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Н Новости

Десктопный агент «Союз»: безопасный и бесплатный, теперь Open Source

Когда смотришь на рынок AI-агентов, создаётся впечатление, что все соревнуются в одном и том же: кто даст модели больше инструментов, больше доступа и больше свободы. Мы попробовали зайти с другой стороны. Что будет, если не наваливать возможностей без разбора, а думать в первую очередь о безопасности и предсказуемости? Так и появился «Союз».

Сегодня мы с товарищем открываем исходники, а я расскажу, как мы к этому пришли и почему такой подход вообще сработал.

Обзор и ссылки на исходники в конце статьи.

Начало: написать агента может каждый

Июль 2025, пишу статью для «Космотекста» о том, что такое агент и как написать своего. Если пропустили тему агентов, можете глянуть статью как введение — «Пишем агента на Kotlin: KOSMOS». К этому моменту десктопные агенты уже были повсюду: меня звали в конторы, которые делают агентов на заказ для компаний; друзья показывали мне своих агентов — писали обёртки над API OpenAI и Anthropic, чтобы общаться с ними голосом и помогать с рутиной на рабочем столе.

Хакатон. Конкурировать с Anthropic — бесполезно

Август 2025, узнаю об ИИ-хакатоне в Сбере. Приглашаю коллегу поучаствовать.

Кстати, какого бы агента для хакатона выбрали бы вы?

Мы решили, что универсального агента для десктопа делать не будем. Потому что уже есть Claude Code от Anthropic, который использовался буквально для всего. Если агент может всё, то он может и код писать, а тут конкурировать с Claude Code, Cursor, Codex казалось нереалистично.

Брейнштормили и пришли к агенту для слепых. Не нужен UI, это уже радовало. Зато нужно было распознавание экрана и управление клавиатурой и мышью. Идея нравилась мне тем, что я уже имел похожий опыт. Еще в 2016 баловался с ботами, которые ставили рекорды на клавагонках. Скрипты для автоматизации вынес в библиотеку Robot на Clojure, а поздее писал интерпретатор с DSL для автоматизации десктопа.

Победа в отборочном, поражение в финале

У нас была неделя на подготовку. Потом хакатоновые выходные, на которых надо было дописать версию для показа. Если судьям понравится, проходим в финал, до которого будет еще ~2 недели на подготовку.

Первых судей смогли удивить невидимым агентом, который по голосовым командам открывает фотографии, сайты, кликает мышью, печатает, жмет горячие клавиши. В общем, в финал прошли.

Спустя пару недель, за день до финала Гигачат обновился, и наш агент перестал работать. Даже слово «закладка» в промпте убивало запрос по цензуре. А речь-то была о закладках браузера. Ночь не спали и добавили поддержку Anthropic моделей. Показывали на них с VPN. Из-за этого агент работал намного медленнее, чем было с Гигачатом. Описал эту ситуацию подробнее в TG.

Начали с нуля

Сентябрь 2025. Начали новый проект, тоже с агентом, но теперь под мобильные приложения. Детали выходят за рамки повествования, скажу только, что мы открыли для себя Kotlin Multiplatform — c его возможностями и проблемами, — а также заморочились с разработкой своего фреймворка для написания агентов.

Результатом месячной+ работы стали две статьи:

Опыт работы над другим проектом и заложил основу для нового уникального стека написания агентов: KMP и своё решение вместо фреймворка.

Фокус на безопасности дал экономию токенов

Ноябрь 2025. Стало понятно, как обстоят дела на рынке: агентов для программистов много, но нет агентов для обычных людей. Они не держат данные в репозитории, не понимают, что безопасно, а что нет. Если мы выбираем такую аудиторию, то придётся учесть следующее:

  1. Агент должен работать из коробки, без всяких настроек.

  2. Агент должен работать без VPN, крипты или зарубежных карт.

  3. Агент должен быть безопасным.

Все три пункта подразумевают, что MCP использовать нельзя. Проблемы MCP в многословности и открытости к уязвимостям. Объёмный контекст — это сразу большое НЕТ для Гигачат и локальных моделей, потому что оба решения начинают тупить, когда и функций много, и контекст большой.

Выше я обвинил MCP в небезопасности. В качестве подтверждения сошлюсь на исследование с 16 уязвимостями и на свою статью, где рассказываю, почему MCP — это отвратительный трейдофф между безопасностью и возможностями. Тут же привожу пример MCP-тулов Notion для демонстрации, насколько один сервер раздувает контекст.

Notion MCP tools

Обратите внимание, что некоторые описания сколлятся вправа, всего ~45к символов.

