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30 лет красивых интерфейсов — и вот снова текст

Первая спецификация CSS вышла в 1996-м. С тех пор мы примерно тридцать лет старались сделать интерфейсы красивыми: добавляли тенёчки, градиентики, анимации, флексбоксы, гриды. Но что мы получили с приходом LLM? Обратно текст.

Иронично, правда? :)

Представим относительно частый сценарий: вы просите модель «поищи мне наушники в Мегамаркете». Модель бодро пытается постучаться в магазин — и упирается либо в санкционные ограничения, либо в антибот-защиту. В итоге она виновато выдаёт текст: «ну, существуют такие-то наушники, погугли сам, всё будет хорошо», или, в лучшем случае: «вот список ссылок, но я не уверен, что они верные». Спасибо, конечно, но ведь хочется большего. И теперь у нас наконец-то появились инструменты, чтобы это большее дать.

Базовое решение: MCP-сервер с инструментами

Самый простой шаг — написать MCP-сервер, который сам будет ходить в Мегамаркет и возвращать в модель нужные данные. У него будут инструменты (tools): найти товар, показать карточку, добавить в корзину, проверить доставку. В моём демо-сервере их девять. Описание схемы я пишу на английском — по ряду рекомендаций так потребляется меньше токенов и модель понимает лучше, — но концептуально всё простое:

{
    "name": "search_products",
    "description": "Search the catalog by category, price and rating.",
    "inputSchema": {
        "type": "object",
        "properties": {
            "query": { "type": "string" },
            "category": { "enum": ["headphones"] }
        },
        "required": ["query"]
    },
    "annotations": { "readOnlyHint": true }
}

// остальные — в том же духе

У инструмента стоит пометка readOnlyHint: подсказка хосту, что вызов только читает и ничего не меняет. Именно подсказка: спецификация прямо требует считать аннотации недоверенными, если сервер не доверенный, ведь ничто не мешает недобросовестному серверу повесить readOnlyHint: true на инструмент, который чистит корзину. Хост строит на этих аннотациях политику подтверждений, но гарантией они не являются.

Подключаем сервер к Claude Desktop и просим: «поищи наушники до 5000 рублей». Модель подхватывает инструменты, сервер идёт в магазин, возвращает товары — и мы получаем аккуратную табличку с ценами, рейтингами и точной ссылкой.

Ответ модели по данным MCP-сервера
Ответ модели по данным MCP-сервера

Это уже не «погугли сам», нооо и не магия.

Почему инструментов недостаточно

Агент видит из описаний, что у нас есть поиск, адрес доставки и информация о товаре. И всё равно выдаёт текст без шаманства с промптингом. Схема инструмента отвечает на вопрос «что делает инструмент». Она ничего не говорит модели, как показать результат человеку и как пройти сценарий из нескольких шагов.

Скажем, мы хотим отфильтровать выдачу так, чтобы доставка приехала не позже завтрашнего дня. Это цепочка «поиск → фильтр по доставке → фильтр по цене → сортировка». Модель попытается, но без чёткой инструкции будет блуждать, особенно если заменить Opus на GLM или DeepSeek. А ещё мы хотим, чтобы пользователь влюбился в товар, в его внешний вид, и мог легко сравнить характеристики разных предложений.

Эти задачи закрывают два MCP-ресурса:

  • ui:// — интерфейс для человека;

  • skill:// — инструкция для агента.

Оба оформлены как ресурсы MCP, то есть ради них ядро протокола не меняли, можно расширить текущие серверы, но придётся обработать и на клиенте.

Как работает MCP Apps?

Для пользователя мы отрисуем живой виджет — интерактивную галерею товаров, где можно покрутить карточки, применить фильтры, добавить в корзину. Всё это под капотом требует двух вложенных iframe ради безопасности (про это поговорим ниже).

Жизненный цикл:

  1. Инициализация. Хост забирает у сервера HTML-шаблон и может закешировать его заранее, ещё при подключении. То, что шаблон объявлен до вызова, позволяет хосту успеть его прочитать и проверить до того, как что-то выполнится.

