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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:

Агент на Kotlin без фреймворков, где показываю, как реализовать своего с нуля, на основе графов, и объясняю, зачем это нужно.

KMP, XCode и 5% мазохистов: как мы писали AI-агентов на 4 платформы — опубликовал ее в 2026, но большая часть черновиков была готова еще в сентябре 2025.

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:

Агент должен работать из коробки, без всяких настроек.
Агент должен работать без VPN, крипты или зарубежных карт.
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):

Промпт.
Классификация.
Добавление своих функций.
Добавление функций MCP.
Добавление RAG к запросу.
Guardrails на запрос к LLM.
Получение ответа от LLM.
Вызов тулов.
Guardrails на проверку параметров для тулов.
Guardrails на проверку параметров после вызова тулов.
Возвращение результатов LLM.

А теперь сравните это с нашим агентом:

Промпт.
Классификация.
Добавление своих функций.
Добавление RAG к запросу.
Получение ответа от LLM.
Вызов тулов.
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

Что агент может сейчас

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.

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.

Работа с интернетом и браузером

Поиск информации в интернете, полноценный ресерч на заданную тему.
Открытие вкладок и закладок браузера.
Поиск по истории браузера.

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

Настройки

В поддержке доступны сессии

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

Теги

ICO

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Новости

Дата

2 апр. 2026 г.

22.06.26 21:51 kimberlyhebert786

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24.06.26 01:27 Fraddy Pual

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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

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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

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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

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25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

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28.06.26 00:37 kimberlyhebertt673

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29.06.26 22:37 riley777

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30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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04.07.26 15:32 Fraddy Pual

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05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

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06.07.26 16:33 Jaran Løvlien

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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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13.07.26 23:49 [email protected]

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 20:12 martinsjude080

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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

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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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03.08.26 20:05 Philip

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03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
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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04.08.26 12:37 kimberlyhebertt6877

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06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..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.
16.08.26 01:44 Matt Kegan

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18.08.26 04:59 marcushenderson624

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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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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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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

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01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

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01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

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02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

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11.09.26 03:23 kimberlyhebertt6877

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11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

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15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1