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Как мы искали способ подключить ИИ к своим данным

От AnythingLLM до LibreChat, MCP и Gemma4

Эта статья про то как мы искали способ подключить языковую модель к своим рабочим данным, что пробовали, что не подошло и на каком стеке в итоге остановились. По ходу рассказа — практические шаги и команды, которых достаточно, чтобы повторить у себя тот же стенд: все адреса, пути и токены в примерах ниже условные, их нужно заменить на свои.

Постановка задачи

Отправная точка — рутина, знакомая каждому, кто пробовал обсуждать рабочие цифры с ИИ. Чтобы задать один вопрос по данным, нужно сделать выгрузку в Excel, приложить файл в чат и заново объяснить модели, что лежит в столбцах, за какой период срез и как считается каждая метрика. Следующий вопрос — и весь цикл повторяется: новая выгрузка, новый файл, новые объяснения.

Задача сводилась к тому, чтобы разорвать этот цикл: дать ИИ постоянный инструмент подключения к данным. Чтобы он сам читал схему кубов — измерения, меры, периоды — и отвечал точными числами, не правдоподобно звучащим текстом.

Отсюда — три требования, которые и определили весь дальнейший выбор инструментов:

• Прямой доступ: модель сама ходит в таблицы и сама читает их схему — без ручных выгрузок и без пересказа, что лежит в столбцах.

• Точность: в ответе допустимы только числа, реально полученные из данных, — а значит, обычного чата с LLM мало, нужен инструмент, который считает, не угадывает.

• Приватность: данные не уходят за периметр компании — ни выгрузками, ни через промпт, поэтому облачный API с чужими датацентрами отпадает сразу.

Открытая модель и локальный запуск: Gemma + Ollama

Первый шаг — определиться, на чём будет работать сама модель, прежде чем подключать к ней какие-либо данные.

Открытая модель против облачного API

Требование «данные не покидают периметр» автоматически исключает облачные чат-моделей: даже если сами данные не отправлять в промпт напрямую, работать с чувствительной аналитикой через внешний API — избыточный риск и лишняя договорная нагрузка. Открытая модель, которую можно запустить на своём железе, снимает этот вопрос полностью: веса модели один раз скачиваются и дальше живут внутри компании. Дополнительный практический плюс — отсутствие оплаты за токены на этапе эксперимента, когда количество запросов и итераций промпта заранее не ограничено.

Ollama: запуск в одну команду

Для запуска открытой модели нужен был инструмент, который не требует отдельной инженерной подготовки — GPU-кластера, ручной сборки инференс-сервера, конвертации весов. Ollama выбрали именно за это: одна команда поднимает модель локально и отдаёт наружу уже готовый OpenAI-совместимый HTTP API, который «из коробки» понимают и AnythingLLM, и LibreChat, и любой другой клиент, рассчитанный на OpenAI-формат.

На Linux и macOS Ollama ставится одной командой — скрипт сам скачивает и устанавливает бинарник и системный сервис; на Windows для этого есть обычный установщик с сайта ollama.com:

# Linux / macOS
 curl -fsSL https://ollama.com/install.sh | sh

Дальше нужно скачать саму модель — команда ollama pull тянет веса из библиотеки Ollama и кладёт их в локальный кэш:

ollama pull gemma4:e4b

После pull модель уже доступна по OpenAI-совместимому API на http://localhost:11434/v1/ — это можно сразу проверить обычным curl: если Ollama поднялась и модель на месте, в ответ придёт список доступных моделей в формате OpenAI:

curl http://localhost:11434/v1/models

Открытая модель от Google: Gemma4

Из доступных открытых моделей выбор остановился на Gemma по совокупности практических причин: у неё открытые веса, есть версии разного размера под разное железо (в том числе облегчённые варианты, которые ощутимо быстрее работают на обычном компьютере без выделенной видеокарты), и модель хорошо поддержана в экосистеме Ollama — то есть её можно было взять и запустить в тот же день, без доработок под конкретную инфраструктуру. Для первой проверки идеи взяли самую лёгкую версию — тег gemma4:e4b.

