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DQ-шаблон через MCP: что получилось и где агенту нельзя верить

Привет, Хабр! Я Дмитрий Клепиков из команды Modus.

После прошлой статьи захотелось взять тот же стек — ИИ-агента и пару MCP-серверов — и собрать через него в нашем BI-портале DQ-шаблон. DQ здесь — это Data Quality, то есть проверка качества данных: полнота, корректность, уникальность, согласованность, актуальность и всё то, из чего потом складывается доверие к данным.

Шаблон получился не универсальным в духе «подставь любую таблицу, и всё само поймётся». Скорее универсальным оказался каркас: одни и те же этапы, одна таблица результатов, один набор отчётов, история запусков и каталог правил. А вот сами правила остаются доменными. В адресном реестре это КЛАДР, ФИАС, ГКН, кадастровые номера и нюансы вроде «ё» в названиях улиц. Для контрагентов будут ИНН, КПП и ОГРН, для продаж — совсем другой набор проверок.

В качестве тестового датасета я взял открытый Реестр адресов Москвы. Задача была такая: агент через postgres-mcp смотрит схему, выбирает проверки из каталога правил, запускает SQL, пишет результаты в dq_snapshots, а потом через modusbi-mcp собирает отчёты в портале. Ниже расскажу, как именно он шёл, что получилось на выходе и почему после такого эксперимента агенту всё равно нельзя просто верить на слово.

Это один из экспериментов в нашей ИИ-работе. Внутри Modus BI мы постепенно расширяем свой MCP-сервер и пробуем агентные сценарии под разные задачи: дашборды, DQ, e2e-тесты, код-ревью, документацию, генерацию кода. Часть этого пути буду показывать в статьях.

Что может пойти не так

Соблазнительно рассказать эту историю коротко и красиво: дал агенту таблицу, попросил прогнать проверку качества, через час забрал готовый отчёт в портале. В каком-то смысле это правда. Но если остановиться на этой версии, то получится опасная картинка: будто агент сам понял данные, сам корректно выбрал правила, сам всё посчитал, и теперь результат можно использовать без оговорок.

На практике всё сложнее. Если запустить тот же самый сценарий ещё раз через десять минут на тех же данных, числа могут немного поехать. Не катастрофически, не в разы, но достаточно, чтобы перестать считать такой прогон воспроизводимым. Поэтому начну не с красивых отчётов, а с того, где агент подводит.

db28dd946e1f9c1aa574649f8feeb689.png

Агент забывает

Прошу прогнать все двадцать одну проверку — обычно он прогоняет все. Но иногда забывает одну-две, на ходу досочиняет формулировку, а в редком случае может пропустить целый класс проверок. Это не баг конкретного инструмента, а нормальное свойство языковой модели: она не исполняет план как детерминированный планировщик, а каждый раз заново собирает ход работы.

Лечится это отдельной проверкой после прогона. Нужно сверять каталог правил с таблицей результатов: все ли правила, которые должны были выполниться, действительно отметились в dq_snapshots. Если какое-то правило не отметилось — повторяем именно его. В отчёте с правилами строка «не прогнано» должна гореть красным сразу, иначе пропущенная проверка легко маскируется под хорошее качество данных.

Агент врёт уверенно

Самый показательный случай был на КЛАДР — классификаторе адресов России. Агент написал для него регулярку: семнадцать цифр. Прогнал проверку, и почти шестнадцать процентов значений оказались «невалидными». На полумиллионе строк это под шестьдесят тысяч записей, то есть уже не мелкая погрешность, а заметная «проблема качества».

Начал смотреть вручную — оказалось, что у КЛАДР в нашем случае два валидных формата: 13 цифр для улицы и 17 для дома. Регулярка с двумя вариантами дала ноль невалидных значений. Проблема здесь даже не ошибке агента, а в том, что он не предупредил, что мог что-то упустить. Он вообще редко предупреждает: скорее даст уверенный ответ, чем скажет «я не знаю нормативный формат, проверьте меня».

Похожее бывает и с SQL. Например, вместо корректного подсчёта через фильтр «count(*) filter (where ...)» агент может написать похожий запрос, который выглядит правдоподобно, но считает уже немного другое.

Поэтому регулярки и SQL для справочников вроде КЛАДР, ИНН, ОГРН я больше не доверяю агенту на лету. Они должны лежать в каталоге со ссылкой на нормативку, а агент должен брать их оттуда.