  2. Вызов. Когда модель вызывает инструмент, хост поднимает iframe, виджет здоровается через ui/initialize и в ответ получает контекст: тему оформления, CSS-переменные, размеры контейнера, локаль, таймзону, платформу. Хост рендерит виджет.

  3. Взаимодействие. Изнутри виджета мы управляем отображением: галерея, фильтры, карточки. Виджет может через хост сам запросить вызов инструментов сервера.

  4. Очистка. Перед тем как убрать виджет с экрана, хост шлёт ему ui/resource-teardown с причиной и ждёт ответа, чтобы виджет успел корректно завершиться. Сохранением состояния между вызовами он не занимается, это в списке будущих доработок спецификации.

Результат вызова инструмента идёт двумя потоками, и оба поля в MCP уже есть:

  • content — текстовое представление для модели и хостов, которые не умеют рисовать виджеты;

  • structuredContent — структурированные данные для виджета. Сюда попадают те самые 20 наушников из поиска, остатки по складам, цены, рейтинги. В контекст модели они, по рекомендации спецификации, не идут.

Про расхождение с ядром

Тут есть тонкость. Ядро протокола говорит: инструмент, возвращающий структурированный контент, SHOULD также вернуть сериализованный JSON текстовым блоком — ради обратной совместимости. То есть по правилам ядра эти поля дублируют друг друга, и MCP Inspector версий 0.17-0.21 даже показывал на расхождение предупреждение. В феврале 2026-го его убрали как вводящее в заблуждение.

MCP Apps их разводит осознанно и описывает это как рекомендованную практику: content — для модели, structuredContent — для рендеринга. Смысл понятен: рисовать двадцать карточек текстом никому не нужно, а платить за них токенами тем более. Спор об этом тянется с осени 2025-го (SEP-1624). OpenAI в своём Apps SDK решил иначе: там модель видит structuredContent, а прячется от неё только meta. И часть мейнтейнеров, включая Olivier Chafik из ext-apps, считает, что данные для виджета правильнее возить именно в meta.

Под капотом

Виджет общается с хостом по JSON-RPC поверх postMessage. Хост работает вахтёром: он решает, пропускать ли вызов инструмента, может потребовать подтверждения у пользователя и журналирует всё, что приходит из виджета. Вызов инструмента из виджета — это обычный tools/call, который хост проксирует на сервер.

Хост спрашивает разрешение на вызов инструмента
Хост спрашивает разрешение на вызов инструмента

Поверх стандартных сообщений MCP расширение добавляет свой слой методов ui/*: рукопожатие ui/initialize, ui/open-link, ui/message, ui/request-display-mode, ui/update-model-context плюс уведомления о входе инструмента, результате, отмене и изменении размеров. Транспорт остаётся прежним, но набор сообщений — новый, и хост должен научиться их понимать.

Связывается всё через _meta: ресурс объявляется отдельно, инструмент на него ссылается.

// объявляем ресурс
{
    "uri": "ui://shop/compare",
    "name": "Сравнение наушников",
    "mimeType": "text/html;profile=mcp-app"
}
// используем ресурс
{
    "name": "compare_products",
    "inputSchema": {
        "type": "object",
        "properties": { "product_ids": { "type": "array" } }
    },
    "_meta": {
        "ui": {
            "resourceUri": "ui://shop/compare",
            "visibility": ["model", "app"]
        }
    }
}

Внутри ресурса — HTML. Забирает его хост: увидев у инструмента _meta.ui.resourceUri, он вызывает resources/read по обычному MCP-соединению, как и tools/list. Спецификация разрешает сделать это заранее, сразу после подключения сервера; в худшем случае хост читает ресурс параллельно с вызовом инструмента. Сам себя виджет загрузить не может и не должен: его скрипт начинает исполняться уже внутри песочницы, куда хост поместил готовый HTML.

Поле visibility живёт рядом с resourceUri и управляет доступом. По умолчанию ["model", "app"]: инструмент виден агенту и вызывается виджетом. Уберём "model" — и хост обязан не показывать инструмент в списке агента; модель о его существовании не узнает. Уберём "app" — и виджет не сможет его дёрнуть. Кросссерверные вызовы app-only-инструментов заблокированы всегда. Так удобно прятать служебные кнопки вроде «обновить выдачу»: пользователю они нужны, а модели знать о них незачем.

