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[НЕ]Вайбкодим анализатор страниц на FastAPI

Введение

Приветствую!

В нашем чате "Кот на салфетке" (кстати, заходите — у нас весело) регулярно всплывают бугурты об использовании различных ИИ-агентов (Copilot, Cursor) для написания кода. Главными инициаторами сего действа выступают Сергей и Кавай (расскажите маме, что вы в "тиливизаре").

Они оба проповедуют диаметрально противоположные позиции:

  • Серёже интересно пробовать новое, искать обходные пути для решения рутинных задач и просто экспериментировать.

  • В свою очередь Кавай не приемлет использование ИИ-агентов , предпочитая вести разработку самостоятельно.

Этот спор "бобра с ослом" (просто фраза) перерос в такой сюр, что его нельзя было игнорировать. Мне стало интересно, так ли хороши "эти ваши агенты" или всё же это "хайп" на пустом месте?

С этой ноты запускаю новую (и нерегулярную) рубрику — «Эксперименты с ИИ». В ней я буду пробовать писать разные проекты, используя только ИИ-агентов, а затем разбираться, что у них получилось.

Почему нерегулярную, спросите вы? Всё просто: для таких экспериментов нужны и идеи, и — что немаловажно — ваша активность. Если рубрика вам зайдёт, и вы начнёте предлагать интересные темы, буду продолжать!

Моё мнение

Его вполне можно назвать предвзятым — но на то оно и моё. Я считаю, что ИИ — это отличные помощники или инструменты. Они помогают что-то объяснить, подсказать, направить, когда застрял. Раньше мы для этого шли на Stack Overflow, теперь проще и быстрее спросить у ИИ — и часто получить даже более развёрнутый ответ.

Но важно помнить: как ни крути, ИИ регулярно ошибается. То он возьмёт устаревшую библиотеку, то придумает что-то несуществующее, проще говоря, начнёт "галлюцинировать". В общем, классика: доверяй, но проверяй.

А вот идея использовать агентов для написания кода целиком за меня — мне не близка. И вот почему:

  1. Нет контроля над происходящим. Да, можно пытаться управлять промптами, следить за тем, что он пишет, но этого недостаточно. Если возникают ошибки, их не всегда просто заметить сразу — и часто они всплывают слишком поздно. Спойлер: так оно и будет.

  2. Время. Как бы парадоксально это ни звучало, на работу с агентом уходит больше времени, чем если бы я писал сам. Потому что весь сгенерированный код нужно прочитать, понять, почти всегда — доработать. Я не беру в расчёт так называемых "вайб-кодеров", которые гордо заявляют: «Я не знаю программирования, но написал программу!» — здесь мы рассматриваем ИИ как помощника для программиста.

  3. Качество кода и архитектура. Чаще всего ИИ пишет код посредственного качества, а местами — откровенный "спагетти". Про архитектуру он, кажется, вообще не слышал. Всё либо валится в один main.py, либо с минимальным делением на файлы и без какой-либо структуры.

Правила рубрики

Поскольку это пилотный выпуск рубрики, правила пока временные. Буду дорабатывать их по ходу дела — с учётом ваших комментариев и предложений.

  1. Старт с нуля Работа начинается с полностью пустой директории — никаких предварительных файлов или заготовок, если задача не требует иного, например, продолжение предыдущего проекта или за основу взят уже написанный код.

  2. Инструменты разработки Используется VSCode как основная IDE. Комментарий: PyCharm не применяется, так как ограничивает взаимодействие с агентами без платного плагина.

  3. Взаимодействие с ИИ Все промпты пишутся максимально подробно: • описывается структура проекта, • список необходимых библиотек, • логика компонентов, • предполагаемое поведение. В качестве ИИ-помощника используется GitHub Copilot с ChatGPT 4.1 Preview. В следующих экспериментах, возможно, буду пробовать и другие агенты. например, Cursor или CLINE.

  4. Никаких ручных правок кода Полученный от ИИ код не редактируется вручную до момента целенаправленного разбора/анализа.

  5. Учёт взаимодействий На текущем этапе не вводится лимит на количество запросов к ИИ. Однако будет вестись учёт количества промптов до получения работоспособной версии проекта.

Цель сегодняшнего эксперимента

Как вы уже догадались из названия статьи, сегодня мы будем делать API анализатора страниц на FastAPI.