[ {
  "fn" : {
    "name" : "Mcp_notion_notion_search",
    "description" : "[MCP:notion] Perform a search over:\n- \"internal\": Semantic search over Notion workspace and connected sources (Slack, Google Drive, Github, Jira, Microsoft Teams, Sharepoint, OneDrive, Linear). Supports filtering by creation date and creator.\n- \"user\": Search for users by name or email.\n\nAuto-selects AI search (with connected sources) or workspace search (workspace-only, faster) based on user's access to Notion AI. Use content_search_mode to override.\nUse \"fetch\" tool for full page/database contents after getting search results. Each result's \"url\" field contains a page ID for Notion results (pass directly to fetch tool's \"id\" param) or a full URL for external connector results (Slack, Google Drive, etc.). Set page_size (default 10, max 25) and max_highlight_length (default 200, 0 to omit) as low as possible to minimize response size.\nTo search within a database: First fetch the database to get the data source URL (collection://...) from <data-source url=\"...\"> tags, then use that as data_source_url. For multi-source databases, match by view ID (?v=...) in URL or search all sources separately.\nDon't combine database URL/ID with collection:// prefix for data_source_url. Don't use database URL as page_url.\n\t\t<example description=\"Search with date range filter (only documents created in 2024)\">\n\t\t{\n\t\t\t\"query\": \"quarterly revenue report\",\n\t\t\t\"query_type\": \"internal\",\n\t\t\t\"filters\": {\n\t\t\t\t\"created_date_range\": {\n\t\t\t\t\t\"start_date\": \"2024-01-01\",\n\t\t\t\t\t\"end_date\": \"2025-01-01\"\n\t\t\t\t}\n\t\t\t}\n\t\t}\n\t\t</example>\n\t\t<example description=\"Teamspace + creator filter\">\n\t\t{\"query\": \"project updates\", \"query_type\": \"internal\", \"teamspace_id\": \"f336d0bc-b841-465b-8045-024475c079dd\", \"filters\": {\"created_by_user_ids\": [\"a1b2c3d4-e5f6-7890-abcd-ef1234567890\"]}}\n\t\t</example>\n\t\t<example description=\"Database with date + creator filters\">\n\t\t{\"query\": \"design review\", \"data_source_url\": \"collection://f336d0bc-b841-465b-8045-024475c079dd\", \"filters\": {\"created_date_range\": {\"start_date\": \"2024-10-01\"}, \"created_by_user_ids\": [\"a1b2c3d4-e5f6-7890-abcd-ef1234567890\", \"b2c3d4e5-f6a7-8901-bcde-f12345678901\"]}}\n\t\t</example>\n\t\t<example description=\"User search\">\n\t\t{\"query\": \"[email protected]\", \"query_type\": \"user\"}\n\t\t</example>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "query" : {
          "type" : "string",
          "description" : "Semantic search query over your entire Notion workspace and connected sources (Slack, Google Drive, Github, Jira, Microsoft Teams, Sharepoint, OneDrive, or Linear). For best results, don't provide more than one question per tool call. Use a separate \"search\" tool call for each search you want to perform.\nAlternatively, the query can be a substring or keyword to find users by matching against their name or email address. For example: \"john\" or \"[email protected]\"",
          "enum" : null
        },
        "query_type" : {
          "type" : "string",
          "description" : null,
          "enum" : [ "internal", "user" ]
        },
        "content_search_mode" : {
          "type" : "string",
          "description" : null,
          "enum" : [ "workspace_search", "ai_search" ]
        },
        "data_source_url" : {
          "type" : "string",
          "description" : "Optionally, provide the URL of a Data source to search. This will perform a semantic search over the pages in the Data Source. Note: must be a Data Source, not a Database. <data-source> tags are part of the Notion flavored Markdown format returned by tools like fetch. The full spec is available in the create-pages tool description.",
          "enum" : null
        },
        "page_url" : {
          "type" : "string",
          "description" : "Optionally, provide the URL or ID of a page to search within. This will perform a semantic search over the content within and under the specified page. Accepts either a full page URL (e.g. https://notion.so/workspace/Page-Title-1234567890) or just the page ID (UUIDv4) with or without dashes.",
          "enum" : null
        },
        "teamspace_id" : {
          "type" : "string",
          "description" : "Optionally, provide the ID of a teamspace to restrict search results to. This will perform a search over content within the specified teamspace only. Accepts the teamspace ID (UUIDv4) with or without dashes.",
          "enum" : null
        },
        "filters" : {
          "type" : "string",
          "description" : "Optionally provide filters to apply to the search results. Only valid when query_type is 'internal'. Pass as JSON object string.",
          "enum" : null
        },
        "page_size" : {
          "type" : "number",
          "description" : "Maximum number of results to return (default 10). Lower values reduce response size.",
          "enum" : null
        },
        "max_highlight_length" : {
          "type" : "number",
          "description" : "Maximum character length for result highlights (default 200). Set to 0 to omit highlights entirely.",
          "enum" : null
        }
      },
      "required" : [ "query", "filters" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_fetch",
    "description" : "[MCP:notion] Retrieves details about a Notion entity (page, database, or data source) by URL or ID.\nProvide URL or ID in `id` parameter. Make multiple calls to fetch multiple entities.\nPages use enhanced Markdown format. For the complete specification, fetch the MCP resource at `notion://docs/enhanced-markdown-spec`.\nDatabases return all data sources (collections). Each data source has a unique ID shown in `<data-source url=\"collection://...\">` tags. You can pass a data source ID directly to this tool to fetch details about that specific data source, including its schema and properties. Use data source IDs with update_data_source and query_data_sources tools. Multi-source databases (e.g., with linked sources) will show multiple data sources.\nSet `include_discussions` to true to see discussion counts and inline discussion markers that correlate with the `get_comments` tool. The page output will include a `<page-discussions>` summary tag with discussion count, preview snippets, and `discussion://` URLs that match the discussion IDs returned by `get_comments`.\n<example>{\"id\": \"https://notion.so/workspace/Page-a1b2c3d4e5f67890\"}</example>\n<example>{\"id\": \"12345678-90ab-cdef-1234-567890abcdef\"}</example>\n<example>{\"id\": \"https://myspace.notion.site/Page-Title-abc123def456\"}</example>\n<example>{\"id\": \"page-uuid\", \"include_discussions\": true}</example>\n<example>{\"id\": \"collection://12345678-90ab-cdef-1234-567890abcdef\"}</example>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "id" : {
          "type" : "string",
          "description" : "The ID or URL of the Notion page, database, or data source to fetch. Supports notion.so URLs, Notion Sites URLs (*.notion.site), raw UUIDs, and data source URLs (collection://...).",
          "enum" : null
        },
        "include_transcript" : {
          "type" : "boolean",
          "description" : null,