Данные нужны модели «по запросу»: MCP вместо RAG

Модель, которая просто отвечает текстом, — это ещё не решение задачи. Нужен был способ дать ей доступ к живым данным в OLAP-кубах.

MCP против RAG

Первая развилка — как вообще «подключать» данные к модели. Классический путь для такого рода задач — RAG: заранее нарезать данные на фрагменты, превратить их в эмбеддинги и подсовывать модели «похожие по смыслу» куски в контекст. Для отчётности и точных цифр этот подход плохо подходит по своей природе: «похожий по смыслу» кусок текста — не то же самое, что точное число за конкретный период по конкретной таблице. Протокол MCP (Model Context Protocol) решает другую задачу — он даёт модели набор инструментов, которые она может вызвать сама и получить точный результат на свой вопрос, не похожий фрагмент из индекса. Для сценария «спросить про метрику и получить точное число» это принципиально более подходящий механизм, поэтому выбор был сделан в его пользу с самого начала, до того как появился первый рабочий прототип.

XLTable и MCP-сервер

Роль источника данных в проекте играет XLTable — наш собственный продукт, семантический слой OLAP и XMLA-совместимый сервер, который связывает Excel с современными хранилищами данных. У нас он поднят над ClickHouse: аналитики работают с готовыми кубами — измерениями, мерами, иерархиями — вместо сырых таблиц и SQL.

У XLTable есть MCP-сервер, то есть тот самый мост, через который модель обращается к кубам напрямую. Ничего дописывать не пришлось — сервер подключается к любому MCP-клиенту и даёт модели достаточный набор инструментов:

• list_databases() — список баз (каталогов кубов); нужен только если баз несколько и то, с какой работать, ещё не известно из диалога;

• list_cubes(database) — список готовых OLAP-кубов. Отдельного инструмента для «сырых» таблиц больше нет — модель работает только с уже готовыми кубами;

• describe_cube(database, cube) — схема куба: измерения (с их уровнями иерархии) и меры. Обязателен перед каждым query_cube — это единственный источник точных, регистрозависимых имён;

• query_cube(database, context) — сам агрегирующий запрос: группировка по уровням измерений, агрегация мер, опциональный фильтр по строкам. В ответе — row_count и флаг truncated (по умолчанию отдаёт не больше 1000 строк, для большего лимит передаётся явно).

Если источник данных не XLTable, а что-то своё, принцип переносится без изменений: MCP-сервер — это процесс, который просто отдаёт модели набор вызываемых функций. Минимальный аналог на Python (пакет mcp) с тем же набором ролей — разведка схемы и запрос данных — выглядит так: функция list_tables отдаёт список доступных таблиц/кубов, а get_data возвращает сами данные по имени таблицы и параметрам фильтра; обе помечены декоратором @mcp.tool(), чтобы модель увидела их как вызываемые инструменты, а вызов mcp.run() в конце запускает сам сервер:

from mcp.server.fastmcp import FastMCP
 
 mcp = FastMCP("my-data-server")
 
 @mcp.tool()
 def list_tables() -> list[str]:
     """Список доступных таблиц/кубов."""
     return ["sales", "customers"]
 
 @mcp.tool()
 def get_data(table: str, limit: int = 100) -> list[dict]:
     """Данные из таблицы (с фильтрами — по своей логике)."""
     ...
 
 if name == "__main__":
     mcp.run()  # stdio-транспорт по умолчанию

Точный синтаксис запуска (mcp.run() и параметры транспорта) зависит от версии SDK — стоит сверяться с актуальной документацией протокола MCP. Такой сервер можно поднять локально (транспорт stdio, процесс запускается самим клиентом) или как отдельную службу с постоянным адресом (транспорт streamable-http или sse, клиент подключается по URL) — второй вариант понадобится позже, когда MCP-сервер, как и модель, переедет на отдельный сервер.