Агент не повторяется

Это тот самый разброс, с которого я начал. Один и тот же запрос на одних и тех же данных от прогона к прогону может дать чуть разные результаты: где-то агент срезал данные по-другому, где-то сгруппировал иначе, где-то добавил приведение к нижнему регистру, где-то нет. Иногда он по-разному решает, что считать заглушкой, а что нормальным значением.

Лекарство то же самое: SQL должен быть фиксированным и лежать в каталоге. В нём должна быть своя сортировка, явные условия и явный перечень того, что считается заглушкой. На этапе исполнения агент уже не пишет SQL, а только выбирает, какие проверки применить, и запускает готовые запросы. После того как запрос зафиксирован, прогон становится воспроизводимым. Разброс остаётся только в текстовых выводах, которые агент пишет под каждый отчёт, но это уже вопрос стиля, а не чисел.

Агент по-разному читает одну и ту же находку

Есть ещё один неприятный эффект: агент может интерпретировать одинаковые данные по-разному. Допустим, он видит 99 случаев, когда городской номер строения встречается в таблице больше одного раза. В одном прогоне он напишет «99 нарушений уникальности», в другом — «99 случаев, когда один номер покрывает здание и участок под ним, это нормально», в третьем — что-то посередине.

Проблема не в данных. Из них действительно не всегда видно, нарушение это или норма. Это знание про предметную область, а агент его не выводит из таблицы — он каждый раз заново выдумывает интерпретацию. Поэтому интерпретации тоже должны лежать в каталоге рядом с правилом. Для случая с unom формулировка такая: часть дублей может быть легитимной, но это не значит, что все 99 можно автоматически списать. Кандидаты всё равно надо показывать.

На первом круге агент полезен тем, что сам сходил в схему, понял, какие есть колонки, прикинул подходящие проверки, написал первые версии SQL для незнакомых случаев и собрал отчёты в портале. Руками такая работа заняла бы заметно больше времени. Но дальше SQL фиксируется, прогон ставится на расписание, а агент остаётся в основном для новых таблиц с новыми типами полей.

Помогает и второй проход другим агентом, который не повторяет работу, а проверяет её: все ли правила отметились, сходятся ли числа с фиксированным SQL, нет ли пропущенных проверок. Главный вывод для меня здесь простой: агент не заменяет аналитика. Он даёт скелет за час. Дальше человек смотрит, поправляет, дописывает правила в каталог. И в следующий раз шаблон работает не потому, что агент внезапно стал умнее, а потому что каталог накопился.

Что в итоге получилось

На выходе получилось девять связанных отчётов в портале. Между ними есть навигация сверху каждой страницы, чтобы можно было идти от общего описания объекта к конкретным нарушениям, правилам, эталонам и итоговой оценке. В подписях к иллюстрациям – ссылки на скриншоты отчётов.

Профиль объекта

На нём четыре крупные карточки: тип объекта, количество строк, количество колонок и источник данных. Рядом текст с разбором колонок по группам: идентификаторы, адресная иерархия, конструктив здания, статусы, метаданные документа и геометрия. Это страница, которая отвечает на вопрос «что мы вообще проверяем». Без такого паспорта таблицы любые проценты качества висят в воздухе: непонятно, какие поля ключевые, какие вторичные, а какие вообще приходят из другого контура.

Профиль объекта

Полнота

Здесь сделан светофор по группам колонок: двенадцать пустых целиком, девять заполнены меньше чем наполовину, восемь заполнены частично, двадцать одна — почти всегда.

Под светофором таблица топ-20 колонок с пропусками, а сбоку текстовое пояснение. Оно важно, потому что двенадцать полностью пустых колонок — это не обязательно битые данные. Часть из них приходит другим потоком, например геометрия. Поэтому итоговая полнота получается 95, а не 60: мы не штрафуем источник за то, что заведомо из него не приходит.

На этом же экране нашлась первая нормальная DQ-находка. Колонка федерального идентификатора (n_fias) по проверке на NULL показывает стопроцентную заполненность, но больше двенадцати тысяч строк заполнены пустой строкой. Формально это не NULL, по сути — пусто. Стандартная проверка на NULL такое пропускает, поэтому в каталоге для текстовых колонок проверка хитрее: значение должно быть не NULL и не пустой строкой. В production я бы ещё добавлял проверку на пробельные значения «btrim(value) = ''», потому что пробелы тоже умеют притворяться данными:

На этом же экране нашлась первая нормальная DQ-находка. Колонка федерального идентификатора (n_fias) по проверке на NULL показывает стопроцентную заполненность, но больше двенадцати тысяч строк заполнены пустой строкой. Формально это не NULL, по сути — пусто. Стандартная проверка на NULL такое пропускает, поэтому в каталоге для текстовых колонок проверка хитрее: значение должно быть не NULL и не пустой строкой. В production я бы ещё добавлял проверку на пробельные значения «btrim(value) = ''», потому что пробелы тоже умеют притворяться данными:

Полнота

Уникальность

Здесь получилась таблица коллизий:

  • Суррогатный ключ (global_id) — уникален на сто процентов.