Идея не пришла ко мне сама собой, её я позаимствовал (и даже не спросил разрешения, негодяй!) у другого автора "салфетки". @VictorVangeli сейчас заканчивает обучение на курсах и один из проектов был сделать как раз такой анализатор страниц. Ну, как такой, более продвинутый в технологическом плане: с БД, и маршрутов побольше, но на Flask.

Я видел его решение и оно бесспорно достойное (не смотря на то, что используется Flask), но я решил для эксперимента не усложнять задачу, а взять основу идеи.

Простое API с двумя маршрутами:

  • /analyze-page

    • Метод: POST

    • Тело запроса (JSON):

      • page — ссылка для анализа

    • Что делает:

      • Получает ссылку, проверяет её и возвращает результат анализа

  • /analyze-history

    • Метод: GET

    • Что делает:

      • Возвращает 10 последних проверок

Используемые технологии:

  • Python >=3.12

  • FastAPI >=0.115

Что именно будем анализировать на странице:

  • Статус ответа

  • Заголовок страницы (<title>)

  • Описание (<meta name="description">)

  • Содержимое первого тега <h1>

Где будем хранить историю запросов:

  • В оперативной памяти

Задача простая — посмотрим, как с ней справится ИИ.

Критерии приёмки

Чтобы, так сказать, добавить "академичности" в этот эксперимент — обозначу критерии приёмки результата.

  1. Функциональная полнота
    Цель: Проверить, соответствует ли готовый проект техническому заданию.
    Выполнение базовых требований:

    • Реализованы два маршрута (/analyze-page и /analyze-history).

    • Анализ страницы включает: статус-код, <title>, <meta description>, первый <h1>.

    • Сохранение истории (максимум 10 записей). Обработка ошибок:

    • Корректная валидация URL (формат, доступность).

    • Обработка таймаутов и ошибок сервера (5xx).

  2. Качество кода
    Цель: Проверить, насколько код соответствует стандартам читаемости, поддерживаемости и современным практикам.
    Чистота и структура:

    • Разделение на модули.

    • Использование Pydantic-моделей. Стиль кода:

    • Соответствие PEP 8 (или другим стандартам).

    • Наличие комментариев/документации в сложных частях. Использование современных инструментов:

    • Python 3.12+, FastAPI, Poetry, Makefile.

  3. Архитектурные решения
    Цель: Оценить, насколько ИИ продумал структуру проекта и соблюдал принципы проектирования.
    Разделение ответственности:

    • Логика маршрутов, анализа страницы и работы с историей вынесены в отдельные модули.

    • Использование исключений вместо «голых» ошибок. Масштабируемость:

    • Возможность расширения (например, добавление БД).

  4. Документация и инструкции
    Цель: Проверить, насколько проект готов к использованию другими разработчиками.
    README.md:

    • Описание функционала, инструкция по запуску, примеры запросов. Makefile:

    • Команды инициализации и запуска Докстринги и аннотации:

    • Докстринги к функциям с описанием логики и аргументов.

    • Аннотация типов.

  5. Эффективность и время
    Цель: Оценить, насколько ИИ оптимизировал процесс разработки.
    Временные затраты:

    • Написание промпта.

    • Взаимодействие с ИИ.

    • Анализ результата.

Приступаем к эксперименту

Для начала подготовлю первый промпт — с максимально полной информацией для агента.

Почему важно составлять промпт подробно?
Многие привыкли писать промпты в стиле: «сделай то», «сделай это», «а как ...?» — и только к пятому (и более) запросу получают то, что нужно, постоянно добавляя конкретику. При этом они засоряют контекст лишними промежуточными вариантами.

Чтобы получить максимально близкий к нужному результат, ИИ нужно дать как можно больше информации:

  • Указать используемый стек: язык, библиотеки, их версии.

  • Подробно описать проблему или задачу.

  • Привести примеры существующего кода — не только самого запроса, но и сопутствующего. Например, если просишь помочь с CRUD, нужно показать и модель, и пример существующего CRUD с входными данными.

Почти всё необходимое я уже описал в прошлом блоке, так что используем это как основу для запроса:

Создай FastAPI-приложение на Python 3.12, реализующее API для анализа веб-страниц.