AnythingLLM: первый рабочий интерфейс

Модель есть, доступ к данным через MCP есть — не хватало интерфейса, через который это можно было бы попробовать в чате, не тратя время на написание своего фронтенда.

Чем подкупил AnythingLLM

AnythingLLM — простое десктопное приложение с чатом, задуманное ровно для того, чтобы дать модели доступ к своим документам и источникам. Для первой проверки идеи это оказалось идеальным сочетанием:

• установка в несколько кликов — обычный установщик под настольную ОС, без Docker, реверс-прокси и возни с окружением;

• Ollama подключается как источник модели в пару полей настроек — достаточно указать адрес локального эндпоинта;

• MCP-сервер добавляется почти так же просто: путь к процессу в конфигурации — и инструменты XLTable уже видны модели в чате.

Пошагово это выглядело так: сначала поставить AnythingLLM обычным установщиком под свою ОС; затем в настройках выбрать провайдера LLM — Ollama — и указать адрес (http://localhost:11434) и модель; после этого в настройках MCP-серверов (Agent Skills → MCP) добавить свой сервер — команду и аргументы для запуска процесса (тип stdio) либо URL, если сервер уже поднят как отдельная служба; и наконец открыть чат и задать вопрос по данным — модель должна сама вызвать инструмент MCP-сервера и ответить, опираясь на его результат.

В сумме это позволяло быстро проверить связку «модель + свои данные».

Что получилось

Связка заработала: модель через AnythingLLM видела инструменты XLTable и могла их вызывать, отвечая на простые вопросы по данным. Это подтвердило, что общая архитектура — открытая модель плюс MCP-сервер над кубами — жизнеспособна и стоит того, чтобы довести до продуктового вида.

AnythingLLM отвечает на запрос «выведи продажи по магазинам, используя куб local_salesCube1» — модель сама вызвала нужный инструмент XLTable и вернула таблицу с точными числами по кубу.
AnythingLLM отвечает на запрос «выведи продажи по магазинам, используя куб local_salesCube1» — модель сама вызвала нужный инструмент XLTable и вернула таблицу с точными числами по кубу.

Чего не хватило

Дальше начались ограничения. Главное из них — концептуальное: AnythingLLM остаётся чатом над источниками, а нам нужен был агент. То есть не собеседник, который иногда дёргает инструмент, а исполнитель, который сам выстраивает цепочку вызовов — уточнить схему куба, запросить данные, посчитать, собрать дашборд — и выдаёт готовый результат. Из этого выросли и все частные претензии:

• гибкость системного промпта агента — а именно в промпте нужно было закрепить жёсткие правила про источник каждого числа и протокол обработки ошибок, описанные выше;

• контроль над тем, какие инструменты и в каком порядке вызываются, и как обрабатывать ошибки вызова;

• возможность генерировать собственные визуальные артефакты — дашборды с графиками — прямо в ответе, не только текст;

• удобная работа с несколькими эндпоинтами моделей одновременно, когда нужно сравнивать варианты.

Каждое из этих ограничений напрямую упиралось в исходные требования к точности ответов. Продолжать на AnythingLLM не было смысла: нужна была платформа, на которой строят не чат, а агента.

Модель на сервере

Как только связка подтвердила свою работоспособность, локальный запуск на одном компьютере стал узким местом: модель занимала ресурс личной машины, была недоступна остальной команде и не гарантировала, что эндпоинт будет на месте, когда он нужен. Логичным шагом стал перенос Ollama на отдельный сервер с постоянным адресом — при этом локальный запуск не убрали, а оставили как отдельную «песочницу» для быстрых экспериментов, работающую параллельно с серверной моделью.