Что писать в коде

Голый postMessage писать не обязательно. Пакет @modelcontextprotocol/ext-apps (на момент написания 2.0) закрывает обе стороны: и серверную регистрацию виджетов, и связь виджета с хостом.

На сервере два хелпера вместо ручной возни с _meta:

import {
  registerAppResource,
  registerAppTool,
  RESOURCE_MIME_TYPE,
} from "@modelcontextprotocol/ext-apps/server";
import { McpServer } from "@modelcontextprotocol/server";
import { z } from "zod";

const server = new McpServer({ name: "Shop", version: "1.0.0" });
const resourceUri = "ui://shop/compare";

registerAppTool(
  server,
  "compare_products",
  {
    title: "Сравнение наушников",
    description: "Compare headphones side by side.",
    inputSchema: z.object({ product_ids: z.array(z.string()) }),
    _meta: { ui: { resourceUri, visibility: ["model", "app"] } },
  },
  async ({ product_ids }) => {
    const items = await loadProducts(product_ids);
    return {
      content: [{ type: "text", text: summarize(items) }],
      structuredContent: { items },
    };
  },
);

registerAppResource(
  server,
  resourceUri,
  resourceUri,
  { mimeType: RESOURCE_MIME_TYPE },
  async () => ({
    contents: [
      { uri: resourceUri, mimeType: RESOURCE_MIME_TYPE, text: await readBundledHtml() },
    ],
  }),
);

RESOURCE_MIME_TYPE — это та самая строка text/html;profile=mcp-app, чтобы не набирать её руками и не ошибиться в точке с запятой.

Если у вас ext-apps 1.x, отличие одно: McpServer импортируется из старого @modelcontextprotocol/sdk/server/mcp.js. Вторая версия в сентябре переехала на новый MCP SDK, а сообщения ui/* на проводе остались байт в байт прежними.

Внутри виджета работает класс App. Он наследует базовый Protocol из MCP SDK и поднимает postMessage-транспорт до хоста:

import { App } from "@modelcontextprotocol/ext-apps";

const app = new App({ name: "Compare Headphones", version: "1.0.0" });

app.ontoolresult = (result) => {
  render(result.structuredContent?.items ?? []);
};

filterButton.addEventListener("click", async () => {
  // Виджет сам просит у сервера свежие данные — через хост.
  const result = await app.callServerTool({
    name: "search_products",
    arguments: { query: "JBL", category: "headphones" },
  });
  render(result.structuredContent?.items ?? []);
});

app.connect();

Следите за порядком. Хост шлёт ui/notifications/tool-result сразу после того, как виджет завершил рукопожатие (ui/notifications/initialized). Повесите обработчик после connect() — первый результат улетит в /dev/null (образно), и виджет останется с надписью «Loading…».

Кроме ontoolresult у App есть ontoolinput (аргументы вызова, приходят до результата), ontoolcancelled, onhostcontextchanged и onerror. Размер виджет сообщает сам: при включённом autoResize SDK вешает ResizeObserver и шлёт ui/notifications/size-changed, а хост подгоняет iframe.

Для React есть отдельный вход:

import { useApp, useHostStyleVariables } from "@modelcontextprotocol/ext-apps/react";

function CompareApp() {
  const [items, setItems] = useState<Product[]>([]);
  const { app, isConnected, error } = useApp({
    appInfo: { name: "MCP Apps Demo", version: "1.0.0" },
    capabilities: {},
    onAppCreated: (app) => {
      app.ontoolresult = (result) => setItems(result.structuredContent?.items ?? []);
    },
  });

  useHostStyleVariables(app);

  if (error) return <ErrorState message={error.message} />;
  if (!isConnected) return <Skeleton />;
  return <ProductGrid items={items} />;
}

onAppCreated существует ровно ради решения проблемы с порядком: коллбэки регистрируются до подключения.

