый подход же обрел название CodeAct, когда действия агента происходят через написанный им код. CodeAct был предложен исследователями из Apple еще в начале 2024 года, а сейчас например реализован в агенте Manus.io. Реализуем же мы его тоже!

Версия №2: CodeAct-Агент

Итак по сути нам нужно реализовать

Автоматизированную генерацию API кода на базе MCP;
Binding-объект для возможности вызова MCP изнутри песочницы;
Песочницу - безопасную среду выполнения агентского кода;
Дополнительные инструменты для ИИ-агента.

Давайте все по порядку. Прежде чем что-то писать, а на каком языке будет писать ассистент? Нужен простой, но мощный скриптовый язык, при этом достаточно популярный чтобы оказаться в обучающих данных LLM. Здесь сразу два фаворита: Python и JS. Оба ИИ-модели знают хорошо и применяют в продакшене (ChatGPT - Python, Claude - JS). Я остановился на моем любимом Python).

Но без субъективщины скажу, что разрабатываемый ИИ-ассистент должен делать много аналитики с финансовыми данными. На Python много пишут аналитики и дата сайнтисты. А LLM были обучены как раз на их открытых ноутбуках в гитхаб. Кстати еще из плюсов что Питон изящный и компактный язык, соответственно потребляет меньше токенов. Хотя это всего лишь мое мнение и никаких таких исследований я не видел. Если не согласны - приглашаю к обсуждению в комментариях.

Но должен признать, что код на JS может быть быстрее. И вообще забегая вперед, скажу что если бы писал ИИ-ассистент писал на JS было бы проще с контейнеризацией и безопасностью. Но это уже проблемы будущего меня. А пока достаем Python-интерпретатор).

Этап 1: Генерация API-обертки

Итак, убираем все langchain-mcp-adapters и вспоминаем про реализацию MCP-клиента Client из модуля fastmcp. После получения списка инструментов методом list_tools() превращаем их в код используя реализованную функцию mcp_to_code().

import asyncio

from fastmcp import Client
from mcp import Tool

from config import settings

mcp_config = {
    "mcpServers": {
        "finam": {
            "transport": "http",
            "url": f"{settings.MCP_SERVER_URL}/mcp"
        },
    }
}

async def get_tool_list() -> list[Tool]:
    """Получение списка доступных tools"""
    async with Client(mcp_config) as client:
        return await client.list_tools()
        
        
def generate_mcp_files():
		"""Сгенерировать API обертку"""
    tools = asyncio.run(get_tool_list())
    mcp_to_code(tools)

Полную реализацию mcp_to_code я показывать не буду, так как она достаточно большая и вы можете посмотреть ее сами в исходном коде. Скажу лишь про алгоритм. Во-первых мы сохраняем кэш сигнатуры инструментов, чтобы при каждом перезапуске не генерировать один и тот же код. Во-вторых нам нужно в сгенерированном коде как-то доходчиво при этом кратко объяснить модели как этим кодом пользоваться. Помимо обычных docstring использую Pydantic модели.

Возьмем для примера assets_get_asset - получение данных по заданной ценной бумаге. Из полезных данных в объекте Tool получаемом с MCP-сервера содержится:

tool.name - Имя инструмента (assets_get_asset),
tool.description - Описание инструмента (”””Получение информации по конкретному инструменту”””)
tool.meta - Мета теги инструмента ({”tags”: “assets”})
tool.inputSchema - входная схема
tool.outputSchema - выходная схема

Алгоритм создания будет таким

Формируем папку и создаем в ней .py файл по имени инструмента (tool.name) и его тегу (tool.meta) (assets_get_asset → assets/get_asset.py)
Сверху файла у нас будет docstring в виде описания tool.description
Далее по входной и выходной схеме (tool.inputSchema и tool.outputSchema) генерируем pydantic модели. В этом поможет модуль datamodel_code_generator, который из json_schema сгенерирует все классы с необходимыми импортами. Сгенерированный код записываем в файл.
Формируем сигнатуру функции по шаблону: имя инструмента + входная pydantic модель + выходной pydantic модель (def get_asset(symbol: str) -> AssetsGetOutput:) — записываем в файл.
Внутри функции ставим: знак табуляции (\t) + return + имя выходной pydantic модели + метод model_validate + mcp.call_tool + имя инструмента + входные параметры. Записываем в файл

