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mcp-comex-brasil

MCP-сервер внешней торговли Бразилии — с ловушками датасета, исправленными в ответе.

Четыре инструмента, которые не лгут, вместо сорока, которые не знают.


Проблема, которую решает этот сервер

MCP-сервер, который лишь предоставляет датасет, передаёт агенту чистый API для неверного числа. Трубопровод не знает, что поле лжёт.

Comex Stat — официальная база внешней торговли Бразилии, публикуемая Secretaria de Comércio Exterior / Receita Federal, — имеет дефект, о котором не предупреждает ни одна документация:

Фильтрация поля способа перевозки по AÉREA возвращает 139,6 млн кг импорта из Китая в 2026 году (янв–июл). При сопоставлении этих же записей с пунктом оформления лишь 34,0 млн (24%) прошли через аэропорт. Остальные 89,7 млн были оформлены в морских портах и представляют собой сульфат аммония и фосфатные удобрения — груз, который не летает, с фрахтом US$0,29/кг.

Без исправления: авиавес завышен в 4,1 раза, а фрахт за килограмм занижен на 70%. Ошибка молчаливая: ничто в запросе на неё не указывает.

Этот сервер применяет исправление и возвращает вместе с ним доказательства того, почему оно необходимо.

Related MCP server: Receita Federal: Radar (Habilitação Comércio Exterior)

Две гарантии

  1. Каждый ответ содержит известные дефекты, применимые к этому запросу, с измеренными доказательствами и происхождением проверки.

  2. Критическое исправление применено к результату, а не только объявлено. Канал air уже означает «авиационный груз, оформленный в аэропорту». Загрязнённый блок остаётся доступным для запросов как air_declared_at_port, намеренно — для тех, кто хочет его проверить.

Что в датасете есть такого, что опубликованные сводки выбрасывают

Файлы импорта содержат VL_FRETE и VL_SEGURO — фрахт и страхование, заявленные таможне. Это лучшее систематическое измерение фактической стоимости из доступных публично, и практически никто им не пользуется.

Китай → Бразилия, янв–июл 2026, уже исправлено:

Канал

Вес (кг)

Фрахт US$/кг

Фрахт % от FOB

Плотность стоимости

Авиа (аэропорт)

33 993 130

10,81

9,37%

US$ 115,36/кг

Морской

16 074 641 185

0,142

5,68%

US$ 2,51/кг

Авиаперевозка стоит в 76 раз больше за килограмм и лишь в 1,65 раза больше за доллар товара. Модальный сплит этого коридора — это не решение о фрахте, а решение о плотности стоимости.

Установка

Требуется Node ≥ 22.5 (использует встроенный SQLite — ноль нативных зависимостей, никакого node-gyp).

git clone <repo> && cd mcp-comex-brasil
npm install && npm run build
npm run db:build -- --years 2025,2026        # baixa da fonte oficial e monta o SQLite

db:build загружает файлы напрямую с balanca.economia.gov.br. Никакие данные не распространяются этим пакетом — база создаётся на вашей машине, всегда свежая из источника.

Полезные параметры:

npm run db:build -- --years 2026 --countries 160        # só China, base pequena e rápida
npm run db:build -- --years 2024,2025,2026 --flows import,export

Настройка в MCP-клиенте

{
  "mcpServers": {
    "comex": {
      "command": "node",
      "args": ["--experimental-sqlite", "/caminho/para/mcp-comex-brasil/dist/index.js"],
      "env": { "COMEX_LANG": "pt" }
    }
  }
}

COMEX_LANG принимает pt (по умолчанию) или en. COMEX_DB переопределяет путь к базе данных.

Четыре инструмента

Инструмент

Что делает

comex_trade_flow

Стоимость, вес и плотность стоимости по году, месяцу, стране, NCM и каналу. Канал air уже исправлен.

comex_freight_cost

Заявленные фрахт и страхование по каналу: US$/кг и % от FOB. Только импорт.

comex_data_caveats

Известные дефекты датасета, с доказательствами, правилом исправления и чек-листом сверки.

comex_resolve_code

Определяет страну, NCM, вид транспорта и URF оформления (с классификацией аэропорт/порт/прочее).