          "enum" : null
        },
        "include_discussions" : {
          "type" : "boolean",
          "description" : null,
          "enum" : null
        }
      },
      "required" : [ "id" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_create_pages",
    "description" : "[MCP:notion] ## Overview\nCreates one or more Notion pages, with the specified properties and content.\n## Parent\nAll pages created with a single call to this tool will have the same parent. The parent can be a Notion page (\"page_id\") or data source (\"data_source_id\"). If the parent is omitted, the pages are created as standalone, workspace-level private pages, and the person that created them can organize them later as they see fit.\nIf you have a database URL, ALWAYS pass it to the \"fetch\" tool first to get the schema and URLs of each data source under the database. You can't use the \"database_id\" parent type if the database has more than one data source, so you'll need to identify which \"data_source_id\" to use based on the situation and the results from the fetch tool (data source URLs look like collection://<data_source_id>).\nIf you know the pages should be created under a data source, do NOT use the database ID or URL under the \"page_id\" parameter; \"page_id\" is only for regular, non-database pages.\n## Content\nNotion page content is a string in Notion-flavored Markdown format.\nDon't include the page title at the top of the page's content. Only include it under \"properties\".\n**IMPORTANT**: For the complete Markdown specification, always first fetch the MCP resource at `notion://docs/enhanced-markdown-spec`. Do NOT guess or hallucinate Markdown syntax. This spec is also applicable to other tools like update-page and fetch.\n## Properties\nNotion page properties are a JSON map of property names to SQLite values.\nWhen creating pages in a database:\n- Use the correct property names from the data source schema shown in the fetch tool results.\n- Always include a title property. Data sources always have exactly one title property, but it may not be named \"title\", so, again, rely on the fetched data source schema.\n\nFor pages outside of a database:\n- The only allowed property is \"title\",\twhich is the title of the page in inline markdown format. Always include a \"title\" property.\n\n**IMPORTANT**: Some property types require expanded formats:\n- Date properties: Split into \"date:{property}:start\", \"date:{property}:end\" (optional), and \"date:{property}:is_datetime\" (0 or 1)\n- Place properties: Split into \"place:{property}:name\", \"place:{property}:address\", \"place:{property}:latitude\", \"place:{property}:longitude\", and \"place:{property}:google_place_id\" (optional)\n- Number properties: Use JavaScript numbers (not strings)\n- Checkbox properties: Use \"__YES__\" for checked, \"__NO__\" for unchecked\n\n**Special property naming**: Properties named \"id\" or \"url\" (case insensitive) must be prefixed with \"userDefined:\" (e.g., \"userDefined:URL\", \"userDefined:id\")\n## Templates\nWhen creating a page in a database, you can apply a template to pre-populate it with content and property values. Use the \"fetch\" tool on a database to see available templates in the <templates> section of each data source.\nWhen using a template:\n- Pass the template's ID as \"template_id\" in the page object.\n- Do NOT include \"content\" when using a template, as the template provides it.\n- You can still set \"properties\" alongside the template to override template defaults.\n- Template application is asynchronous. The page is created immediately but starts blank; the template content will appear shortly after.\n\n## Icon and Cover\nEach page can optionally have an icon and a cover image.\n- \"icon\": An emoji character (e.g. \"🚀\"), a custom emoji by name (e.g. \":rocket_ship:\"), or an external image URL. Use \"none\" to remove. Omit to leave unchanged.\n- \"cover\": An external image URL. Use \"none\" to remove. Omit to leave unchanged.\n\n## Examples\n\t\t<example description=\"Create a page with an icon and cover\">\n\t\t{\n\t\t\t\"pages\": [\n\t\t\t\t{\n\t\t\t\t\t\"properties\": {\"title\": \"My Page\"},\n\t\t\t\t\t\"icon\": \"🚀\",\n\t\t\t\t\t\"cover\": \"https://example.com/cover.jpg\"\n\t\t\t\t}\n\t\t\t]\n\t\t}\n\t\t</example>\n\t\t<example description=\"Create a page from a database template\">\n\t\t{\n\t\t\t\"parent\": {\"data_source_id\": \"f336d0bc-b841-465b-8045-024475c079dd\"},\n\t\t\t\"pages\": [\n\t\t\t\t{\n\t\t\t\t\t\"template_id\": \"a5da15f6-b853-455d-8827-f906fb52db2b\",\n\t\t\t\t\t\"properties\": {\n\t\t\t\t\t\t\"Task Name\": \"New urgent bug\"\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t]\n\t\t}\n\t\t</example>\n\t\t<example description=\"Create a standalone page with a title and content\">\n\t\t{\n\t\t\t\"pages\": [\n\t\t\t\t{\n\t\t\t\t\t\"properties\": {\"title\": \"Page title\"},\n\t\t\t\t\t\"content\": \"# Section 1 {color=\"blue\"}\nSection 1 content\n<details>\n<summary>Toggle block</summary>\n\tHidden content inside toggle\n</details>\"\n\t\t\t\t}\n\t\t\t]\n\t\t}\n\t\t</example>\n\t\t<example description=\"Create a page under a database's data source\">\n\t\t{\n\t\t\t\"parent\": {\"data_source_id\": \"f336d0bc-b841-465b-8045-024475c079dd\"},\n\t\t\t\"pages\": [\n\t\t\t\t{\n\t\t\t\t\t\"properties\": {\n\t\t\t\t\t\t\"Task Name\": \"Task 123\",\n\t\t\t\t\t\t\"Status\": \"In Progress\",\n\t\t\t\t\t\t\"Priority\": 5,\n\t\t\t\t\t\t\"Is Complete\": \"__YES__\",\n\t\t\t\t\t\t\"date:Due Date:start\": \"2024-12-25\",\n\t\t\t\t\t\t\"date:Due Date:is_datetime\": 0\n\t\t\t\t\t}\n\t\t\t\t}\n\t\t\t]\n\t\t}\n\t\t</example>\n\t\t<example description=\"Create a page with an existing page as a parent\">\n\t\t{\n\t\t\t\"parent\": {\"page_id\": \"a1b2c3d4-e5f6-7890-abcd-ef1234567890\"},\n\t\t\t\"pages\": [\n\t\t\t\t{\n\t\t\t\t\t\"properties\": {\"title\": \"Page title\"},\n\t\t\t\t\t\"content\": \"# Section 1\nSection 1 content\n# Section 2\nSection 2 content\"\n\t\t\t\t}\n\t\t\t]\n\t\t}\n\t\t</example>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "pages" : {
          "type" : "string",
          "description" : "The pages to create. Pass as JSON array string.",
          "enum" : null
        },
        "parent" : {
          "type" : "string",
          "description" : "The parent under which the new pages will be created. This can be a page (page_id), a database page (database_id), or a data source/collection under a database (data_source_id). If omitted, the new pages will be created as private pages at the workspace level. Use data_source_id when you have a collection:// URL from the fetch tool.",
          "enum" : null
        }
      },
      "required" : [ "pages", "parent" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_update_page",