В итоге сгенерированный код получается примерно таким:

"""Получение информации по конкретному инструменту (лот, шаг цены, дата экспирации фьючерса)"""

from __future__ import annotations
from pydantic import BaseModel

class FinamDecimal(BaseModel):
    value: str | None = '0.0'

class AssetsGetOutput(BaseModel):
    id: str
    ticker: str
    mic: str
    isin: str
    type: str
    name: str
    board: str
    decimals: int
    min_step: str
    lot_size: FinamDecimal
    expiration_date: str | None = None

def get_asset(symbol: str) -> AssetsGetOutput:
    return AssetsGetOutput.model_validate(mcp.call_tool("assets_get_asset", symbol=symbol))

Что за mcp.call_tool? Разбираем дальше.

Этап 2: Binding-объект

Сейчас при обычной попытке запуска API оболочки код выйдет с ошибкой - NameError: name 'mcp' is not defined. Все потому что, mcp - это binding-объект, вызывающий MCP. Его реализация ИИ-агенту показываться не будет, но в глобальное пространство имен Python сессии в песочнице он добавлен будет. Выглядит он так

class MCPBinding:
    """Binding для доступа к MCP серверу из sandbox"""

    def __init__(self, finam_api_key: str, finam_account_id: str):
        config = mcp_config.copy()
        if finam_api_key and finam_account_id:
            config["mcpServers"]["finam"]["headers"] = {"FINAM-API-KEY": finam_api_key,
                                                        "FINAM-ACCOUNT-ID": finam_account_id}
        self._client = Client(config)

    def call_tool(self, name: str, **kwargs):
        """Вызов MCP tool (для llm)"""
        return asyncio.run(self.async_call_tool(name, **kwargs))

    async def async_call_tool(self, name: str, **kwargs) -> dict:
        """Вызов MCP tool"""
        async with self._client:
            return (await self._client.call_tool(name, kwargs)).structured_content

В инициализаторе задаю авторизационные заголовки для MCP-сервера и создаю объект Client. Реализую два метода вызова инструментов - синхронную и асинхронную.

У этого кода с первого этапа есть проблема - используется синхронный call_tool для вызова инструментов. То есть каждый вызов инструмента приложение будет терпеливо ждать его полного выполнения, а не делать в фоне. Конечно можно (и нужно!) использовать асинхронную функцию. Но вы не представляете сколько это создает проблем в Python (которых, кстати, в JS не возникает).

Стоило сделать API обертку асинхронной, расставив async и await в функциях в нужных местах, как ИИ-агент писал код, учитывающий асинхронность и честно упаковывал его в asyncio.run(). И никакие уговоры (”пиши код как обычный синхронный, он выполнится, не надо ставить asyncio.run()!”) не срабатывали, что вызывало кучу ошибок. Поэтому оставляю читателю возможность оптимизировать процесс самостоятельно.

Да и вообще основная задача максимально сделать вид для ассистента, что весь его код выполнится в “интерактивной Python консоли” или в “Jupyter ноутбуке”. Кстати о запуске кода.

Этап 3: Запуск кода

Да, а вот последствия выбора Python в качестве главного языка. Если бы выбрал JS можно было без проблем использовать изолированные легковесные окружения V8 JavaScript engine. Но работаем с теми решениями, которые есть в инфраструктуре Python, и в таблице я привожу основные варианты и их свойства.

Statefull - означает, что состояние (переменные и функции) будут сохраняться в рамках сессии между разными запусками кода.
Время запуска - сколько нужно времени чтобы запустить код.
Изоляция среды - может ли написанный агентом код получать переменные среды, читать/записывать файлы, делать запросы в сеть, запускать подпроцессы или FFI.
Десериализация Python объектов - сможем ли мы взять результат выполнения и использовать полноценно в своем коде. Например для визуализации пользователю (таблица, график).
Импорт сторонних Python модулей - возможность импортировать внешние модули, в том числе нашу API-обертку.