Подключение к серверу — обычный SSH с авторизацией по ключу (адрес сервера, путь к ключу и логин здесь и далее условные, подставьте свои):

ssh -i <путь к приватному ключу> <пользователь>@<адрес сервера>

Сама VM под Gemma4 — не самая мощная машина, но с GPU, чего достаточно для одной модели на команду:

Ресурс

Значение

Платформа

Intel Ice Lake with NVIDIA® Tesla® T4

Количество GPU

1

vCPU

4

RAM

16 ГБ

Объём дискового пространства

SSD 30 ГБ

На сервере Ollama устанавливается той же командой, что и локально. На сервер осознанно перебрались не за самой Ollama, а за более сложной 12b-версией модели: она требовательнее к ресурсам и на личной машине уже работала на пределе. Но прежде чем закладывать серверные ресурсы именно под 12b, её стоило сравнить с лёгкой e4b на одном и том же железе — поэтому на сервер временно поставили обе версии и прогнали одинаковый тест на каждой (флаг --verbose показывает не только ответ, но и служебную статистику — время загрузки, скорость генерации):

curl -fsSL https://ollama.com/install.sh | sh
 
 ollama pull gemma4:e4b
 ollama run gemma4:e4b --verbose "тест"
 
 ollama pull gemma4:12b
 ollama run gemma4:12b --verbose "тест"

Сравнение подтвердило то же самое, что и в разделе про выбор модели ниже: 12b увереннее держит протокол и точнее вызывает инструменты. После этого лёгкую версию с сервера убрали — ollama rm удаляет скачанные веса и освобождает место на диске — и дальше сервер настраивали уже только под 12b:

ollama rm gemma4:e4b

Кастомная модель под задачу

На сервере завели не «сырую» 12b-модель, а отдельную версию, донастроенную конкретно под задачу работы с данными — gemma4-12b-xltable. Для неё зафиксировали параметры генерации — расширенный контекст, низкая температура и ограниченные top_p/top_k, чтобы модель меньше «фантазировала» по стилю генерации в дополнение к правилам самого промпта. То есть точность ответов на этом этапе стали закладывать не только в текст системного промпта, но и в параметры инференса.

Практически параметры зашиваются в модель через файл Modelfile — для этого сначала нужно создать сам Modelfile (значение num_ctx подбиралось опытным путём среди 16384 / 24576 / 32768, в зависимости от доступной памяти сервера):

cat > gemma4-12b-xltable.Modelfile << 'EOF'
 FROM gemma4:12b
 PARAMETER num_ctx 16384
 EOF

а затем собрать из Modelfile именованную модель командой ollama create — имя после неё (gemma4-12b-xltable) и есть то имя, которое дальше указывается в клиентах вместо исходного тега:

ollama create gemma4-12b-xltable -f gemma4-12b-xltable.Modelfile

Значение num_ctx, зашитое в Modelfile, — это дефолт; при необходимости оно всё равно переопределяется на уровне запроса через addParams в librechat.yaml (см. ниже) — так одновременно поддерживаются оба слоя настройки контекста.

Проверить результат можно двумя командами: ollama show --parameters печатает параметры, реально зашитые в модель, а ollama ps показывает, какие модели прямо сейчас загружены в память сервера:

ollama show gemma4-12b-xltable --parameters
 ollama ps

Отдельная тема — сам сервис Ollama на сервере. По умолчанию он слушает только localhost и выгружает модель из памяти после нескольких минут простоя — и то, и другое имеет смысл поменять, но по-разному. Команда systemctl edit открывает редактор для override-файла сервиса без изменения основного юнита:

sudo systemctl edit ollama

В открывшийся override-файл добавляется блок с переменными окружения:

[Service]
Environment="OLLAMA_LOAD_TIMEOUT=10m"
Environment="OLLAMA_HOST=127.0.0.1:11434"
Environment="OLLAMA_KEEP_ALIVE=-1"
Environment="OLLAMA_NUM_CTX_CHECKPOINTS=5"