    "description" : "[MCP:notion] ## Overview\nUpdate a Notion page's properties or content.\n## Properties\nNotion page properties are a JSON map of property names to SQLite values.\nFor pages in a database:\n- ALWAYS use the \"fetch\" tool first to get the data source schema and the\texact property names.\n- Provide a non-null value to update a property's value.\n- Omitted properties are left unchanged.\n\n**IMPORTANT**: Some property types require expanded formats:\n- Date properties: Split into \"date:{property}:start\", \"date:{property}:end\" (optional), and \"date:{property}:is_datetime\" (0 or 1)\n- Place properties: Split into \"place:{property}:name\", \"place:{property}:address\", \"place:{property}:latitude\", \"place:{property}:longitude\", and \"place:{property}:google_place_id\" (optional)\n- Number properties: Use JavaScript numbers (not strings)\n- Checkbox properties: Use \"__YES__\" for checked, \"__NO__\" for unchecked\n\n**Special property naming**: Properties named \"id\" or \"url\" (case insensitive) must be prefixed with \"userDefined:\" (e.g., \"userDefined:URL\", \"userDefined:id\")\nFor pages outside of a database:\n- The only allowed property is \"title\",\twhich is the title of the page in inline markdown format.\n\n## Content\nNotion page content is a string in Notion-flavored Markdown format.\n**IMPORTANT**: For the complete Markdown specification, first fetch the MCP resource at `notion://docs/enhanced-markdown-spec`. Do NOT guess or hallucinate Markdown syntax.\nBefore updating a page's content with this tool, use the \"fetch\" tool first to get the existing content to find out the Markdown snippets to use in the \"update_content\" command's old_str fields.\n### Preserving Child Pages and Databases\nWhen using \"replace_content\", the operation will check if any child pages or databases would be deleted. If so, it will fail with an error listing the affected items.\nTo preserve child pages/databases, include them in new_str using `<page url=\"...\">` or `<database url=\"...\">` tags. Get the exact URLs from the \"fetch\" tool output.\n**CRITICAL**: To intentionally delete child content: if the call failed with validation and requires `allow_deleting_content` to be true, DO NOT automatically assume the content should be deleted. ALWAYS show the list of pages to be deleted and ask for user confirmation before proceeding.\n## Icon and Cover\nYou can set or remove a page's icon and cover alongside any command.\n- \"icon\": An emoji character (e.g. \"🚀\"), a custom emoji by name (e.g. \":rocket_ship:\"), or an external image URL. Use \"none\" to remove. Omit to leave unchanged.\n- \"cover\": An external image URL. Use \"none\" to remove. Omit to leave unchanged.\n\n## Examples\n\t\t<example description=\"Update page icon and cover\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"update_properties\",\n\t\t\t\"properties\": {\"title\": \"My Page\"},\n\t\t\t\"icon\": \"🚀\",\n\t\t\t\"cover\": \"https://example.com/cover.jpg\"\n\t\t}\n\t\t</example>\n\t\t<example description=\"Update page properties\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"update_properties\",\n\t\t\t\"properties\": {\n\t\t\t\t\"title\": \"New Page Title\",\n\t\t\t\t\"status\": \"In Progress\",\n\t\t\t\t\"priority\": 5,\n\t\t\t\t\"checkbox\": \"__YES__\",\n\t\t\t\t\"date:deadline:start\": \"2024-12-25\",\n\t\t\t\t\"date:deadline:is_datetime\": 0,\n\t\t\t\t\"place:office:name\": \"HQ\",\n\t\t\t\t\"place:office:latitude\": 37.7749,\n\t\t\t\t\"place:office:longitude\": -122.4194\n\t\t\t}\n\t\t}\n\t\t</example>\n\t\t<example description=\"Replace the entire content of a page\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"replace_content\",\n\t\t\t\"new_str\": \"# New Section\nUpdated content goes here\"\n\t\t}\n\t\t</example>\n\t\t<example description=\"Update specific content in a page (search-and-replace)\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"update_content\",\n\t\t\t\"content_updates\": [\n\t\t\t\t{\n\t\t\t\t\t\"old_str\": \"# Old Section\nOld content here\",\n\t\t\t\t\t\"new_str\": \"# New Section\nUpdated content goes here\"\n\t\t\t\t}\n\t\t\t]\n\t\t}\n\t\t</example>\n\t\t<example description=\"Insert content after a specific location\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"update_content\",\n\t\t\t\"content_updates\": [\n\t\t\t\t{\n\t\t\t\t\t\"old_str\": \"## Previous section\nExisting content\",\n\t\t\t\t\t\"new_str\": \"## Previous section\nExisting content\n\n## New Section\nContent to insert goes here\"\n\t\t\t\t}\n\t\t\t]\n\t\t}\n\t\t</example>\n\t\t<example description=\"Multiple content updates in a single call\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"update_content\",\n\t\t\t\"content_updates\": [\n\t\t\t\t{\n\t\t\t\t\t\"old_str\": \"Old text 1\",\n\t\t\t\t\t\"new_str\": \"New text 1\"\n\t\t\t\t},\n\t\t\t\t{\n\t\t\t\t\t\"old_str\": \"Old text 2\",\n\t\t\t\t\t\"new_str\": \"New text 2\"\n\t\t\t\t}\n\t\t\t]\n\t\t}\n\t\t</example>\n## Templates\nYou can apply a template to an existing page using the \"apply_template\" command. The template content is appended to the page asynchronously. Get template IDs from the <templates> section in the fetch tool results for a database, or use any page ID as a template.\n\t\t<example description=\"Apply a template to an existing page\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"apply_template\",\n\t\t\t\"template_id\": \"a5da15f6-b853-455d-8827-f906fb52db2b\"\n\t\t}\n\t\t</example>\n## Verification\nYou can verify or unverify a page using the \"update_verification\" command. Verification marks a page as reviewed and up-to-date. Requires a Business or Enterprise plan (or the page must be in a wiki).\n\t\t<example description=\"Verify a page for 90 days\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"update_verification\",\n\t\t\t\"verification_status\": \"verified\",\n\t\t\t\"verification_expiry_days\": 90\n\t\t}\n\t\t</example>\n\t\t<example description=\"Verify a page indefinitely\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"update_verification\",\n\t\t\t\"verification_status\": \"verified\"\n\t\t}\n\t\t</example>\n\t\t<example description=\"Remove verification from a page\">\n\t\t{\n\t\t\t\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\",\n\t\t\t\"command\": \"update_verification\",\n\t\t\t\"verification_status\": \"unverified\"\n\t\t}\n\t\t</example>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "page_id" : {
          "type" : "string",
          "description" : "The ID of the page to update, with or without dashes.",
          "enum" : null
        },
        "command" : {
          "type" : "string",
          "description" : null,
          "enum" : [ "update_properties", "update_content", "replace_content", "apply_template", "update_verification" ]
        },
        "properties" : {
          "type" : "string",
          "description" : "Required for \"update_properties\" command. A JSON object that updates the page's properties. For pages in a database, use the SQLite schema definition shown in <database>. For pages outside of a database, the only allowed property is \"title\", which is the title of the page in inline markdown format. Use null to remove a property's value. Pass as JSON object string.",
          "enum" : null
        },
        "new_str" : {
          "type" : "string",
          "description" : "Required for \"replace_content\" command. The new content string to replace the entire page content with.",
          "enum" : null
        },
        "content_updates" : {
          "type" : "string",
          "description" : "Required for \"update_content\" command. An array of search-and-replace operations, each with old_str (content to find) and new_str (replacement content). Pass as JSON array string.",
          "enum" : null