  • Городской номер строения (unom) — 99 повторов на полумиллион; часть легитимна (один номер может относиться к зданию и участку под ним), но часть всё равно надо смотреть.

  • Федеральный идентификатор (n_fias) — около четырнадцати тысяч «дублей», но двенадцать с лишним тысяч из них — те самые пустые строки. Поэтому реальная уникальность среди непустых значений заметно выше.

  • Адресная строка — группы, где один адрес встречается больше одного раза. В адресных данных это ожидаемо: иногда за одним адресом стоят несколько строений, корпусов или связанных объектов. Но именно поэтому отчёт должен не просто кричать «дубликат», а показывать кандидатов для разбора.

Уникальность

Корректность

Это проверки по шаблону и отдельный блок про заглушки.КЛАДР после правильной регулярки на 13 или 17 цифр дал ноль невалидных значений. Кадастровый номер по маске — тоже ноль.

Но заглушки считаются отдельно: дефис вместо статуса, дефис вместо состояния, фейковые даты вроде 1900-го или 1753-го. Это не то же самое, что битый формат. Значение может быть формально валидным и всё равно означать «ничего».

Формат

Энтропия

Здесь мы считаем, насколько разнообразны значения в колонке. Логика такая: если по смыслу там должен быть справочник, а разнообразие почти как у уникального поля, значит туда мог натечь свободный текст.

На улицах высокое разнообразие нормально: в Москве действительно тысячи улиц. А вот на колонке со значением типа объекта неожиданно много разных значений. Это не ошибка в строгом смысле, а сигнал «иди посмотри». Такая колонка уходит в раздел про эталоны.

Энтропия

Дубликаты

Дубликаты разделены на точные и почти-точные. Точные — это группы по адресной строке. В топе встречаются адреса, где на одном адресе несколько строений. Это не всегда баг: у каждого строения может быть свой номер.

Почти-точные — интереснее. Нашлись три улицы с разнобоем по «ё»: «Озёрная» и «Озерная», «Берёзовая» и «Березовая», «Весёлая» и «Веселая». Для человека это мелочь, а для поиска, сопоставления и нормализации уже проблема.

Дубликаты

Итоговая оценка

И последний по списку, но первый по тому, на что обычно смотрят, — итоговая оценка. На странице спидометр от нуля до ста, стрелка на 98.06. Ниже разбивка по измерениям:

Изменение

Значение

Вес

Полнота

95,0

0,30

Корректность

99,5

0,25

Уникальность

99,8

0,20

Согласованность

98,6

0,15

Актуальность

99,3

0,10

Чтобы оценивать качество данных, мы опираемся на общую логику DAMA/ISO Это не волшебная формула, которая говорит: «данные хорошие на 98%». Это скорее методология: она помогает разложить качество данных на понятные признаки — заполненность, отсутствие дублей, согласованность, корректный формат и т.д. Но важность этих признаков зависит от задачи. Для адресного реестра одни ошибки критичны, другие терпимы. Если у записи нет населённого пункта — это серьёзная проблема. Если сокращение “ул.” записано не так, как хотелось бы, — это неприятно, но не всегда ломает использование данных.

Поэтому веса мы выбираем сами. Чем сильнее конкретный тип ошибки мешает использовать адресный реестр, тем больше вес. Наши коэффициенты 0.30 / 0.25 / 0.20 / 0.15 / 0.10 — это не стандарт DAMA и не истина в последней инстанции, а договорённость внутри проекта.

Главное: итоговый индекс показывает не “истинность” адресов, а соответствие данных нашим правилам проверки.

Итоговая оценка

Каталог правил

В нём лежат идентификатор, тип, критичность, статус, количество нарушений и ссылка на SQL. Статус подкрашен, клик ведёт к примерам. Для меня это один из ключевых экранов, потому что именно он отделяет воспроизводимый DQ-процесс от красивого агентного демо. Если правило существует только в истории чата, оно неуправляемо. Если оно лежит в каталоге и связано с SQL, его можно повторить, проверить, обсудить, изменить и поставить на расписание.