Про темизацию. Хост в ответе на ui/initialize присылает набор CSS-переменных — --color-background-primary, --color-text-primary, --font-sans и --border-radius-md (всего в стандартном наборе 76 штук), а также @font-face для своих шрифтов. Хук useHostStyleVariables раскладывает их в документ; вне React то же самое делают applyHostStyleVariables, applyDocumentTheme и applyHostFonts. Дальше пишете обычный CSS:

.card {
  background: var(--color-background-primary, #fff);
  color: var(--color-text-primary, #171717);
  font-family: var(--font-sans, system-ui);
  border-radius: var(--border-radius-md, 8px);
}

Фолбэки обязательны: хост вправе прислать часть переменных или не прислать ничего. Спецификация отдельно оговаривает, что отступы в набор не входят: вёрстка ломается, когда spacing едет от хоста к хосту.

Ещё одна особенность сборки: ресурс — самодостаточный HTML-документ, а не набор файлов с относительными путями. В официальном примере это решает vite-plugin-singlefile: он инлайнит JS и CSS в единственный mcp-app.html, который сервер потом читает с диска и отдаёт. Внешние скрипты подтянуть можно, но только с доменов, объявленных в ui.csp.resourceDomains.

Отлаживать удобно не в Claude Desktop, а в examples/basic-host из репозитория ext-apps: он поднимает на localhost:8080 тестовый хост, где видно вызов инструмента и отрисовку виджета в песочнице. Виджеты умеет рисовать и MCP Inspector второй версии. В самом репозитории лежат готовые шаблоны под React, Vue, Svelte, Preact, Solid и ванильный JS, а из примеров интереснее прочих threejs-server и map-server — они показывают, что в песочнице живёт полноценный WebGL.

Демо: наушники

В нашем демо запрос «поищи наушники» отрабатывает инструментом, и мы получаем полноценный виджет: карточки, фильтр по бренду, галерея фото, подробная карточка с табличкой характеристик, кнопка «добавить в корзину». Высота контейнера пересчитывается на лету: виджет сообщает хосту свой размер, хост подгоняет iframe.

Виджет: выдача, фильтр по бренду, карточка товара
Виджет: выдача, фильтр по бренду, карточка товара
Выдача в виджете
Выдача в виджете
Карточка товара с галереей и характеристиками
Карточка товара с галереей и характеристиками

Безопасность виджета

Виджет живёт в песочнице. Что это значит на практике?

Двойной iframe. Если хост — веб-страница, то он обязан завернуть виджет во внешний iframe-прокси, и у прокси с хостом должны быть разные origin. Прокси пересылает сообщения в обе стороны и не даёт хосту и виджету видеть куки и домен друг друга. Внутренний фрейм с самим виджетом поднимает уже прокси.

Примечание: изоляцию даёт не отсутствие allow-same-origin, а разные origin плюс CSP. Внешнему прокси спецификация как раз предписывает allow-scripts и allow-same-origin.

CSP собирает хост. CSP (Content-Security-Policy — заголовок-белый-список, который говорит браузеру, куда странице разрешено ходить) закрывает то, чего разность origin не закрывает. Origin запрещает виджету дотянуться до хоста. CSP запрещает ему дотянуться куда угодно ещё: до вашего внутреннего API, чужой аналитики, собственного сервера с украденным содержимым корзины.

Заголовок создаёт и enforce-ит (принудительно применяет хост. Сервер только декларирует потребности в _meta.ui.csp ресурса:

"csp": {
  "connectDomains": ["https://api.shop.example"],
  "resourceDomains": ["https://cdn.shop.example"],
  "frameDomains": [],
  "baseUriDomains": []
}

Четыре списка покрывают четыре класса запросов: connectDomains — fetch, XHR и вебсокеты, resourceDomains — картинки, шрифты, стили и скрипты, frameDomains — вложенные iframe, baseUriDomains — то, что виджет вправе подставить в <base>. Рядом лежит поле permissions: через него сервер просит камеру, микрофон, геолокацию и запись в буфер обмена, а хост вправе отказать. Правило одностороннее: хост вправе список урезать, но не вправе расширить сверх заявленного. Не объявили ничего — получаете стандартный набор на основе default-src 'none': инлайновые скрипты и стили работают, картинки грузятся только свои и из data:, а с connect-src 'none' виджет не сходит никуда, включая собственный сервер. Так что «виджет не ходит в сеть» верно только для стандартного набора.