        },
        "allow_deleting_content" : {
          "type" : "boolean",
          "description" : null,
          "enum" : null
        },
        "template_id" : {
          "type" : "string",
          "description" : "Required for \"apply_template\" command. The ID of a template to apply to this page. Template content is appended to any existing page content.",
          "enum" : null
        },
        "verification_status" : {
          "type" : "string",
          "description" : null,
          "enum" : [ "verified", "unverified" ]
        },
        "verification_expiry_days" : {
          "type" : "number",
          "description" : "Optional for \"update_verification\" command when verification_status is \"verified\". Number of days until verification expires (e.g. 7, 30, 90). Omit for indefinite verification.",
          "enum" : null
        },
        "icon" : {
          "type" : "string",
          "description" : "An emoji character (e.g. \"🚀\"), a custom emoji by name (e.g. \":rocket_ship:\"), or an external image URL. Use \"none\" to remove the icon. Omit to leave unchanged. Can be set alongside any command.",
          "enum" : null
        },
        "cover" : {
          "type" : "string",
          "description" : "An external image URL for the page cover. Use \"none\" to remove the cover. Omit to leave unchanged. Can be set alongside any command.",
          "enum" : null
        }
      },
      "required" : [ "page_id", "command", "properties", "content_updates" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_move_pages",
    "description" : "[MCP:notion] Move one or more Notion pages or databases to a new parent.",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "page_or_database_ids" : {
          "type" : "string",
          "description" : "An array of up to 100 page or database IDs to move. IDs are v4 UUIDs and can be supplied with or without dashes (e.g. extracted from a <page> or <database> URL given by the \"search\" or \"fetch\" tool). Data Sources under Databases can't be moved individually. Pass as JSON array string.",
          "enum" : null
        },
        "new_parent" : {
          "type" : "string",
          "description" : "The new parent under which the pages will be moved. This can be a page, the workspace, a database, or a specific data source under a database when there are multiple. Moving pages to the workspace level adds them as private pages and should rarely be used.",
          "enum" : null
        }
      },
      "required" : [ "page_or_database_ids", "new_parent" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_duplicate_page",
    "description" : "[MCP:notion] Duplicate a Notion page. The page must be within the current workspace, and you must have permission to access it. The duplication completes asynchronously, so do not rely on the new page identified by the returned ID or URL to be populated immediately. Let the user know that the duplication is in progress and that they can check back later using the 'fetch' tool or by clicking the returned URL and viewing it in the Notion app.",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "page_id" : {
          "type" : "string",
          "description" : "The ID of the page to duplicate. This is a v4 UUID, with or without dashes, and can be parsed from a Notion page URL.",
          "enum" : null
        }
      },
      "required" : [ "page_id" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_create_database",
    "description" : "[MCP:notion] Creates a new Notion database using SQL DDL syntax.\nIf no title property provided, \"Name\" is auto-added. Returns Markdown with schema, SQLite definition, and data source ID in <data-source> tag for use with update_data_source and query_data_sources tools.\nThe schema param accepts a CREATE TABLE statement defining columns.\nType syntax:\n- Simple: TITLE, RICH_TEXT, DATE, PEOPLE, CHECKBOX, URL, EMAIL, PHONE_NUMBER, STATUS, FILES\n- SELECT('opt':color, ...) / MULTI_SELECT('opt':color, ...)\n- NUMBER [FORMAT 'dollar'] / FORMULA('expression')\n- RELATION('data_source_id') — one-way relation\n- RELATION('data_source_id', DUAL) — two-way relation\n- RELATION('data_source_id', DUAL 'synced_name') — two-way with synced property name\n- RELATION('data_source_id', DUAL 'synced_name' 'synced_id') — two-way with synced name and ID (for self-relations)\n- ROLLUP('rel_prop', 'target_prop', 'function')\n- UNIQUE_ID [PREFIX 'X'] / CREATED_TIME / LAST_EDITED_TIME\n- Any column: COMMENT 'description text' Colors: default, gray, brown, orange, yellow, green, blue, purple, pink, red\n\n<example description=\"Minimal\">{\"schema\": \"CREATE TABLE (\"Name\" TITLE)\"}</example>\n<example description=\"Task DB\">{\"title\": \"Tasks\", \"schema\": \"CREATE TABLE (\"Task Name\" TITLE, \"Status\" SELECT('To Do':red, 'Done':green), \"Due Date\" DATE)\"}</example>\n<example description=\"With parent and options\">{\"parent\": {\"page_id\": \"f336d0bc-b841-465b-8045-024475c079dd\"}, \"title\": \"Projects\", \"schema\": \"CREATE TABLE (\"Name\" TITLE, \"Budget\" NUMBER FORMAT 'dollar', \"Tags\" MULTI_SELECT('eng':blue, 'design':pink), \"Task ID\" UNIQUE_ID PREFIX 'PRJ')\"}</example>\n<example description=\"Self-relation (two-step: create database first, then use its data source ID with update_data_source to add self-relations)\">{\"title\": \"Tasks\", \"schema\": \"CREATE TABLE (\"Name\" TITLE, \"Parent\" RELATION('ds_id', DUAL 'Children' 'children'), \"Children\" RELATION('ds_id', DUAL 'Parent' 'parent'))\"}</example>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "schema" : {
          "type" : "string",
          "description" : "SQL DDL CREATE TABLE statement defining the database schema. Column names must be double-quoted, type options use single quotes.",
          "enum" : null
        },
        "parent" : {
          "type" : "string",
          "description" : "The parent under which to create the new database. If omitted, the database will be created as a private page at the workspace level. Pass as JSON object string.",
          "enum" : null
        },
        "title" : {
          "type" : "string",
          "description" : "The title of the new database.",
          "enum" : null
        },
        "description" : {
          "type" : "string",
          "description" : "The description of the new database.",
          "enum" : null
        }
      },
      "required" : [ "schema", "parent" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_update_data_source",