после чего изменения нужно применить: systemctl daemon-reload перечитывает конфигурацию systemd, а systemctl restart перезапускает сам сервис Ollama уже с новыми переменными:

sudo systemctl daemon-reload
sudo systemctl restart ollama

Смысл переменных:

OLLAMA_HOST=127.0.0.1:11434 — слушать только локальный интерфейс, не торчать наружу без авторизации; изначально Ollama слушала все интерфейсы (0.0.0.0), чтобы LibreChat с другой машины мог до неё достучаться напрямую, но так до модели мог достучаться и кто угодно, кто знал адрес сервера. Поэтому доступ снаружи закрыли на уровне самой Ollama и вместо этого поставили перед ней авторизующий reverse-proxy, который слушает публичный порт, проверяет API-ключ в заголовке запроса и только потом проксирует его на 127.0.0.1:11434 — тот же API-ключ указывается в custom-эндпоинте LibreChat (см. ниже). Сам reverse-proxy — обычный nginx: слушает публичный порт, сверяет заголовок Authorization с ожидаемым токеном и только при совпадении проксирует запрос на Ollama:

server {
     listen <порт reverse-proxy>;
     server_name ;
 
     location / {
         if ($httpauthorization != "Bearer <api-ключ reverse-proxy>") {
             return 401;
         }
         proxy_pass http://127.0.0.1:11434;
         proxy_set_header Host $host;
         proxy_read_timeout 300s;
     }
 }

OLLAMA_KEEP_ALIVE=-1 — не выгружать модель из памяти между запросами, иначе каждый запрос после паузы ждёт повторной загрузки весов, а это заметные секунды на 12b-модели; OLLAMA_LOAD_TIMEOUT=10m — увеличенный таймаут именно на загрузку модели (полезно для крупной версии на не самом быстром диске); OLLAMA_NUM_CTX_CHECKPOINTS=5 — сколько контекстных чекпоинтов кэшируется одновременно.

OLLAMA_KEEP_ALIVE=-1 удерживает модель в памяти между запросами, но после перезапуска самой VM или сервиса Ollama модель всё равно нужно загрузить с нуля при первом обращении — и первый пользователь ждёт этой загрузки. Чтобы модель прогревалась сама сразу после старта VM, не при первом живом запросе, добавили отдельный systemd-юнит. Сначала командой nano создаётся сам файл юнита:

sudo nano /etc/systemd/system/ollama-warmup.service

в него вписывается описание сервиса: он стартует после ollama.service и зависит от него (After/Requires), сначала в ExecStartPre ждёт, пока Ollama реально начнёт отвечать на /api/tags, а затем в ExecStart шлёт пустой запрос на генерацию с "keep_alive": -1 — это не генерирует текст, а только грузит веса модели в память:

и в конце — снова daemon-reload, чтобы systemd подхватил новый юнит, и systemctl enable --now, которая и включает автозапуск, и сразу запускает юнит один раз:

sudo systemctl daemon-reload
sudo systemctl enable --now ollama-warmup

И на случай, когда нужно понять, что в конкретный момент делает Ollama — грузит модель, выгружает её из памяти или уже отвечает на запросы, — удобно смотреть лог сервиса в реальном времени (journalctl -f) с фильтром по ключевым словам:

sudo journalctl -u ollama -f | grep -E 'evicting|predicted|loading model|POST'

loading model — идёт загрузка весов, evicting — модель выгружается из памяти (сигнал, что OLLAMA_KEEP_ALIVE не сработал или его нет), predicted — сколько токенов сгенерировано за запрос, POST — сам факт обращения к API.