Предупреждения, сопровождающие ответы

id

Серьёзность

Исправлено?

via_contamination

критично

✅ автоматически (сопоставление с пунктом оформления)

simplified_regime_absent

критично

❌ невозможно — данных нет в источнике

declared_not_audited

инфо

—

monthly_volatility

предупреждение

❌ требует межгодового сравнения

О simplified_regime_absent: существуют коды способа перевозки для POSTAL и COURIER, но они пусты (13 записей и 72 кг для Китая за весь 2026 год против ~180 миллионов зарегистрированных международных посылок). Отправления малой стоимости проходят по упрощённому режиму и не попадают в статистику торговли. Формальная статистика и объём посылок — это непересекающиеся вселенные — не складывать, не сравнивать арифметически.

Проверка

Агрегаты были проверены перекрёстной реализацией: один и тот же срез, обработанный одним проходом awk по сырому CSV и SQL-представлением этого сервера, даёт одинаковые числа до последней цифры (349 250 записей, 7 каналов, значения фрахта и веса).

npm test     # 12 testes da lógica de classificação e do registro de caveats

Лицензия и источник

MIT. Данные: Comex Stat, Secretaria de Comércio Exterior / Receita Federal do Brasil (balanca.economia.gov.br) — публичный источник, использованный при создании базы.

Автор: Luis Delfin



Английский

MCP-сервер для данных внешней торговли Бразилии — с ловушками датасета, исправленными в ответе.

Четыре инструмента, которые не лгут, вместо сорока, которые не знают.

Проблема

MCP-сервер, который лишь предоставляет датасет, передаёт агенту чистый API для неверного числа. Трубопровод не знает, что поле лжёт.

Официальный торговый датасет Бразилии (Comex Stat, публикуемый Foreign Trade Secretariat / Federal Revenue Service) имеет дефект, о котором не предупреждает ни одна документация:

Фильтрация поля способа перевозки по AIR возвращает 139,6 млн кг импорта из Китая за янв–июл 2026 года. При сопоставлении этих же записей с их пунктом оформления лишь 34,0 млн (24%) прошли через аэропорт. Остальные 89,7 млн были оформлены в морских портах и состоят из сульфата аммония и фосфатных удобрений — груз, который не летает, с фрахтом US$0,29/кг.

Без исправления: вес авиаперевозок завышен в 4,1 раза, а фрахт за кг занижен на 70%. Ошибка молчаливая — ничто в запросе на неё не указывает.

Этот сервер применяет исправление и возвращает доказательства того, почему оно необходимо.

Две гарантии

  1. Каждый ответ содержит известные дефекты, применимые к этому запросу, с измеренными доказательствами и происхождением проверки.

  2. Критическое исправление применено, а не просто объявлено. Канал air уже означает «авиационный режим, оформленный в аэропорту». Загрязнённый блок остаётся доступным для запросов как air_declared_at_port, намеренно — для тех, кто хочет его проверить.

Что в датасете есть такого, что опубликованные сводки отбрасывают

Файлы импорта содержат VL_FRETE и VL_SEGURO — фрахт и страховку в том виде, как они заявлены таможне. Это лучшее систематическое измерение фактической стоимости из доступных публично, и практически никто им не пользуется.

Китай → Бразилия, янв–июл 2026, исправлено:

Канал

Вес (кг)

Фрахт US$/кг

Фрахт % от FOB

Плотность стоимости

Авиа (оформлен в аэропорту)

33 993 130

10,81

9,37%

US$115,36/кг

Морской

16 074 641 185

0,142

5,68%

US$2,51/кг

Авиаперевозка стоит в 76 раз больше за килограмм и лишь в 1,65 раза больше за доллар товара. Модальный сплит этого коридора — это не решение о фрахте, а решение о плотности стоимости.