Требования:
1. Маршруты:
    - POST /analyze-page:
        - Принимает JSON с параметром&nbsp;page&nbsp;(URL для анализа)
        - Валидирует URL (корректный формат и доступность)
        - Возвращает JSON с:
            - статусом ответа страницы
            - текстом тега&nbsp;<title>
            - содержимым&nbsp;<meta name="description">
            - первым&nbsp;<h1>&nbsp;на странице
        - Сохраняет результат в памяти (максимум 10 последних запросов)
    - GET /analyze-history:
        - Возвращает JSON-массив 10 последних анализов.
2. Технологии:
    - Используй Python 3.12 или выше (доступен в системе)
    - Используй Poetry для управления зависимостями
    - Используй Makefile для создания команд запуска
    - FastAPI >=0.115 с Pydantic моделями для запросов/ответов
    - Используй&nbsp;асинхронный HTTPX&nbsp;для HTTP-запросов и&nbsp;beautifulsoup4&nbsp;для парсинга HTML
    - Хранение данных в памяти (например, через глобальный список с ограничением длины)
3. Обработка ошибок:
    - Кастомные HTTP-исключения для:
        - Некорректного URL (422)
        - Недоступности страницы (например, 5xx ошибки сервера)
        - Таймаута запроса (например, 10 секунд)
4. Архитектура:
    - Исходный код в директории src
    - Разбивай всё на логичные модули. Например, маршруты, логика выполняема в маршруте, утилиты, схемы - это всё в рахных файлах и даже пакетах.
    - Должен быть файл с точкой входа в приложение
    - В маршрутах используй роутер
5. Дополнительно:
    - Добавь CORS middleware
    - Оформи README.md с инструкцией по запуску проекта и примерами запросов

Вот такой вышел промпт. Отправляю его агенту.

20851375615490561c28f1a270cf06ab.png

Вот что ответил агент:

d9bfd79a43d355519e8393ec9726258d.png5071a5b293819875ed8169b702f60d42.png

Он подготовил план и предложил выполнить команду в терминале для инициализации проекта. Но в этой команде есть проблема — она не сработает.

2d3a24477b4042aed646b9dc0984d746.png

Так и произошло. Всё дело в том, что я использую zsh в качестве оболочки терминала. zsh не принимает команды вида что-то[...], ему нужно обязательно оборачивать это в кавычки. Тут нет ошибки агента, поскольку он дал команду для Bash, т.е. которая сработает у большинства, а я просто забыл уточнить этот момент. Однако, агент заметил ошибку и предложил исправленный вариант команды. Продолжаю.

41adfe80a39d40a70d05ebee9657eafb.png

Установка зависимостей и инициализация проекта прошли успешно. Теперь агент предлагает создать директории и заготовки файлов. Продолжаю.

972a2c38bdee10f5009ae18293647b12.png

Файлы успешно созданы. Ещё несколько заготовок — продолжаю.

d3543bc2d5e44684642e516823b92031.png

Затем система агента уточняет, продолжать ли или приостановить выполнение. Это такая "защита" от сбоев или ошибок, если что-то пошло не по плану. Поскольку всё идёт хорошо, продолжаю.

27593aaf278e814f411d2142e1516c1b.png

Агент переходит к заполнению файлов в ударном темпе. Пока ничего не трогаю, просто продолжаю.

219aa908ccb39bf48daeb521ede3baf8.png

Он сообщает, что всё готово и можно проверять.

Запуск проекта

Итак, что же такого написал ИИ-агент? В код пока не заглядываю — пусть будет сюрпризом.

Сейчас главное — проверить, запускается ли проект. Для этого в терминале выполняю команду make run.

bee47d44fded543cb77f74d7cf6720e5.png

Что-то пошло не так. Наверняка вы тоже догадались, в чём проблема по трейсбэку. Но, следуя своему правилу «не правлю код руками», иду к агенту — пусть сам разбирается со своим косяком.

Копирую всё из терминала и отправляю ему. Надеюсь, найдёт решение быстро.

56d848d02e2eb71c600a139487827945.png

Он предлагает два варианта:

  1. Добавлять переменную окружения PYTHONPATH=src при запуске.

  2. Заменить все импорты на абсолютные относительно директории src.

Первый вариант — костыль. Второй — выглядит куда лучше. Пишу агенту:

Третий вариант с абсолютными импортами мне нравится больше, примени во всём проекте, чтобы не было проблем с ненайденным модулем.
736badd0575dc8041ccc7cd7e2f89038.png

Агент говорит, что всё поправил. Проверяю.

