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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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28.06.26 00:37 kimberlyhebertt673

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29.06.26 22:37 riley777

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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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04.07.26 15:32 Fraddy Pual

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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

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06.07.26 16:33 Jaran Løvlien

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07.07.26 18:00 robertalfred175

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07.07.26 18:01 robertalfred175

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09.07.26 19:06 Toivo Walli

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13.07.26 23:49 [email protected]

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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 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

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30.07.26 17:27 wendytaylor015

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31.07.26 16:21 rssllhrnsb

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03.08.26 20:05 Philip

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03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

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04.08.26 12:37 kimberlyhebertt6877

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06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

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18.08.26 04:59 marcushenderson624

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18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

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20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

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01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

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01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

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02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

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11.09.26 03:23 kimberlyhebertt6877

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11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

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15.09.26 15:45 lydiassmith567

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