Установка

Требуется Node ≥ 22.5 (использует встроенный SQLite — ноль нативных зависимостей, без node-gyp).

npm install && npm run build
npm run db:build -- --years 2025,2026        # fetches from the official source, builds SQLite

db:build загружает файлы напрямую с balanca.economia.gov.br. Пакет не распространяет никакие данные — база создаётся на вашей машине, всегда свежая из источника.

Четыре инструмента

Инструмент

Что делает

comex_trade_flow

Стоимость, вес и плотность стоимости по году, месяцу, стране, коду HS и каналу. air уже исправлен.

comex_freight_cost

Заявленные фрахт и страхование по каналу: US$/кг и % от FOB. Только импорт.

comex_data_caveats

Известные дефекты датасета, с доказательствами, правилом исправления и чек-листом перед публикацией.

comex_resolve_code

Определяет страну, код HS, вид транспорта и подразделение оформления (с классификацией аэропорт/морской порт).

Проверка

Агрегаты были проверены перекрёстной реализацией: один и тот же срез, обработанный одним проходом awk по сырому CSV и SQL-представлением этого сервера, даёт одинаковые значения до последней цифры (349 250 записей, 7 каналов, значения фрахта и веса).

npm test     # 12 tests covering the classification logic and the caveat registry

MIT. Данные: Comex Stat, Brazilian Foreign Trade Secretariat / Federal Revenue Service. Автор: Luis Delfin

Available Tools

4 tools
comex_data_caveatsA

Defeitos conhecidos do dataset do Comex Stat, cada um com evidencia quantificada, regra de correcao e procedencia da verificacao. Use ANTES de publicar qualquer numero derivado desta fonte — inclui o checklist de conferencia. Esta tool responde a pergunta que um wrapper de dados nunca responde: este campo quer dizer o que parece?

NameRequiredDescriptionDefault
idNoUm caveat especifico. Vazio = todos.

TDQS

A3.9/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations provided, the description carries the full burden of disclosure. It accurately describes a safe read-only behavior (retrieving caveat metadata) and discloses the internal structure of each result (evidence, correction rule, provenance). For a low-risk retrieval tool there is little behavioral hazard left uncovered.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is front-loaded with purpose and usage, and the essential guidance fits in three sentences. The closing rhetorical question adds rhetorical color but no operational information, making it mildly less economical than it could be.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple tool with one optional enum parameter and no output schema, the description is reasonably complete: it explains what the results contain, when to invoke it, and the overall QA intent. It does not specify the return format, but that is a minor gap for this information-retrieval use case.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%: the single 'id' parameter carries an enum and a clear explanation ('Um caveat especifico. Vazio = todos.'), so the schema already documents the parameter. The description adds no additional parameter-level detail, matching the baseline for high coverage.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool exposes known defects of the Comex Stat dataset, each with quantified evidence, a correction rule, and verification provenance. It positions itself against 'a data wrapper' generically, distinguishing its QA purpose from the sibling trade-flow/freight tools, though it never names those siblings explicitly.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It gives explicit when-to-use guidance ('Use ANTES de publicar qualquer numero derivado desta fonte') and mentions a built-in conferencing checklist. However, it does not state when NOT to use it or name the alternatives (comex_trade_flow, comex_freight_cost) that it should be paired with.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

comex_freight_costA

Frete e seguro DECLARADOS a aduana, por canal de transporte — em US$/kg e como % do valor FOB. Vem dos campos VL_FRETE e VL_SEGURO dos arquivos de importacao, que os resumos publicados descartam: e a melhor medida sistematica de custo realizado disponivel publicamente. Somente importacao (os arquivos de exportacao nao trazem frete). O canal 'air' ja esta corrigido pelo ponto de despacho.

NameRequiredDescriptionDefault
ncmNoNCM completo ou prefixo.
yearsNoAnos, ex: [2025, 2026].
monthsNoMeses 1-12. Vazio = todos.
group_byNoDimensoes extra (o canal ja entra sempre).
countriesNoCodigo, nome ou ISO3 do pais de origem.