0c27095ede0378d7da1fe3e8af81777b.png

И действительно — сервер запустился без ошибок. Открываю Swagger-документацию:

75d1c345ddf8b23964708afa16fde870.png

Проверка анализатора страниц

Пора проверить, как агент справился с основной задачей — анализом страницы.

23e595b1720c9d3d4392bc2e37d31a84.png

Всё по плану: отправляем ссылку — получаем информацию.

Для теста выбрал главную страницу проекта «Код на салфетке»: https://pressanybutton.ru

76e5c3fc6c23942803cfac16719c0e98.png

Момент истины: сработает ли? Будет ли ошибка?

b2b7bcab100cee13f8f791791bde1fe5.png

И — удивительно! Ошибок нет. Более того — ответ корректный и полный:

{
  "url": "https://pressanybutton.ru/",
  "status_code": 200,
  "title": "Код на салфетке - Руководства, новости, задачи и многое другое по Python, Docker, AIOgram, FastAPI",
  "meta_description": "Добро пожаловать на сайт 'Код на салфетке'! Здесь вы найдете все, что нужно для успешной работы с Python и его экосистемой: подробные руководства, свежие новости, интересные задачи и полезные материалы по технологиям, таким как Docker, AIOgram, FastAPI и многое другое.",
  "h1": "Добро пожаловать на наш сайт!"
}

Результат — выше ожиданий. Работает с первого запроса.

Проверяем историю запросов

Анализ страницы сработал отлично. Теперь проверим, сохраняется ли история.

bda21278743167e1909c827ce0d7f4f4.png

Маршрут /analyze-history не требует параметров, поэтому просто выполняю запрос.

0a34dd62d236b9521acf44be9d78d91b.png

Результат — JSON с ключом history, в котором находится массив предыдущих анализов:

{
  "history": [
    {
      "url": "https://pressanybutton.ru/",
      "status_code": 200,
      "title": "Код на салфетке - Руководства, новости, задачи и многое другое по Python, Docker, AIOgram, FastAPI",
      "meta_description": "Добро пожаловать на сайт 'Код на салфетке'! Здесь вы найдете все, что нужно для успешной работы с Python и его экосистемой: подробные руководства, свежие новости, интересные задачи и полезные материалы по технологиям, таким как Docker, AIOgram, FastAPI и многое другое.",
      "h1": "Добро пожаловать на наш сайт!"
    }
  ]
}

Всё на месте: URL, статус, заголовки, описание, h1 — всё сохранилось корректно. А главное — без участия человека (почти). Отличный результат!

Что накодил ИИ?

Как видим, прототип проекта получился вполне-себе-рабочим, но интересно, что же написала нейронка?

Я пойду по файлам и буду писать своё субъективное мнение, описывая, что мне понравилось или нет.

README.md

Начну с "лица" проекта, то есть с его README.md файла.

dc2f23b80dc3f0d689a24140cc99a7da.pngad8b8bf0bc12de190083754dc25b163a.png

Получился весьма достойный "ридмик":

  • Название и краткое описание проекта.

  • Инструкция по запуску.

  • Примеры запросов.

  • Особенности и структура проекта.

Всё это есть минимально, но этого вполне достаточно. Есть множество репозиториев где авторы пренебрегают даже минимальной информацией для заинтересованных.

pyproject.toml

[project]
name = "ai-test-one"
version = "0.1.0"
description = ""
authors = [
    {name = "proDream",email = "[email protected]"}
]
readme = "README.md"
requires-python = ">=3.12"
dependencies = [
    "fastapi (>=0.115,<0.116)",
    "httpx[http2] (>=0.28.1,<0.29.0)",
    "beautifulsoup4 (>=4.13.4,<5.0.0)",
    "uvicorn (>=0.34.2,<0.35.0)",
    "pydantic (>=2.11.4,<3.0.0)"
]


[build-system]
requires = ["poetry-core>=2.0.0,<3.0.0"]
build-backend = "poetry.core.masonry.api"

Тут практически никаких нареканий. Единственное, что нет указания на то, что файлы проекта находятся в директории src, хотя по правилам poetry, должны быть в пакете ai-test-one или ai_test_one.

Из-за этого будет ошибка при выполнении команды poetry install:

ae3066635a5ed86d25304b903a385176.png

Как это исправить?