Каталог правил

Эталоны

Это двенадцать административных округов Москвы, канонические написания для «ё»-улиц, сопоставление «опечатка → как правильно» для статусов. Поверх этого сделано представление, которое приклеивает эталоны к сырой таблице и дорисовывает флаги: заглушка вместо статуса, опечатка в названии, у здания нет кадастрового номера, хотя должен быть.

Всё вместе складывается в один каркас, который можно переносить на любую таблицу в Postgres: профиль, каталог правил, dq_snapshots, отчёты, история запусков. Но сами правила остаются доменными. КЛАДР, ФИАС, ГКН и «ё»-улицы нужны адресному реестру. Для контрагентов будут ИНН, КПП, ОГРН. Для продаж — свои проверки.

Эталоны

Откуда данные и почему они подходят для демо

Данные — Реестр адресов Москвы с data.mos.ru. Это открытый датасет примерно на полмиллиона строк и пятьдесят колонок. Он скачивается через API постранично, но без гарантии, что таблица не поменяется во время выгрузки. Поэтому для воспроизводимости нужен готовый срез: дата выгрузки, количество строк и колонок, SQL-прогон и выгрузка dq_snapshots. Без этого другие люди смогут повторить подход, но не обязательно получат те же цифры.

Для DQ-демо этот датасет удобен тем, что внутри это по сути три справочника, склеенных в одну таблицу: городской, федеральный ФИАС и кадастровый. Когда несколько источников описывают одни и те же объекты, расхождения появляются почти неизбежно. Отсюда пустые поля, заглушки, разные форматы, неоднозначные дубли и необходимость в доменных правилах.

Это не стерильная таблица, где все проблемы заранее придуманы для демонстрации. Данные достаточно живые, чтобы агенту было за что зацепиться, а человеку — что перепроверить.

Чем собирали

Из инструментов использовались MCP-сервера и четыре скилла.

MCP-серверы:

  • postgres-mcp — даёт агенту доступ к Postgres (чтение схемы, выполнение SQL);

  • modusbi-mcp — доступ к нашему BI-порталу (создание дашбордов и отчётов).

Скиллы:

  • Мастер — ведёт весь процесс.

  • Каталог правил — что и как проверять.

  • Историзация — таблица с прогонами, retention, запуск по расписанию.

  • Сборка отчётов в портале.

Между собой скиллы общаются не напрямую, а через одну таблицу с результатами. Кто-то в неё пишет, кто-то читает. Это и есть контракт: каталог правил, таблица результатов, MCP-серверы. При смене модели или раннера ломаться должно меньше, потому что методика лежит в SQL и таблицах, а не в памяти конкретного чата.

Здесь важна именно эта граница. Агент может помогать, ускорять и собирать обвязку, но воспроизводимая часть процесса должна жить вне агента. Если завтра поменять модель, чат или раннер, правила не должны исчезнуть вместе с контекстом.

Откуда берётся «двадцать одно правило»

Двадцать одно правило не появилось из воздуха. LLM сначала идёт в схему и смотрит, какие есть колонки, какого они типа и могут ли быть NULL. Потом по названиям и данным решает, какие проверки подходят. Если колонка называется как известный справочник — например, ИНН или КЛАДР, — берёт готовую проверку из каталога со ссылкой на нормативку. Если колонка текстовая, проверяет, что она не пустая, с поправкой на пустую строку. Если поле похоже на ключ, проверяет уникальность. Если по виду должно быть справочником, смотрит на заглушки и разнообразие. Для дат проверяет диапазон и свежесть.

Но есть вещи, которые агент сам надёжно не придумает. Это межполевые правила и легитимные исключения вроде «дубль номера тут может быть нормой». Такое знание относится к предметной области, его должен закладывать человек. Агент может предложить гипотезу, но не должен превращать её в истину без проверки.

Почему именно эти колонки в критичных

Критичность правил тоже объясняется предметкой:

  • Адресная строка и адрес — реестр адресов без адреса бессмысленен.

  • Федеральный идентификатор — высокий приоритет, на нём держатся связки с другими госсистемами.

  • Суррогатный ключ — критичный, его дубль значит, что объект учли дважды.

  • Городской номер — высокий, а не критичный, потому что про легитимные дубли мы знаем.

  • КЛАДР — потому что у него два валидных формата и на этом легко споткнуться.