Зато список доменов виден заранее. Хост читает ресурс до того, как виджет запустится, а значит видит и его аппетиты: витрина с картинками из одной CDN выглядит иначе, чем виджет, которому зачем-то нужны вебсокеты к постороннему домену. Ревьюить намерения по декларации проще, чем ловить исходящий трафик из iframe постфактум.

Никакого DOM хоста. Достучаться до DOM родителя, прочитать куки и узнать домен виджет не может. Общение только через postMessage.

Авторизация остаётся снаружи. Не авторизованы на сервере — купить не выйдет. Степень изоляции такова, что виджету просто нечем воспользоваться.

Остаточные риски спецификация называет сама: виджет всё ещё может показать вводящий в заблуждение контент (поэтому хосту стоит визуально отделять песочницу) и сожрать процессор.

Skills over MCP как инструкция для агента

Вторая сущность — навыки. Обычный навык лежит у пользователя локально и подхватывается при запуске. Отсюда проблема: новые версии пользователь должен ставить руками. Если отдавать навык через MCP, то он живёт на нашей стороне, на стороне сервера. Его мы правим, когда удобно, а пользователю обновлять нечего.

Жизненный цикл

Навык живёт как набор ресурсов. Каждый файл директории адресуется отдельно, URI строится по шаблону skill://<путь>/<файл>, где последний сегмент пути обязан совпадать с name из frontmatter:

skill://shopping-advisor/SKILL.md
skill://sbermarket/billing/refunds/SKILL.md
skill://sbermarket/billing/refunds/references/POLICY.md

Дальше три шага.

Перечисление. Сервер объявляет расширение io.modelcontextprotocol/skills и отвечает на skills/list. Метод пагинируется; начиная с протокола 2026-07-28 в ответ едут ttlMs и cacheScope — те же атрибуты кеширования списков, как и у tools/list. Сервер с огромным или генерируемым каталогом вправе вернуть пустой либо частичный список, и хост не имеет права считать это доказательством, что навыков нет.

Метаданные. В листинге у каждой записи лежит URI её SKILL.md, во frontmatterd — копия заголовка SKILL.md с name и description — и манифест resources`: полный перечень файлов навыка с хешами и размерами:

{
  "uri": "skill://sbermarket/billing/refunds/SKILL.md",
  "frontmatter": {
    "name": "refunds",
    "description": "Оформление возврата: проверка срока, причины и способа выплаты",
    "metadata": { "version": "1.2.0" }
  },
  "resources": [
    { "uri": "skill://sbermarket/billing/refunds/SKILL.md", "digest": "sha256:a1b2c3d4...", "size": 612 },
    { "uri": "skill://sbermarket/billing/refunds/references/POLICY.md", "digest": "sha256:e5f6a7b8...", "size": 2048 }
  ]
}

Манифест обязателен. Он либо полный — перечислены все файлы, каждый ровно один раз, включая сам SKILL.md, — либо вместо массива стоит строка "dynamic": так помечают навыки, которые сервер генерирует на лету и стабильных хешей дать не может. Такие навыки хост вправе отказаться грузить, а запись без resources вовсе невалидна, и грузить её хост не имеет права. Размер тоже ограничен: не больше 512 файлов и 16 МБ на навык. Отдельная запись по одному URI достаётся через skills/get.

Загрузка. По рекомендациям SEP хост кладёт в контекст модели только name и description. Тело SKILL.md подтягивается, когда задача пользователя совпала с описанием, а файлы из references/ — когда до них дошла очередь по тексту навыка. Прогрессивное раскрытие такое же, как у локальных навыков: сначала строка, потом инструкция, потом приложения. Читаются файлы обычным resources/read. Для обхода вложенных директорий SEP вводит необязательный resources/directory/read: сервер объявляет его флагом directoryRead, а метод отдаёт только прямых потомков, не всё дерево.