Достаточно добавить в файл новый блок [tool.poetry] с указанием на то, где искать файлы проекта:

[tool.poetry]
packages = [
  { include = "*", from = "src" }
]
baea497f10993fd1e687add006a749b3.png

Makefile

install:
    poetry install

run:
    poetry run uvicorn src.main:app --reload

Тут всё более чем корректно.

Команда make install выполнит инициализацию проекта с установкой зависимостей, а команда make run запустит веб-сервер uvicorn.

src/main.py

Перехожу к "точке входа" в приложение.

from fastapi import FastAPI
from fastapi.middleware.cors import CORSMiddleware
from src.api.routes import router

app = FastAPI(title="Web Page Analyzer API")

app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

app.include_router(router)

Достаточно стандартная ситуация:

  1. Инициализирован объект FastAPI в переменной app, которую и "подхватывает" uvicorn при запуске.

  2. Добавлен CORS-middleware в стандартном виде.

  3. Подключен роутер router из модуля маршрутов.

Мне больше нравится вариант обёрнутый в функцию, нежели просто так в коде, но указаний на это не было, поэтому ИИ написал так, как пишут "чаще всего".

src/exceptions.py

from fastapi import HTTPException, status

class InvalidURLException(HTTPException):
    def __init__(self, detail: str = "Некорректный URL"):
        super().__init__(status_code=status.HTTP_422_UNPROCESSABLE_ENTITY, detail=detail)

class PageUnavailableException(HTTPException):
    def __init__(self, detail: str = "Страница недоступна"):
        super().__init__(status_code=status.HTTP_502_BAD_GATEWAY, detail=detail)

class PageTimeoutException(HTTPException):
    def __init__(self, detail: str = "Таймаут запроса к странице"):
        super().__init__(status_code=status.HTTP_504_GATEWAY_TIMEOUT, detail=detail)

В этом файле описаны собственные исключения. Все они наследуются от стандартного для FastAPI HTTPException.

Ничего сверхъестественного. Единственное, что мне не нравится, это расположение файла в корне. Я бы поместил его в специальный пакет где были бы модули для разных ситуаций, но поскольку проект очень маленький, достаточно и этого.

src/api/routes.py

from fastapi import APIRouter, Depends
from src.schemas.request import AnalyzePageRequest
from src.schemas.response import AnalyzePageResponse, AnalyzeHistoryResponse
from src.services.analyzer import analyze_page
from src.services.history import add_to_history, get_history
from src.utils.validators import validate_url

router = APIRouter()

@router.post("/analyze-page", response_model=AnalyzePageResponse)
async def analyze_page_route(request: AnalyzePageRequest):
    url = validate_url(str(request.page))
    result = await analyze_page(url)
    add_to_history(result)
    return result

@router.get("/analyze-history", response_model=AnalyzeHistoryResponse)
def analyze_history_route():
    history = get_history()
    return AnalyzeHistoryResponse(history=history)

Меня смущает то, что хоть я ему и сказал выносить логику маршрутов в сервис, он оставил тут много действий. Я больше придерживаюсь того, чтобы вызывать в маршруте сервис, который будет выполнять все необходимые действия, а маршрут будет только возвращать результат (если не был райзнут эксепшен).

Примерно вот так бы это выглядело у меня в коде:

# src/api/routes.py
@router.post("/analyze-page", response_model=AnalyzePageResponse)
async def analyze_page_route(data: AnalyzePageRequest, service: AnalyzerService = Depends(AnalyzerService)) -> AnalyzePageResponse:
    return await service.analyze_page(data=data)

# src/api/service.py
class AnalyzerService:
    # __init__.py и другое

    async def analyze_page(data: AnalyzePageRequest) -> AnalyzePageResponse:
        url = validate_url(url=str(request.page))
        result = await analyze_page(url=url)
        add_to_history(item=result)
        return result

Не указана аннотация возвращаемых типов -> ..., и почему-то во втором маршруте он указал history=history, а в первом в вызовах передаёт позиционные аргументы.

Однако, если опустить эти недочёты, написано достаточно корректно:

  • Есть декораторы с указанием пути и модели ответа.

  • Выполняется определённая логика.