  • Кадастровый номер — потому что есть бизнес-правило: у здания, которое уже внесли в ГКН, он должен быть.

  • Метки времени — на свежесть.

Граница ответственности агента

Ниже не витрина всех проверок, а граница ответственности. Всё, что в таблице, должно исполняться одинаково при каждом прогоне. Всё, чего в таблице нет, агент может придумать по-разному.

ID

Тип проверки

Критичность

Что проверяет

DQM-C01

обязательное непустое значение

критичный

address не пустой

DQM-C02

обязательное непустое значение

критичный

simple_address не пустой

DQM-C03

обязательное непустое значение

высокий

n_fias не пустой

DQM-C04

обязательное непустое значение

высокий

p7 / улица не пустая

DQM-C05

обязательное заполнение

средний

d_fias не NULL

DQM-V01

проверка по шаблону

высокий

n_fias — UUID-формат

DQM-V02

проверка по шаблону

высокий

kad_n — кадастровая маска

DQM-V03

проверка по шаблону

средний

kladr — 13 или 17 цифр

DQM-V04

диапазон значений

высокий

unom > 0

DQM-V05

диапазон значений

средний

d_fias в 1990–2026

DQM-V06

не служебная заглушка

средний

status не равен -

DQM-V07

не служебная заглушка

средний

sostad не равен -

DQM-U01

уникальность

критичный

global_id уникален

DQM-U02

уникальность

высокий

unom уникален

DQM-U03

уникальность

высокий

n_fias уникален среди непустых

DQM-U04

дубли

средний

дубли по simple_address

DQM-Cn01

нормализация

средний

ё-варианты названий улиц

DQM-Cn02

межполевая проверка

высокий

kad_n обязателен при obj_type='Здание' и status='Внесён в ГКН'

DQM-Cn03

межполевая проверка

средний

status и sostad не противоречат друг другу

DQM-T01

актуальность данных

низкий

d_fias не слишком старый

DQM-T02

актуальность данных

низкий

loaded_at свежий

Всего получилось три критичных правила, восемь высоких, восемь средних и два низких.

Весь SQL-прогон занимает около двенадцати секунд на полумиллионе строк, без специальных индексов. Для публичной версии важно, чтобы этой таблице соответствовал конкретный SQL-файл и конкретная выгрузка dq_snapshots, иначе цифры в статье будет труднее проверить.

Если захочется попробовать

Для повторения нужен минимальный набор в репозитории:

  • четыре файла скиллов;

  • SQL-прогон;

  • срез данных или инструкция по его получению;

  • HTML-снимки отчётов;

  • выгрузка dq_snapshots.

DQ-часть можно повторить без Modus BI-портала: профилирование, каталог, историзация работают через Postgres. Сам портал — нет, modusbi-mcp пока внутренний, не публичный продукт; но те же отчёты можно отдать в HTML и увидеть результат так.

Каталог написан на диалекте Postgres: используются COUNT FILTER, регулярки через оператор тильда, generated columns и другие привычные для Postgres вещи. На ClickHouse, Vertica или MS SQL часть SQL придётся переписать. Я этого не проверял.

Про «менее чем за час» тоже важно сказать честно. Это не про создание всей системы с нуля, а про прогон уже готовой цепочки на новой таблице. Сами скиллы и обвязку я писал дольше, баги в MCP тоже ловил отдельно. Инструмент пишется один раз, дальше каждый новый датасет — это час чистого прогона.

Заключение

Главный вывод для меня не в том, что агент «сделал DQ». Была продемонстрирована возможность создания богатых и в меру универсальных отчётов качества данных в достаточно сжатые сроки. Безусловно каждый случай требует детальной ручной работы и проверки. Про это не стоит забывать. Благодаря скиллам мы можем получить «скелет» для дальнейшей работы.

В разрезе развития нашего MCP-сервера мне хотелось показать, насколько легко и просто можно составлять готовые дашборды. В ходе работы, честно признаюсь, был составлен значительный лист TODO: пока наш MCP-сервер не со всеми задачами справляется или справляется без пинка. Но именно поэтому эксперимент оказался полезным — это было испытание продукта на реальной задаче, и часть найденных шероховатостей уже поехала в бэклог.

Если есть вопросы по каталогу правил, скиллам или подводным камням MCP — пишите в комментарии, все разберём.

P.S. Присоединяйтесь к нашему BI-сообществу в Telegram и будьте в курсе последних новостей Modus!

Источник

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 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.

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  • 23.08.26 20:02 leslieyee

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  • 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

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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

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