Формат самого навыка не изменился: тот же SKILL.md с frontmatter, что и у классических агентных навыков. Расширение описывает только доставку.

---
name: shopping-advisor
description: Подбор товара под задачу покупателя. Читать до вызова search_products_advised.
---

## Порядок

1. Сначала пойми задачу, а не запрос. Спроси бюджет и сценарий (спорт / дорога / звонки / дом), если пользователь их не назвал.
2. Есть срок — сначала календарь. «До пятницы», «к выходным» → get_delivery_calendar ДО поиска. Своих часов у тебя нет.
3. Срок и бюджет передай в поиск фильтрами: search_products_advised(query, filters: { deliveryBy, priceMin, priceMax }).
4. Отбирай по совокупности price, rating и reviewCount: 5.0 при трёх отзывах слабее 4.6 при тысяче.
5. Предлагай 2–3 варианта с разным компромиссом, а не один «лучший».

## Чего не делать

- Не называть дату, не сверившись с календарём.
- Не считать скидку от завышенной oldPrice аргументом.
- Не выдумывать характеристики, которых нет в specs.

Это сокращённая версия навыка из демо: вот процесс подбора, вот порядок вызовов, вот ограничения — чтобы модель шла по сценарию, а не импровизировала. Второй пункт появился не от хорошей жизни: у модели нет часов, и «до пятницы» без календаря она либо выдумает, либо отсчитает от даты обучения.

Предупреждение про описанную выше схему. Раньше в она была файле skill://index.json со списком навыков и полями type: "skill-md" и url. Однако за весну и лето 2026 схему поменяли дважды: сначала перечисление жило в resources/list, потом переехало в well-known ресурс index.json, потом — в отдельные методы skills/list и skills/get с манифестом хешей. Последние правки — size в манифесте, "dynamic" и лимиты — приехали в конце августа. Мой демо-сервер, кстати, до сих пор отдаёт навык по схеме с index.json. Если пишете сервер — сверяйтесь со спецификацией, а не с её пересказами.

Демо: комплексный запрос

Запрос: «подбери наушники, чтобы приехали до выходных». Простым списком тут не отделаешься. Модель понимает, что запрос комплексный, находит навык по описанию, читает его, видит последовательность вызовов и идёт по шагам.

Первый вызов, кстати, отработал с ошибкой — модель неправильно собрала аргументы. Но Claude пошуршал дальше и нашёл подходящие наушники для спорта. Вышли дороже, чем я рассчитывал (сумму в запросе я не указал), зато с карточками, сравнением и вариантами. Модель рапортует: «вот пара вариантов, дорогой пользователь, решай сам».

Безопасность навыков

С интерфейсом всё понятно: песочница, разные origin, CSP.

С навыком сложнее. Мы доверяем MCP-серверу, сервер присылает текст, тот попадает в контекст модели как инструкция. Это прямая дорожка к инъекции промпта. В обсуждении на GitHub звучала позиция «добавил сервер — значит, счёл его доверенным»: либо не добавляй что попало, либо сорян. В текст SEP она не прошла. Там сказано обратное: подключённый сервер не делает содержимое навыка авторитетным, и хост обязан обращаться с ним как с недоверенным вводом.

Смягчает картину то, что скрипты из навыка хост запускает только после явного разрешения пользователя, а хеши файлов сверяет с манифестом. Правда, совпавший хеш SEP границей безопасности не считает: он доказывает, что файл не подменили по дороге, а не что автор добросовестный. Свежая редакция добавила ещё пару правил: хост помечает, с какого сервера пришёл навык, и не даёт навыку одного сервера молча подменить одноимённый навык другого. Но пока никто не придумал ничего лучше, серверы с навыками стоит подключать по тому же принципу, что и любую зависимость: смотреть, кто автор.

История стандарта

В мае 2025 года Ido Salomon и Liad Yosef — те же ребята, что сделали GitMCP, — выкатили MCP-UI: способ отдавать в чат ресурсы, которые клиент отрисует как интерфейс. Идея выстрелила. К осени вокруг проекта собрались Postman, HuggingFace, Shopify, Goose, ElevenLabs и менее известные компании.