  • Возвращается ответ.

src/schemas/request.py и src/schemas/response.py

src/schemas/request.py

from pydantic import BaseModel, HttpUrl, Field

class AnalyzePageRequest(BaseModel):
    page: HttpUrl = Field(..., description="URL для анализа")

src/schemas/response.py

from pydantic import BaseModel, HttpUrl
from typing import Optional

class AnalyzePageResponse(BaseModel):
    url: HttpUrl
    status_code: int
    title: Optional[str]
    meta_description: Optional[str]
    h1: Optional[str]

class AnalyzeHistoryResponse(BaseModel):
    history: list[AnalyzePageResponse]

Что понравилось:

  • Схемы описаны корректно

  • Он разделил входные и выходные схемы по разным файлам

  • Использовал в схеме AnalyzeHistoryResponse имеющуюся схему AnalyzePageResponse

Что не понравилось:

  • Я не спроста указал на использование Python 3.12+. Использование typing частично отходит на второй план, вместо Optional[str] достаточно написать str | None, но он это проигнорировал.

  • В модели AnalyzePageRequest он дал описание полю, в других моделях нет. Это не суть важно, конечно, но теряется единообразие кода.

src/services/analyzer.py

import httpx
from bs4 import BeautifulSoup
from src.schemas.response import AnalyzePageResponse
from src.exceptions import PageUnavailableException, PageTimeoutException

async def analyze_page(url: str) -> AnalyzePageResponse:
    try:
        async with httpx.AsyncClient(timeout=10) as client:
            response = await client.get(url)
    except httpx.TimeoutException:
        raise PageTimeoutException()
    except httpx.RequestError:
        raise PageUnavailableException()

    status_code = response.status_code
    if status_code >= 500:
        raise PageUnavailableException(f"Ошибка сервера: {status_code}")

    html = response.text
    soup = BeautifulSoup(html, "html.parser")
    title = soup.title.string.strip() if soup.title and soup.title.string else None
    meta = soup.find("meta", attrs={"name": "description"})
    meta_description = meta["content"].strip() if meta and meta.get("content") else None
    h1_tag = soup.find("h1")
    h1 = h1_tag.get_text(strip=True) if h1_tag else None

    return AnalyzePageResponse(
        url=url,
        status_code=status_code,
        title=title,
        meta_description=meta_description,
        h1=h1
    )

Достаточно большой блок включающий в себя несколько действий:

  1. Открывается контекстный менеджер с клиентом HTTPX

  2. Выполняется получение страницы

  3. Проверяется статус-код выполненного запроса

  4. Выполняется парсинг страницы для получения данных

  5. Возвращается Pydantic-схема

Можно сказать, что тут всё выглядит неплохо, но!

Во первых, блок try-except можно вовсе исключить отсюда, добавив в проект глобальный хэндлер ошибок. Подробнее об этом я писал в статье "Taigram: универсальная клавиатура и исключения". Так код был бы чище, а обработка ошибок централизованной.

Во вторых, процесс выполнения запроса я бы поместил в отдельный класс для выполнения запросов, а процесс парсинга в утилитарную функцию в пакете utils, оставив в сервисе только вызовы запроса, парсинга и формирования данных. Это бы позволило разделить ответственность за разные операции по "логическим" блокам.

В третьих, вместо html.parser лучше использовать lxml-парсер. lxml быстрее работает, лучше "переваривает" плохо форматированный HTML, а также поддерживает сложные CSS-селекторы и XPath. Вероятно, он взял его потому, что в промпте не был указан пакет lxml и решил, что достаточно встроенного решения.

src/services/history.py

from collections import deque
from threading import Lock
from src.schemas.response import AnalyzePageResponse

# Очередь с ограничением длины для хранения истории
_history = deque(maxlen=10)
_lock = Lock()

def add_to_history(item: AnalyzePageResponse):
    with _lock:
        _history.appendleft(item)

def get_history() -> list[AnalyzePageResponse]:
    with _lock:
        return list(_history)

Честно, я думал, что он просто использует глобальный list или что-то вроде того, но он поступил "умнее".

Что тут происходит?

  • В переменной _history хранится объект коллекции deque (двусторонняя очередь). Аргумент maxlen=10, автоматически удаляет старые записи при добавлении новых.

  • В переменной _lock хранится объект Lock из модуля threading, обеспечивающий безопасность работы с очередью.

  • В функции add_to_history открывается контекстный менеджер "блокировки", чтобы заблокировать взаимодействие с очередью в данный момент времени. Затем используется метод .appendleft() для добавления записи в начало очереди.

  • В функции get_history также выполняется блокировка очереди. После чего очередь преобразуется к списку и возвращается.