LibreChat: платформа для полноценного агента

LibreChat закрывал главное — на нём можно собрать именно агента: задать ему роль системным промптом, выдать набор инструментов и позволить самому решать, что и в каком порядке вызывать, прежде чем отвечать пользователю. Поверх этого сошлось сочетание возможностей: подробная конфигурация через один YAML-файл, возможность подключить несколько LLM-эндпоинтов одновременно и переключаться между ними в интерфейсе, встроенные Artifacts (генерация HTML-контента прямо в ответе — то, чего не хватало в AnythingLLM для дашбордов), собственный встроенный Run Code — отдельный от MCP инструмент выполнения кода, которым и закрывается требование считать цифры, не прикидывать их, — и полноценная поддержка MCP-серверов.

Разворачиваем LibreChat

Есть два рабочих варианта установки: штатный Docker (docker compose up -d поднимает сразу LibreChat, MongoDB и MeiliSearch одной командой) и напрямую через npm, без контейнеров — этот вариант проще для встраивания своих изменений на сервере, куда есть прямой доступ, и его развернули в этом стенде:

git clone https://github.com/danny-avila/LibreChat.git
cd LibreChat
nvm install && nvm use          # версия Node зафиксирована в .nvmrc
cp .env.example .env            # секреты (CREDS_KEY, JWT_SECRET и т.д.)
                                # заменить на свои, например через
                                # openssl rand -hex 32
cp librechat.example.yaml librechat.yaml

При запуске без Docker MongoDB нужно поднять отдельно (локально или использовать уже существующий) — адрес указывается в MONGO_URI в .env. Дальше — установка зависимостей и запуск:

npm ci
npm run frontend   # собирает клиент
npm run backend    # прод; для разработки — npm run backend:dev

LibreChat поднимется на http://localhost:3080 (порт — переменная PORT в .env); на сервере процесс держат через pm2 или в tmux/screen-сессии, не в интерактивном шелле.

Конфигурация LibreChat

В librechat.yaml рядом настраиваются сразу два эндпоинта Ollama — локальный для разработки и серверный с уже донастроенными моделями и параметрами генерации. У локального эндпоинта apiKey — просто заглушка «ollama», потому что сама Ollama без reverse-proxy запросы не авторизует; у серверного — настоящий API-ключ, который проверяет reverse-proxy перед тем, как пропустить запрос к Ollama (LibreChat подставляет значение apiKey в заголовок Authorization сам, отдельно его прописывать не нужно), а baseURL смотрит не в порт Ollama, а в порт reverse-proxy:

endpoints:
  custom:
   - name: "Ollama"
     apiKey: "ollama"
     baseURL: "http://localhost:11434/v1/"
     models:
       default: ["gemma4:e4b"]
       fetch: true
  
   - name: "Ollama Server"
     apiKey: "<api-ключ reverse-proxy>"
     baseURL: "http://<адрес сервера>:<порт reverse-proxy>/v1/"
     models:
       default: ["gemma4-12b-xltable"]
       fetch: true
     addParams:
       num_ctx: 32768
       temperature: 0.3
       top_p: 0.9
       top_k: 64
       num_predict: 768
       reasoning_effort: "low"

Такая конфигурация позволяет держать оба варианта под рукой и переключаться между ними в одном интерфейсе, не разворачивая отдельные инструменты под каждый вариант.

MCP-сервер XLTable подключается рядом, в том же файле — либо как локальный процесс, который LibreChat сам запускает через command и args (транспорт stdio):

mcpServers:
   xltable:
     type: stdio
     command: <путь к python.exe в venv>
     args:
       - <путь к mcp_server.py>

либо, когда MCP-сервер тоже переезжает на отдельный адрес, — как удалённая служба, к которой LibreChat подключается по URL (транспорт streamable-http):

mcpServers:
   xltable:
     type: streamable-http
     url: http://<адрес сервера>/mcp
     headers:
       Authorization: 'Bearer <токен>'
     timeout: 60000

Если Ollama или MCP-сервер работают на приватном/локальном адресе, не на публичном домене, дополнительно нужно разрешить его в блоке mcpSettings.allowedAddresses (для MCP) и endpoints.allowedAddresses (для custom-эндпоинтов) в том же librechat.yaml — иначе запрос будет заблокирован защитой от SSRF.