В октябре 2025-го OpenAI запустил свой Apps SDK: те же интерактивные приложения внутри ChatGPT, тоже поверх MCP, но со своими соглашениями.

Дальше можно сказать, что Anthropic всех помирил: SEP-1865 подписан девятью авторами из трёх лагерей сразу: создатели MCP-UI, core-мейнтейнеры и инженеры Anthropic (среди них Jerome Swannack), а от OpenAI — Nick Cooper, Bryan Ashley и Alexi Christakis. В мотивации спецификации так и сказано, что архитектура обоих решений — и Apps SDK, и MCP-UI — существенно повлияла на результат.

Предложение опубликовали 21 ноября 2025 года. Статус Stable документ получил 26 января 2026-го. Версии, к слову, в MCP датами, а не номерами: спецификация лежит как 2026-01-26. Номер 1.0 был только у npm-пакета SDK, и к версии спецификации он отношения не имеет.

С навыками путь оказался длиннее. Сначала пробовали сделать agent skills полноценным примитивом протокола, наравне с tools, resources и prompts — это SEP-2076. Победила вторая линия: отдавать навыки ресурсами поверх того, что уже есть. Так появился SEP-2640, Skills Extension, идентификатор io.modelcontextprotocol/skills.

Где мы сейчас, сентябрь 2026

28 июля вышла спецификация 2026-07-28 — по словам самих мейнтейнеров, самая важная ревизия MCP с появления удалённых серверов. Для нашей темы важно вот что.

Расширения стали формальным механизмом. У них реверс-DNS идентификаторы, согласование через capabilities.extensions, отдельные репозитории и собственный цикл версий. MCP Apps стал официальным расширением ещё в январе, а в этом релизе к нему и Enterprise-Managed Authorization присоединились Tasks для долгих задач. Жизненный цикл самих расширений (Experimental → Beta → Stable) сейчас описывает черновик SEP-3392.

Ядро стало stateless. Убрали рукопожатие initialize/initialized и заголовок Mcp-Session-Id: версия протокола и capabilities теперь едут в _meta каждого запроса (clientInfo — желательно), а узнать возможности сервера заранее можно новым методом server/discover. Появились Multi Round-Trip Requests и обязательное поле resultType в каждом результате. Roots, Sampling и Logging помечены как устаревшие по новой политике жизненного цикла.

Все четыре Tier 1 SDK говорят на новой спецификации со дня публикации. У TypeScript это два новых пакета, @modelcontextprotocol/client и @modelcontextprotocol/server, оба 2.0; старая линейка @modelcontextprotocol/sdk 1.x ещё минимум полгода получает исправления ошибок и безопасности.

Если ядровое рукопожатие убрали, что стало с ui/initialize? Ничего: это разные рукопожатия. Удалили обмен initialize/initialized между клиентом и сервером; ui/initialize живёт между виджетом и хостом, определяется расширением и в текущей документации MCP Apps описан как есть. Хост по-прежнему отвечает на него объектом с темой, CSS-переменными, размерами контейнера и списком доступных режимов отображения. Архитектура «виджет ↔ песочница ↔ хост» тоже на месте: если хост — веб-страница, спецификация по-прежнему требует прокси-песочницу.

Что не работает?

Разделим по зрелости, потому что у двух половин статьи она разная.

Интерфейс готов. MCP Apps поддерживают Claude и Claude Desktop, VS Code с GitHub Copilot, Microsoft 365 Copilot, Goose, Postman, MCPJam, Archestra.AI; ChatGPT подключился в числе первых. Расширение официальное с января, со своей версией спецификации 2026-01-26, SDK на npm. Здесь можно писать прод.

Навыки — черновик, и это не формальность. SEP-2640 открыли 23 апреля 2026-го, к середине августа в нём было 32 коммита и статус «changes requested»: мейнтейнеры спорили про лимиты на размер читаемых файлов и про то, как отличить частичный листинг от полного. А один из участников обсуждения предложил объявлять зависимости навыка от инструментов, и пример у него живой: у сервера набор инструментов зависит от прав и тарифа пользователя, навык грузится независимо от этого, агент читает в контекст всю инструкцию «как сделать возврат» и падает на первом же вызове с отказом по правам. Хуже того, модель после такого начинает выдумывать, будто возврат всё-таки умеет.