Решение, бесспорно, интересное и вполне соответствует поставленному ТЗ, а именно хранению данных в оперативной памяти.

src/utils/validators.py

from urllib.parse import urlparse
from src.exceptions import InvalidURLException

def validate_url(url: str):
    parsed = urlparse(url)
    if not (parsed.scheme in ("http", "https") and parsed.netloc):
        raise InvalidURLException("URL должен начинаться с http(s):// и содержать домен")
    return url

В этом файле происходит проверка переданного адреса страницы на корректность.

Достаточно стандартная функция. Разве, что я бы располагал этот файл не в пакете utils, а как раз в отдельном пакете validators, с указанием в названии файла его принадлежности к валидации URL, например, url_validator.py.

Оценка результата

  1. Функциональная полнота
    Оценка:

    • Все пункты выполнены.

  2. Качество кода
    Оценка:

    • Простая модульность, но в общем и целом соответствует ТЗ.

    • Замечания:

      • ИИ не предусмотрел настройку Poetry для использования src-структуры проекта.

      • Отсутствие типизации str | None вместо Optional[str] (игнорирование Python 3.12+).

      • Использование html.parser вместо более эффективного lxml.

  3. Архитектурные решения
    Оценка:

    • Базовая архитектура имеет место быть. Вероятно в будущем стоит более точно прописывать этот момент в промпте.

    • Замечания:

      • Отсутствие глобального обработчика ошибок (вместо повторения try-except в analyzer.py).

      • Недостаточное разделение ответственности в маршрутах (можно вынести логику в сервисы).

  4. Документация и инструкции
    Оценка:

    • Минимальная документация и простой (достаточный) Makefile.

    • Замечания:

      • Отсутствие описания ответов при ошибках.

      • Отсутствие докстрингов во всём проекте.

      • Аннотация типов присутствует частично.

  5. Эффективность и время
    Оценка:

    • Справился быстро, но требуется доработка.

    • С написанием основного промпта помог DeepSeek. С небольшими правками на это ушло минут 5-10.

    • На всё взаимодействие с агентом ушло минут 10.

    • На анализ результата ушло минут 5 (и несколько часов на описание для вас!).

    • На исправление запуска ушло несколько минут.

    • На доработку проекта под удовлетворяющую меня структуру уйдёт ещё до получаса.

    • Итого: на написание этого проекта ушло примерно 25 минут.

Резюме эксперимента

На всё про всё ушло минут 25 (писать всё это было куда дольше) и 10 взаимодействий с агентом, из них: 3 - это сообщения агенту и 7 нажатие клавиши "продолжить".

В результате я получил рабочий, но не лишённый минусов прототип. Если навести порядок в файлах и продолжить развитие проекта, например, добавив хранение в БД, может выйти достаточно интересный и простой в написании сервис (может внедрить его в функционал будущего lkeep, что думаете?).

Уверен, что часть комментариев будет из разряда "да я сам такое напишу быстрее и будет лучше, давай что-то сложнее и комплекснее" и я с вами соглашусь.

Поэтому, предлагаю вам решить, что будет в следующей статье. Можно попробовать сделать что-то другое, крупнее или продолжить дорабатывать этот проект.

Единственное давайте "на берегу" оговорим ограничения:

  • Проект должен быть на Python.

  • Не пишем фронтэнд, только бэк, только питон.

  • Не используем специфические для больших проектов вещи, например, Kubernetes или Kafka.

Мне будет приятно, если вы примете участие в обсуждении, а также положительно оцените статью.

Всё в ваших руках! Благодарю за внимание.

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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

  • 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

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  • 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

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  • 26.06.26 02:52 Miško Bakić

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  • 26.06.26 02:56 Asunción Herrera

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  • 26.06.26 15:05 Riley Stephens

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  • 28.06.26 00:37 kimberlyhebertt673

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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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  • 02.07.26 01:26 Clara Morin

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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

    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

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

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  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 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

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

  • 16.07.26 21:38 patricialovick86

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  • 20.08.26 11:32 michaeldavenport218

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

  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

    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

  • 25.08.26 13:44 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

  • 30.08.26 15:37 [email protected]

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

  • 30.08.26 15:37 [email protected]

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 11:16 lisawerth897

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

  • 01.09.26 17:34 Garry42

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

  • 01.09.26 17:34 Garry42

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 02.09.26 03:43 kimberlyhebertt6877

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

  • 04.09.26 21:51 Kovengray

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

  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

    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

  • 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

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