Метод	Принцип работы	statefull	Время запуска	Изоляция среды	Десериализация Python объектов	Импорт своих Python модулей
Python exec()	Запускается в том же процессе что и агент	+	Мгновенно	Нет	Не требуется	Есть
subprocess	Код запускается в отдельном процессе	-	Время запуска нового процесса	Полная	Нет	Есть
Docker container	Код запускается в отдельном контейнере	-	Время запуска контейнера	Полная	Нет	Есть
Pyodide Sandbox	Python компилируется в WebAssembly	+	Задержка в несколько секунд на компиляцию	Полная	Нет	Нет
Jupyter	Реализация своего Jupyter Client который посылает код на Jupyter Сервер и запускает в Jupyter Kernel	+	Время HTTP запроса	Нет	Из коробки	Есть

Я остановился на варианте со встроенной в Python функцией exec(). У llamaIndex есть пример реализации, его и взял. Вариант самый простой, но самый не безопасный. В целом в статье хочется проверить и донести идею, но...

⚠️ Ни в коем случае не используйте это решение в продакшене. Рассмотрите более изолированные варианты например с Docker или Jupyter.

Итак, мы подготовили рабочее место для агента. Пора его самого сделать

Этап 4. Построение агента

Для агента реализуем следующие инструменты:

Вызов кода - run_python_code(code: str) -> tuple[str, list[tuple[str, Any]] | None]
Список доступных инструментов - list_tool(path: str = "/") -> str
Прочитать код специфичного инструмента(ов) - read_tool(tool_name: str | list[str]) -> str

В оригинальном исследовании CodeAct бралась небольшая модель и дообучалась во время общения писать выполняемый код для решения задачи. В целом, передовые модели и так достаточно умны, их не нужно дообучать под пользование инструментами выполнения кода. Поэтому для модели я создал инструмент run_python_code, который получает весь код от модели в качестве входного аргумента и возвращает результат выполнения. Этот инструмент также возвращает в код приложения артефакт - возвращаемый Python объект. Использую для визуализации пользователю.

Не забываем что в среду выполнения нужно также встроить binding-объект. Делаю это через Python прием closure (замыкание) в паре с паттерном фабрика (когда функция create_code_executor_tool создает инструмент run_python_code). Код:

def create_code_executor_tool(finam_api_key: str, finam_account_id: str):
    """Создаёт tool для выполнения кода с MCP binding"""
    # Создаём binding один раз
    mcp_binding = MCPBinding(finam_api_key, finam_account_id)
    code_executor = SimpleCodeExecutor(
        locals={},
        globals={"mcp": mcp_binding}
    )

    @tool(response_format="content_and_artifact")
    def run_python_code(code: str) -> tuple[str, list[tuple[str, Any]] | None]:
        """Run Python code (supports async/await)"""
        success, exec_output, return_value = code_executor.execute(code)

        result = '✅' if success else '❌'
        if exec_output:
            result += ' ' + exec_output

        artifacts = None
        if return_value is not None:
            # Сериализуем результаты для возможности сохранения
            output = return_value if isinstance(return_value, tuple) else [return_value]
            artifacts = [serialize_output(elem) for elem in output]

        return result, artifacts

    return run_python_code

Далее инструменты list_tool и read_tool. Они нужны для того самого постепенного раскрытия возможностей ИИ-моделью и запроса информации об инструментах по требованию. list_tools дает список имен инструментов и их описаний, read_tool - полный Python код API-обертки. Вот их реализация:

@tool
def list_tool(path: str = "/") -> str:
    """List of short descriptions of all tools in the specified directory"""
    target_dir = settings.MCP_SERVERS_DIR / path.lstrip("/")

    if not target_dir.exists() or not target_dir.is_dir():
        return f"Directory {path} not found"

    descriptions = []
    for py_file in sorted(target_dir.rglob("*.py")):
        if "__pycache__" in str(py_file) or py_file.name == "__init__.py":
            continue
        desc = get_short_tool_description(py_file)
        if desc:
            descriptions.append(desc)

    return "\\n\\n".join(descriptions) if descriptions else "No tools found"

@tool
def read_tool(tool_name: str | list[str]) -> str:
    """Get detailed description of one or more tools to understand their interface"""
    tool_names = [tool_name] if isinstance(tool_name, str) else tool_name
    results = []

    for name in tool_names:
        clean_name = name.removesuffix(".py")

        normalized_name = clean_name.replace("/", ".")
        parts = normalized_name.split(".")
        file_path = settings.MCP_SERVERS_DIR / "/".join(parts[:-1]) / f"{parts[-1]}.py"

        if not file_path.exists():
            results.append(f"Tool {name} not found")
            continue

        try:
            content = file_path.read_text(encoding="utf-8")
            results.append(f"=== {name} ===\\n{content}")
        except Exception as e:
            results.append(f"Error reading {name}: {e}")

    return "\\n\\n".join(results)