Реализации гоняются за черновиком. fast-agent прибит к июльской ревизии черновика и в документации честно пишет: это совместимость с ревизией, а не поддержка ратифицированного стандарта; серверы со старой схемой index.json он не понимает. У Anthropic есть внутренний прототип в Claude Code, публично его нет. Прототипы в gemini-cli и Codex живут в форках участников рабочей группы и застряли на апрельском черновике, Goose поддержку только планирует. На стороне серверов не лучше: демо-PR в GitHub MCP Server с апреля пересоздавали трижды, и последний помечен как не предназначенный для слияния, FastMCP свежую схему ещё не поддерживает, а Microsoft Agent Framework читает старый index.json. Поддержка навыков в официальных SDK для TypeScript, Python, C# и Go пока висит в открытых PR.

Мои наблюдения. Первые демки я делал в апреле 2026 и долго не мог добиться, чтобы агент вообще заметил навык. Дальше стало лучше, но недетерминированность осталась: в одном чате Claude проходил сценарий по шагам, в соседнем игнорировал навык целиком и отвечал, что ничего не может разобрать.

Практический вывод: интерфейс берите в прод, с навыками экспериментируйте. Формат самого SKILL.md вряд ли поменяется, он живёт в отдельной спецификации со своим управлением, но рассчитывать, что хост пользователя навык подхватит, пока рано.

Когда что использовать?

Хотите научить модель правильно пользоваться вашими инструментами? Пишите навык и отдавайте через MCP. Дорабатываете сервер — обновляете навык у себя, пользователь ничего не делает.

Хотите дать пользователю интерактив внутри чужого ассистента? Отдавайте интерфейс через ui://. Человек потыкает ваш дизайн вместо чтения текстовой выдачи, а вы получите канал дистрибуции внутри чата.

Итог

MCP Apps — это ui://-ресурс с HTML, _meta.ui на инструменте, JSON-RPC поверх postMessage, двойной iframe и CSP, который собирает хост. Работает сегодня, это официальное расширение MCP со своей спецификацией 2026-01-26.

Skills over MCP — это skill://-ресурсы, ленивая загрузка инструкции по совпадению с описанием и проверка хешей на стороне хоста. Направление верное, но в проде я бы на навыки пока не закладывался.

Тридцать лет мы учились рисовать интерфейсы. Оказалось, эти навыки ещё пригодятся — просто холст переехал в чат.

UPD. Пока статья готовилась к публикации, SEP-2640 дошёл до финала: 3 сентября предложение приняли, 11-го оно получило статус Final, 13-го его смержили. Споры про лимиты и частичные листинги закрыли, схема в разделе про жизненный цикл — уже по финальной редакции. Зависимости навыка от инструментов отложили с формулировкой «Deferred, not rejected». Стандарт есть, а на проде пока нет: в матрице клиентов на сайте MCP поддержку навыков заявляют только ChatGPT, fast-agent и MCP Inspector, и у всех троих она частичная. Так что вывод прежний: интерфейс — в прод, навыки — пока на свой страх и риск.

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  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 06.07.26 16:31 Joseph Weigl

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 09.07.26 19:06 Toivo Walli

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  • 09.07.26 19:10 Misty Alexander

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  • 13.07.26 23:49 [email protected]

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  • 15.07.26 11:53 Sarah Green

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  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 18.07.26 17:12 Malthe Larsen

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 04:10 Fraddy Pual

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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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  • 30.07.26 17:27 wendytaylor015

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  • 31.07.26 16:21 rssllhrnsb

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TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.

  • 01.08.26 15:05 keithwilson9899

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  • 01.08.26 15:05 keithwilson9899

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  • 03.08.26 20:05 Philip

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  • 03.08.26 20:06 Philip

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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.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 23.08.26 20:02 leslieyee

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

  • 25.08.26 13:44 lydiassmith567

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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    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

  • 05.10.26 21:26 [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

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 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

  • 12.10.26 19:34 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

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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