TDQS

A4.1/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description carries the behavioral disclosure burden. It discloses the data source (VL_FRETE and VL_SEGURO fields), the fact it is import-only, that air is corrected by despatch point, and the output units (US$/kg and % of FOB). It does not describe the response shape or potential limitations like missing data or aggregation behavior, but the key behavioral facts are present. A score of 4 reflects that the description goes beyond a bare statement of function.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Three sentences, each earning its place: the first defines the product and units, the second explains provenance and why it is valuable, the third states constraints (import-only and air correction). It is front-loaded with the core definition and avoids redundant words. No fluff or repetition of schema content. This is concise and well-structured.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The tool has 5 parameters, no output schema, and no annotations. The description effectively communicates what the tool provides, but it does not describe the return format (e.g., whether it returns a table per channel, time series, or aggregated values). Since there is no output schema, the agent is left guessing at the response structure. While the core semantics are clear, the agent may need additional guidance on what to expect, making it incomplete for a complex data tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100% for all 5 parameters, so the baseline is 3. The description does not add parameter-specific semantics beyond the schema; it mentions the channel is always included (which relates to group_by) but does not explain details like how NCM prefix matching works or how to combine years/months. The schema already describes each parameter clearly. Thus the description adds no extra value for parameter understanding.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description names a specific resource (freight and insurance declared to customs by transport channel) and clearly distinguishes it from siblings by emphasizing it is the best systematic measure of realized cost. The verb is implicit ('provides') but the scope and source are explicit. It differentiates itself from comex_trade_flow (which likely covers flows) and comex_data_caveats (which explains caveats). This is a clear, distinct purpose.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives a clear constraint: only imports, with export files lacking freight. It also states the air channel is corrected, which is a usage detail. It implies the tool should be used when realized cost is needed ('melhor medida sistematica de custo realizado'), but it does not explicitly name alternatives or say when not to use it. Thus it provides clear context and a condition, but stops short of explicit when-to-use vs. when-not-to-use guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

comex_resolve_codeA

Resolve codigos oficiais para nomes e vice-versa: pais, NCM, modal de transporte (VIA) e unidade da Receita de despacho (URF, com sua classificacao aeroporto/porto/outra). Necessario porque o dataset e todo codificado.

NameRequiredDescriptionDefault
kindYesTipo de codigo.
limitNoMaximo de resultados (default 20).
queryYesCodigo exato ou parte do nome.

TDQS

A4.2/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description carries the full responsibility for behavioral disclosure. It mentions bidirectional resolution and the URF classification, which adds specific context. However, it does not disclose return format, error handling, or whether partial matches are supported. For a simple lookup this is adequate but not comprehensive.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is two concise sentences. The first states the core function and lists the code types, the second provides the rationale. There is no wasted wording, and the key action is front-loaded.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's simplicity (3 parameters, no output schema, no annotations), the description is essentially complete. It covers purpose, scope, and rationale. It could mention the return structure (e.g., list of matches) but the bidirectional resolver nature makes that non-critical for an agent to call it correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the baseline is 3. The description adds value by explaining what each kind represents (e.g., VIA is modal de transporte, URF includes classification aeroporto/porto/outra) and clarifies that query can be a code or a name. This enriches the parameter semantics beyond the schema alone.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific verb 'Resolve' with the resource 'codigos oficiais para nomes e vice-versa' and enumerates the exact code types (pais, NCM, VIA, URF) including URF's classification. This clearly distinguishes it from sibling tools like comex_trade_flow or comex_freight_cost, which handle completely different operations.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description gives clear context: the dataset is all coded, so the tool should be used whenever codes need translating. While it doesn't explicitly state alternatives or when not to use it, the sibling tools are not viable alternatives for this function, so the lack of exclusion is acceptable. The rationale is enough for an agent to infer when to invoke it.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

comex_trade_flowA

Fluxo de comercio exterior do Brasil (valor, peso e densidade de valor) a partir dos microdados aduaneiros oficiais do Comex Stat. Filtra por ano, mes, pais, NCM e canal de transporte, e agrupa como pedido. O canal 'air' JA vem corrigido pelo ponto de despacho — o campo de modal do dataset e contaminado e nao pode ser usado cru. A resposta inclui sempre os caveats aplicaveis e a procedencia dos arquivos.