    "description" : "[MCP:notion] Update a Notion data source's schema, title, or attributes using SQL DDL statements. Returns Markdown showing updated structure and schema.\nAccepts a data source ID (collection ID from fetch response's <data-source> tag) or a single-source database ID. Multi-source databases require the specific data source ID.\nThe statements param accepts semicolon-separated DDL statements:\n- ADD COLUMN \"Name\" <type> - add a new property\n- DROP COLUMN \"Name\" - remove a property\n- RENAME COLUMN \"Old\" TO \"New\" - rename a property\n- ALTER COLUMN \"Name\" SET <type> - change type/options\n\nSame type syntax as create_database. Key types:\n- SELECT('opt':color, ...) / MULTI_SELECT('opt':color, ...)\n- NUMBER [FORMAT 'dollar'] / FORMULA('expression')\n- RELATION('ds_id') / RELATION('ds_id', DUAL) / RELATION('ds_id', DUAL 'synced_name' 'synced_id')\n- ROLLUP('rel_prop', 'target_prop', 'function') / UNIQUE_ID [PREFIX 'X']\n- Simple: TITLE, RICH_TEXT, DATE, PEOPLE, CHECKBOX, URL, EMAIL, PHONE_NUMBER, STATUS, FILES\n\n<example description=\"Add properties\">{\"data_source_id\": \"f336d0bc-b841-465b-8045-024475c079dd\", \"statements\": \"ADD COLUMN \"Priority\" SELECT('High':red, 'Medium':yellow, 'Low':green); ADD COLUMN \"Due Date\" DATE\"}</example>\n<example description=\"Rename property\">{\"data_source_id\": \"f336d0bc-b841-465b-8045-024475c079dd\", \"statements\": \"RENAME COLUMN \"Status\" TO \"Project Status\"\"}</example>\n<example description=\"Remove property\">{\"data_source_id\": \"f336d0bc-b841-465b-8045-024475c079dd\", \"statements\": \"DROP COLUMN \"Old Property\"\"}</example>\n<example description=\"Add self-relation\">{\"data_source_id\": \"f336d0bc-b841-465b-8045-024475c079dd\", \"statements\": \"ADD COLUMN \"Parent\" RELATION('f336d0bc-b841-465b-8045-024475c079dd', DUAL 'Children' 'children'); ADD COLUMN \"Children\" RELATION('f336d0bc-b841-465b-8045-024475c079dd', DUAL 'Parent' 'parent')\"}</example>\n<example description=\"Update title\">{\"data_source_id\": \"f336d0bc-b841-465b-8045-024475c079dd\", \"title\": \"Project Tracker 2024\"}</example>\n<example description=\"Trash data source\">{\"data_source_id\": \"f336d0bc-b841-465b-8045-024475c079dd\", \"in_trash\": true}</example>\nNotes: Cannot delete/create title properties. Max one unique_id property. Cannot update synced databases. Use \"fetch\" first to see current schema and get the data source ID from <data-source url=\"collection://...\"> tags.",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "data_source_id" : {
          "type" : "string",
          "description" : "The data source to update. Accepts a collection:// URI from <data-source> tags, a bare UUID, or a database ID (only if the database has a single data source).",
          "enum" : null
        },
        "statements" : {
          "type" : "string",
          "description" : "Semicolon-separated SQL DDL statements to update the schema. Supports ADD COLUMN, DROP COLUMN, RENAME COLUMN, ALTER COLUMN SET.",
          "enum" : null
        },
        "title" : {
          "type" : "string",
          "description" : "The new title of the data source.",
          "enum" : null
        },
        "description" : {
          "type" : "string",
          "description" : "The new description of the data source.",
          "enum" : null
        },
        "is_inline" : {
          "type" : "boolean",
          "description" : null,
          "enum" : null
        },
        "in_trash" : {
          "type" : "boolean",
          "description" : null,
          "enum" : null
        }
      },
      "required" : [ "data_source_id" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_create_comment",
    "description" : "[MCP:notion] Add a comment to a page or specific content.\nCreates a new comment. Provide `page_id` to identify the page, then choose ONE targeting mode:\n- `page_id` alone: Page-level comment on the entire page\n- `page_id` + `selection_with_ellipsis`: Comment on specific block content\n- `discussion_id`: Reply to an existing discussion thread (page_id is still required)\n\nFor content targeting, use `selection_with_ellipsis` with ~10 chars from start and end: \"# Section Ti...tle content\"\n<example description=\"Page-level comment\">\n{\"page_id\": \"uuid\", \"rich_text\": [{\"text\": {\"content\": \"Comment\"}}]}\n</example>\n<example description=\"Comment on specific content\">\n{\"page_id\": \"uuid\", \"selection_with_ellipsis\": \"# Meeting No...es heading\",\n \"rich_text\": [{\"text\": {\"content\": \"Comment on this section\"}}]}\n</example>\n<example description=\"Reply to discussion\">\n{\"page_id\": \"uuid\", \"discussion_id\": \"discussion://pageId/blockId/discussionId\",\n \"rich_text\": [{\"text\": {\"content\": \"Reply\"}}]}\n</example>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "rich_text" : {
          "type" : "string",
          "description" : "An array of rich text objects that represent the content of the comment. Pass as JSON array string.",
          "enum" : null
        },
        "page_id" : {
          "type" : "string",
          "description" : "The ID of the page to comment on (with or without dashes).",
          "enum" : null
        },
        "discussion_id" : {
          "type" : "string",
          "description" : "The ID or URL of an existing discussion to reply to (e.g., discussion://pageId/blockId/discussionId).",
          "enum" : null
        },
        "selection_with_ellipsis" : {
          "type" : "string",
          "description" : "Unique start and end snippet of the content to comment on. DO NOT provide the entire string. Instead, provide up to the first ~10 characters, an ellipsis, and then up to the last ~10 characters. Make sure you provide enough of the start and end snippet to uniquely identify the content. For example: \"# Section heading...last paragraph.\"",
          "enum" : null
        }
      },
      "required" : [ "rich_text", "page_id" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_get_comments",
    "description" : "[MCP:notion] Get comments and discussions from a Notion page.\nReturns discussions with full comment content in XML format. By default, returns page-level discussions only.\nTip: Use the `fetch` tool with `include_discussions: true` first to see where discussions are anchored in the page content, then use this tool to retrieve full discussion threads. The `discussion://` URLs in the fetch output match the discussion IDs returned here.\nParameters:\n- `include_all_blocks`: Include discussions on child blocks (default: false)\n- `include_resolved`: Include resolved discussions (default: false)\n- `discussion_id`: Fetch a specific discussion by ID or URL\n\n<example>{\"page_id\": \"page-uuid\"}</example>\n<example>{\"page_id\": \"page-uuid\", \"include_all_blocks\": true}</example>\n<example>{\"page_id\": \"page-uuid\", \"discussion_id\": \"discussion://pageId/blockId/discussionId\"}</example>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "page_id" : {
          "type" : "string",
          "description" : "Identifier for a Notion page.",
          "enum" : null
        },
        "include_resolved" : {
          "type" : "boolean",
          "description" : null,
          "enum" : null
        },
        "include_all_blocks" : {
          "type" : "boolean",
          "description" : null,
          "enum" : null
        },
        "discussion_id" : {
          "type" : "string",
          "description" : "Fetch a specific discussion by ID or discussion URL (e.g., discussion://pageId/blockId/discussionId).",
          "enum" : null
        }
      },
      "required" : [ "page_id" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_get_teams",
    "description" : "[MCP:notion] Retrieves a list of teams (teamspaces) in the current workspace. Shows which teams exist, user membership status, IDs, names, and roles.\nTeams are returned split by membership status and limited to a maximum of 10 results.\n<examples>\n1. List all teams (up to the limit of each type): {}\n2. Search for teams by name: {\"query\": \"engineering\"}\n3. Find a specific team: {\"query\": \"Product Design\"}\n</examples>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "query" : {