Системный промпт агента

Главной работой на этом этапе оказалось не подключение MCP, а системный промпт. Именно в нём задаются правила, которые не дают модели выдумывать данные. Центральное правило:

Каждое число в выводе обязано иметь источник: конкретный ответ от xltable в этом диалоге, либо расчёт над этими числами, реально выполненный через инструмент Run Code.

Вокруг него выстроен протокол, который позволяет агенту самостоятельно действовать в разных сценариях: вызывать инструменты, узнавать точные имена полей из ответа MCP-сервера, читать данные, строить таблицы и проверять расчёты, выполнив код. Отдельно описано и поведение при сбое: при ошибке вызова — перечитать схему куба, не угадывать написание поля во второй раз. Любая LLM склонна отвечать уверенно даже там, где данных для уверенного ответа нет — это общее свойство, а не недостаток конкретной модели, и лечится оно правилами в промпте и протоколом вызовов.

В интерфейсе LibreChat это собирается в разделе Agents: агенту задаётся системный промпт с правилами выше и подключаются нужные инструменты — свой MCP-сервер, execute_code (Run Code — для проверки расчётов кодом, не «в уме») и artifacts (для дашбордов в виде HTML прямо в ответе). Run Code выполняется отдельным сервисом, не самим LibreChat — вместо облачного API-ключа LibreChat в этом стенде используется самохостинг на основе ClickHouse code-interpreter; именно через него проходит проверка расчётов кодом, о которой говорит системный промпт агента.

Настройка агента xltable-agent в разделе Agents LibreChat: выбрана кастомная модель gemma4-12b-xltable, в поле Instructions — системный промпт с протоколом работы, ниже подключены инструменты (Run Code, Artifacts, MCP-сервер xltable с 4 вызовами) и skill xltable-dashboards
Настройка агента xltable-agent в разделе Agents LibreChat: выбрана кастомная модель gemma4-12b-xltable, в поле Instructions — системный промпт с протоколом работы, ниже подключены инструменты (Run Code, Artifacts, MCP-сервер xltable с 4 вызовами) и skill xltable-dashboards

Сам code-interpreter разворачивается отдельно от LibreChat, через свой docker-compose:

git clone https://github.com/ClickHouse/code-interpreter.git
cd code-interpreter
docker compose up --build -d

В репозитории есть несколько готовых compose-файлов под разные сценарии (локальная разработка, macOS, продуктовый масштабируемый вариант); для прода стоит переопределить CODEAPI_INTERNAL_SERVICE_TOKEN на реальный секрет — без него часть маршрутов работает без авторизации.

Skill с шаблонами дашбордов

Чтобы не описывать оформление каждого дашборда прямо в системном промпте, повторяющиеся шаблоны и формулы вынесли в отдельный skill — xltable-dashboards. Там хранятся готовые вёрстки под разные типы данных (тренд, сравнение, доли, сводная таблица) и формулы для типовых расчётов (процент роста, детекция выбросов, сравнение периодов), на которые системный промпт просто ссылается. Это разделение сделало сам промпт короче и оставило место для его дальнейшего роста без превращения в нечитаемую простыню правил. Подключается такой skill в конфигурации агента точно так же, как MCP-сервер и остальные инструменты — файлом с примерами, на который агент ссылается по имени.

Вживую это выглядит так: на вопрос про выручку и количество заказов по категориям агент сам вызывает query_cube в xltable и возвращает таблицу с точными числами, а на следующий шаг — «построй дашборд с этой таблицей, добавь график» — собирает через Artifacts готовый HTML-дашборд с KPI-карточками, графиком и той же таблицей, не переспрашивая источник данных заново:

Агент вызывает query_cube, возвращает таблицу с точными числами, а по следующей команде собирает из неё же HTML-дашборд с KPI-карточками и графиком через Artifacts.
Агент вызывает query_cube, возвращает таблицу с точными числами, а по следующей команде собирает из неё же HTML-дашборд с KPI-карточками и графиком через Artifacts.