И последний но не менее важный штрих - системный промпт. Помимо описания инструкций, предметной области, примеров кода, добавлю в него еще file-tree доступных серверов для общей ориентации по файлам API-библиотеки. Выглядит оно примерно так:

 └── finam
    ├── order
    │   ├── get_order.py
    │   ├── get_orders.py
    │   ├── cancel_order.py
    │   └── place_order.py
    ├── market_data
    │   ├── get_bars.py
    │   ├── get_last_trades.py
    │   ├── get_last_quote.py
    │   └── get_order_book.py
    ├── account
    │   ├── get_trades.py
    │   ├── get_transactions.py
    │   └── get_account_info.py
    └── assets
        ├── get_asset.py
        ├── get_assets.py
        ├── get_schedule.py
        ├── get_exchanges.py
        ├── get_options_chain.py
        └── get_params.py

Вобщем, все готово. Полный код выложил в гитхаб.

Тестирую в том же streamlit приложении на том же входном промпте. В этот раз использовал Claude-Sonnet-4.5 модель, так как она более креативная на написание кода. После запуска агент изучил предоставленные ему MCP, вызвал их в своем коде, обработал данные, а потом красиво это все презентовал через интерактивные plotly графики. Ну лепота!

CodeAct-агент, базовая модель Claude-Sonnet-4.5, промпт “Покажи мне топ-10 финансовых акций по росту за месяц с объёмом от 50 млн рублей”

Выводы

Итак, в результате обновленного подхода CodeAct к выполнению инструментов через код агент получил больше возможностей и стал справляться с серьезными задачами по финансовому анализу. Полная версия кода выложена на github.

В целом, вам может это все и не понадобится и вы остановитесь на обычном MCP-агенте. Привожу таблицу разницы двух подходов:

	MCP-агент	CodeAct-агент
Суть подхода	Инструмент напрямую вызываются агентом	Инструменты вызываются через написанный агентом код
Сложность реализации	Легкая	Продвинутая
Потребление токенов	В начале диалога, при получении промежуточных вариантов	Постепенное, экономное, поддержка чистоты контекстного окна
Обработка ошибок, условий, циклов	Нет	Есть возможность
Выполнение инструментов	Последовательное	Возможно асинхронно, параллельно
Подойдет для	Одной интеграции, нескольких базовых инструментов	Много интеграция, большие данные, комплексные автономные воркфлоу
Примеры	Персональные GPT, агенты для ИИ-кодинга	Финансовый ИИ-агент, персональный помощник с разными интеграциями (manus)

Если вас как и меня зацепила CodeAct архитектура, то вот вам пару задач со звездочкой в продолжении развития идеи на самостоятельное изучение:

Асинхронная API обертка MCP инструментов
Безопасная песочница - выполнение кода через изолированные окружения (Linux контейнеры или Jupyter)
Сделать human-in-the-loop подтверждения. При создании MCP-сервера мы оставили задел под это в виде мета-тега meta={"sensitive": True}. Можно придумать, как валидировать код агента на наличие этих “чувствительных” инструментов.

А на этом у меня все. Надеюсь было полезно и интересно)

Присоединяйтесь к сообществу LLM разработчиков: @llm_studio

Пробуйте, экспериментируйте, изучайте новое! До новых встреч!

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25 дек. 2025 г.

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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
15.06.26 16:34 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
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 11:40 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
16.06.26 11:43 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
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 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
24.06.26 01:58 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
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 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
24.06.26 22:01 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
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 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
26.06.26 01:04 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
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

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28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

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29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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02.07.26 01:26 Clara Morin

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04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 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
07.07.26 18:01 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
09.07.26 19:06 Toivo Walli

I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
09.07.26 19:10 Misty Alexander

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09.07.26 19:13 Clara Soto

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12.07.26 03:30 Kora Baltacha

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

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19.07.26 19:53 kimberlyhebertt6877

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19.07.26 19:54 kimberlyhebertt6877

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