          "type" : "string",
          "description" : "Optional search query to filter teams by name (case-insensitive).",
          "enum" : null
        }
      },
      "required" : [ ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_get_users",
    "description" : "[MCP:notion] Retrieves a list of users in the current workspace. Shows workspace members and guests with their IDs, names, emails (if available), and types (person or bot).\nSupports cursor-based pagination to iterate through all users in the workspace.\n<examples>\n1. List all users (first page): {}\n2. Search for users by name or email: {\"query\": \"john\"}\n3. Get next page of results: {\"start_cursor\": \"abc123\"}\n4. Set custom page size: {\"page_size\": 20}\n5. Fetch a specific user by ID: {\"user_id\": \"00000000-0000-4000-8000-000000000000\"}\n6. Fetch the current user: {\"user_id\": \"self\"}\n</examples>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "query" : {
          "type" : "string",
          "description" : "Optional search query to filter users by name or email (case-insensitive).",
          "enum" : null
        },
        "start_cursor" : {
          "type" : "string",
          "description" : "Cursor for pagination. Use the next_cursor value from the previous response to get the next page.",
          "enum" : null
        },
        "page_size" : {
          "type" : "number",
          "description" : "Number of users to return per page (default: 100, max: 100).",
          "enum" : null
        },
        "user_id" : {
          "type" : "string",
          "description" : "Return only the user matching this ID. Pass \"self\" to fetch the current user.",
          "enum" : null
        }
      },
      "required" : [ ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_create_view",
    "description" : "[MCP:notion] Create a new view on a Notion database.\nUse \"fetch\" first to get the database_id and data_source_id (from <data-source> tags in the response).\nSupported types: table, board, list, calendar, timeline, gallery, form, chart, map, dashboard.\nThe optional \"configure\" param accepts a DSL for filters, sorts, grouping,\nand display options. See the notion://docs/view-dsl-spec resource for full\nsyntax. Key directives:\n- FILTER \"Property\" = \"value\" — filter rows\n- SORT BY \"Property\" ASC — sort rows\n- GROUP BY \"Property\" — group by property (required for board views)\n- CALENDAR BY \"Property\" — date property (required for calendar views)\n- TIMELINE BY \"Start\" TO \"End\" — date range (required for timeline views)\n- MAP BY \"Property\" — location property (required for map views)\n- CHART column|bar|line|donut|number — chart type with optional AGGREGATE, COLOR, HEIGHT, SORT, STACK BY, CAPTION\n- FORM CLOSE|OPEN — close/open form submissions\n- FORM ANONYMOUS true|false — toggle anonymous submissions\n- FORM PERMISSIONS none|reader|editor — set submission permissions\n- SHOW \"Prop1\", \"Prop2\" — set visible properties\n- COVER \"Property\" — cover image property\n\n<example description=\"Table view\">{\"database_id\": \"abc123\", \"data_source_id\": \"def456\", \"name\": \"All Tasks\", \"type\": \"table\"}</example>\n<example description=\"Board grouped by Status\">{\"database_id\": \"abc123\", \"data_source_id\": \"def456\", \"name\": \"Task Board\", \"type\": \"board\", \"configure\": \"GROUP BY \"Status\"\"}</example>\n<example description=\"Filtered + sorted table\">{\"database_id\": \"abc123\", \"data_source_id\": \"def456\", \"name\": \"Active\", \"type\": \"table\", \"configure\": \"FILTER \"Status\" = \"In Progress\"; SORT BY \"Due Date\" ASC\"}</example>\n<example description=\"Calendar view\">{\"database_id\": \"abc123\", \"data_source_id\": \"def456\", \"name\": \"Calendar\", \"type\": \"calendar\", \"configure\": \"CALENDAR BY \"Due Date\"\"}</example>\n<example description=\"Dashboard\">{\"database_id\": \"abc123\", \"data_source_id\": \"def456\", \"name\": \"Overview\", \"type\": \"dashboard\"}</example>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "database_id" : {
          "type" : "string",
          "description" : "The database to create a view in. Accepts a Notion URL or a bare UUID.",
          "enum" : null
        },
        "data_source_id" : {
          "type" : "string",
          "description" : "The data source (collection) ID. Accepts a collection:// URI from <data-source> tags or a bare UUID.",
          "enum" : null
        },
        "name" : {
          "type" : "string",
          "description" : "The name of the view.",
          "enum" : null
        },
        "type" : {
          "type" : "string",
          "description" : null,
          "enum" : [ "table", "board", "list", "calendar", "timeline", "gallery", "form", "chart", "map", "dashboard" ]
        },
        "configure" : {
          "type" : "string",
          "description" : "View configuration DSL string. Supports FILTER, SORT BY, GROUP BY, CALENDAR BY, TIMELINE BY, MAP BY, CHART, FORM, SHOW, HIDE, COVER, WRAP CELLS, and FREEZE COLUMNS directives. See notion://docs/view-dsl-spec.",
          "enum" : null
        }
      },
      "required" : [ "database_id", "data_source_id", "name", "type" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
}, {
  "fn" : {
    "name" : "Mcp_notion_notion_update_view",
    "description" : "[MCP:notion] Update a view's name, filters, sorts, or display configuration.\nUse \"fetch\" to get view IDs from database responses. Only include fields\nyou want to change. The \"configure\" param uses the same DSL as create_view.\nUse CLEAR to remove settings:\n- CLEAR FILTER — remove all filters\n- CLEAR SORT — remove all sorts\n- CLEAR GROUP BY — remove grouping\n\nSee notion://docs/view-dsl-spec resource for full syntax.\n<example description=\"Rename\">{\"view_id\": \"abc123\", \"name\": \"Sprint Board\"}</example>\n<example description=\"Update filter\">{\"view_id\": \"abc123\", \"configure\": \"FILTER \"Status\" = \"Done\"\"}</example>\n<example description=\"Clear filter, add sort\">{\"view_id\": \"abc123\", \"configure\": \"CLEAR FILTER; SORT BY \"Created\" DESC\"}</example>\n<example description=\"Update grouping\">{\"view_id\": \"abc123\", \"configure\": \"GROUP BY \"Priority\"; SHOW \"Name\", \"Status\"\"}</example>",
    "parameters" : {
      "type" : "object",
      "properties" : {
        "view_id" : {
          "type" : "string",
          "description" : "The view to update. Accepts a view:// URI, a Notion URL with ?v= parameter, or a bare UUID.",
          "enum" : null
        },
        "name" : {
          "type" : "string",
          "description" : "New name for the view.",
          "enum" : null
        },
        "configure" : {
          "type" : "string",
          "description" : "View configuration DSL string. Supports FILTER, SORT BY, GROUP BY, CALENDAR BY, TIMELINE BY, MAP BY, CHART, FORM, SHOW, HIDE, COVER, WRAP CELLS, FREEZE COLUMNS, and CLEAR directives.",
          "enum" : null
        }
      },
      "required" : [ "view_id" ]
    },
    "few_shot_examples" : [ ],
    "return_parameters" : null
  }
} ]