Gemma4:e4b vs Gemma4:12b — что выбрать для такой задачи

После того как обе версии модели поработали какое-то время в связке с одним и тем же MCP-сервером и одним и тем же системным промптом, сложилась практическая картина различий:

gemma4:e4b

gemma4-12b-xltable

Где крутится

Локально, обычный ПК

Отдельный сервер

Следование протоколу

Слабее — чаще нарушает правило

Стабильно держит строгий системный промпт

Точность вызова инструментов

Годится для черновой проверки цепочки MCP

Увереннее подбирает точные имена полей

Роль в стеке

Разработка и обкатка промпта

Рабочие сценарии для пользователей

Вывод, к которому пришли на практике: e4b оставили как модель для разработки и обкатки промпта на локальной машине. Для рабочих сценариев, где важна точность цифр и дисциплинированное следование протоколу, на сервере оставили именно 12b-версию — она увереннее держит длинный и строгий промпт и точнее подбирает имена полей при вызове инструментов.

ollama run <модель> --verbose "тест"

на той же VM показал для e4b eval rate 45.03 tokens/s (520 токенов ответа за 11.55 с, prompt eval rate 6.48 tokens/s на 18 токенов промпта), для 12b — eval rate 21.88 tokens/s (295 токенов ответа за 13.48 с, prompt eval rate 14.41 tokens/s на 18 токенов промпта). Ответы разной длины, поэтому total duration напрямую не сравнить, а вот eval rate — сравнимая метрика: 12b генерирует примерно в два раза медленнее e4b, что ожидаемо для модели почти втрое крупнее.

Проверить это на своих данных просто — держать локальный и серверный эндпоинты рядом в одном librechat.yaml, как в примере выше, и сравнивать ответы на одних и тех же вопросах, прежде чем выбирать модель для продуктового использования.

Итоги

По результатам эксперимента сложился рабочий стек: открытая модель Gemma через Ollama, MCP-сервер XLTable над OLAP-кубами и LibreChat как платформа для агента с Artifacts, Run Code и гибкой конфигурацией системного промпта.

Ключевой вывод: открытые модели можно донастроить для работы с данными до состояния, когда им можно доверять точные цифры, — если выстроить вокруг них инженерию: протокол в системном промпте, обязательный источник для каждого числа и проверка расчётов через код вместо доверия на слово. С этим стеком удалось закрыть все три требования из постановки задачи: прямой доступ к данным без ручных выгрузок — через MCP; точность — через протокол и обязательные вызовы query_cube и Run Code вместо угадывания; приватность — модель и данные всё это время оставались на своей инфраструктуре, ни разу не покинув периметр компании.

AnythingLLM на старте оказался правильным выбором для быстрой проверки, но для дальнейшего развития не хватило расширенных возможностей. LibreChat дал именно тот уровень контроля — над промптом, параметрами модели, MCP-инструментами и визуальными артефактами одновременно — которого не хватало на предыдущем шаге.

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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

  • 24.06.26 22:01 robertalfred175

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

  • 25.06.26 21:13 Emilie Safi

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

  • 25.06.26 21:25 Emilie Safi

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 01:04 robertalfred175

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

  • 26.06.26 02:48 Miriam Rocha

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

  • 26.06.26 02:52 Miško Bakić

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

  • 26.06.26 02:56 Asunción Herrera

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

  • 26.06.26 15:05 Riley Stephens

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

  • 26.06.26 15:09 Antonio Riley

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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 11:57 Lisadonato0726

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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

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

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

    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/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 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

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 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

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 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

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 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

  • 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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