Примеры наших guardrails

Поскольку мы пишем свои тулы, мы контролируем агента от и до.

  • Любое действие, которое мы считаем опасным, вроде удаления файла или отправки сообщения, нельзя сделать без разрешения пользователя.

  • Агент не может скачивать бинари и запускать их.

  • Агент не может рыться вне папки $HOME.

  • Если пользователь взаимодействует с агентом через телеграм и просит отправить файл с компьютера, то этот файл отправится в сохранённые сообщения (исключена случайная отправка кому-то другому).

Реализуя каждый тул — а у нас их более 70, — мы думаем о том, как сделать его безопасным.

Примеры чужих guardrails

Выбранный нами подход дал случайный бонус — мы оказались очень экономными. Представьте, как выглядит некий средний десктопный агент общего назначения (упрощенный и бездушный):

  1. Промпт.

  2. Классификация.

  3. Добавление своих функций.

  4. Добавление функций MCP.

  5. Добавление RAG к запросу.

  6. Guardrails на запрос к LLM.

  7. Получение ответа от LLM.

  8. Вызов тулов.

  9. Guardrails на проверку параметров для тулов.

  10. Guardrails на проверку параметров после вызова тулов.

  11. Возвращение результатов LLM.

А теперь сравните это с нашим агентом:

  1. Промпт.

  2. Классификация.

  3. Добавление своих функций.

  4. Добавление RAG к запросу.

  5. Получение ответа от LLM.

  6. Вызов тулов.

  7. Возвращение результатов LLM.

Во-первых, нет MCP. Во-вторых, нет guardrails, потому что мы всё это проконтролировали кодом на наших собственных тулах. С guardrails проблема в том, что лидеры индустрии пишут машины Голдберга: регекспы, вызовы LLM для проверки безопасности на разных этапах. Подробнее описал проблему в статье про агентов: раздел Популярные guardrails дают иллюзию безопасности, раздувая систему, а чуть позже утекли исходники Claude Code, несмотря на их Undercover Mode.

Релизы

Февраль 2026. На рынок выходят Claude Cowork, OpenClaw, Perplexity Computer. Кажется, что с релизом тянуть нельзя, тем более что в день появляется с десяток клонов.

Начинаем готовить сборку. Привели в порядок UI, сделали онбординг, получение разрешений. Перенесли переменные окружения в UI-настройки. Сделали сайт, прописали политики безопасности.

Оказалось, собрать релизный билд для macOS не так-то просто: заняло у меня целый недельный отпуск. Подробнее о релизных проблемах я написал в статье про KMP на хабре.

Март 2026. Поддержали умный (и бесплатный) поиск в интернете, локальные модели, добавили метрики, улучшили UI и UX, придумали более удобную работу с текстом.

Как я лично использую «Союз»

Агент помогает мне работать с текстом: исправлять опечатки, находить ссылки для подтверждения тезисов, приводить критику со ссылками на пруфы. Ниже пример исправления опечаток в этой самой статье:

Можно применять изменения точечно
Можно применять изменения точечно

Что агент может сейчас

Начальная страница
Начальная страница
Работа с OS
  • Поддержка работы с doc, pdf, xls, csv, txt, md.

  • CRUD, fuzzy-поиск по файлам.

  • Запись экрана, скриншоты.

  • Заметки, Календарь, Почта, другие приложения.

47046efae7804d1b91deba052ad5781a.jpg
Работа с Телеграмом
  • Автоматический логин (только ввести код и пароль, если есть).

  • Суммаризация чатов, поиск информации в чатах.

  • Отправка и чтение сообщений.

  • Управление агентом через телеграм.

  • Передача файлов с компьютера в телеграм (сохранённые сообщения).

  • Передача файлов из чата с агентом на компьютер.

49045bf89e2febc60ce52c256f52eb60.jpg
Работа с интернетом и браузером
  • Поиск информации в интернете, полноценный ресерч на заданную тему.

  • Открытие вкладок и закладок браузера.

  • Поиск по истории браузера.

4afa8486e72aa63e7c53a54679384b28.jpg
Прочее
  • Анализ таблиц и создание чартов и диаграмм.

  • Презентации — текущее решение «завайбкожено», нам еще предстоит найти подход к тому, как делать презентации качественно.

  • Запоминание команд пользователя.

  • Локальные модели

0b63a8efd599f43c1868849604fa4014.jpg
Настройки
В поддержке доступны сессии
В поддержке доступны сессии
Каждая сессия — это 1 прогон агента
Каждая сессия — это 1 прогон агента

В заключение

Другие агенты обещают универсальность, автономность и магию. Мы пошли в другую сторону. Сделали ставку не на «агент может всё», а на «агент не делает лишнего».

Именно этот фокус на ограничениях дал нам и безопасность, и экономию токенов, и более понятную архитектуру. Не через бесконечные guardrails поверх guardrails, а через контроль над собственными тулами и реальными инвариантами в коде.

Пока доступна macOS версия, в планах Windows и Linux. Скачать можно либо на сайте souz.app, либо с GitHub.

Источник

  • 14.06.26 19:38 riley777

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  • 15.06.26 16:34 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

  • 15.06.26 16:34 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

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 11:40 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

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.06.26 14:57 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 Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 22.06.26 21:51 kimberlyhebert786

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

  • 22.06.26 21:51 kimberlyhebert786

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

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 24.06.26 01:58 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

  • 24.06.26 01:58 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

  • 24.06.26 14:16 Universina da Mota

    Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 14:21 Elizabeth Thompson

    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 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

  • 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

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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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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