NameRequiredDescriptionDefault
ncmNoNCM completo (8 digitos) ou prefixo, ex: '8517' ou '85'.
flowNoSentido do fluxo. Default: import.
limitNoMaximo de linhas (default 50, max 500).
yearsNoAnos, ex: [2025, 2026].
monthsNoMeses 1-12. Vazio = todos.
channelNoCanal corrigido. 'air' = modal aereo despachado em aeroporto. 'air_declared_at_port' expoe o bloco contaminado, para inspecao.
group_byNoDimensoes de agrupamento. Default: ['year'].
countriesNoCodigo, nome (PT/EN) ou ISO3. Ex: ['160'] ou ['China'].

TDQS

A3.5/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations provided, the description carries the full burden. It discloses significant behavioral details: the 'air' channel is corrected by dispatch point because the dataset's modal field is contaminated and should not be used raw, and the response always includes applicable caveats and file provenance. This is valuable transparency about data quality and output structure. It does not cover all typical behaviors (e.g., read-only nature, pagination, rate limits), but the critical data correction and output caveat information is highly informative.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise, two sentences, and front-loaded with the main purpose. The first sentence states the core function, filters, and grouping; the second adds critical caveats about channel correction and response contents. There is no fluff, and the structure is efficient. It earns a 4 rather than 5 because it could be slightly more structured with bullets, but it is already clear and compact.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the complexity of 8 parameters (all optional) and no output schema, the description covers key aspects: it specifies the metrics returned, the correction for the 'air' channel, and that responses always include caveats and file provenance. This is fairly complete for a data retrieval tool. However, it does not mention typical response format details (e.g., units, pagination, or whether results are aggregated by default), and it omits any prerequisites like authentication. These are minor gaps but not critical.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so all 8 parameters already have explanatory text in the schema. The description text itself does not add new semantics for parameters beyond what the schema provides, even though the channel parameter's complex behavior is fully explained in the schema. According to the rubric, when schema coverage is high, the baseline is 3, and the description adds no additional value here.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool provides Brazil foreign trade flow data (value, weight, and value density) from official Comex Stat microdata, including filters and grouping. It mentions the specific resource and the metrics returned, making the purpose evident. It lacks an explicit verb like 'retrieve' but the noun-based phrasing is still clear. It is distinguishable from siblings, which focus on freight, code resolution, and caveats.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description does not mention when to use this tool versus the sibling tools (comex_data_caveats, comex_freight_cost, comex_resolve_code). It provides no explicit conditions for selecting this tool over alternatives, nor any 'when not to use' guidance. The only implicit hint is that it covers trade flows, but that is not sufficient for guiding tool selection.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 4 tool updatesv0.1.0
    • First observedcomex_data_caveats
    • First observedcomex_freight_cost
    • First observedcomex_resolve_code
    • First observedcomex_trade_flow

TDQS

A3.9/5.0

Scored across 4 tools

Disambiguation5/5

The four tools have clearly distinct purposes: trade flow provides aggregated trade metrics, caveats explains data quality issues, freight cost focuses specifically on freight/insurance, and resolve_code handles code translation. There is no ambiguity in their scopes, and each tool addresses a separate aspect of working with the Comex Stat dataset.

Naming Consistency4/5

All tools share the consistent 'comex_' prefix, which helps identify the server's domain. However, the naming patterns vary: three use noun phrases (trade_flow, data_caveats, freight_cost) while one uses a verb (resolve_code). This is a minor deviation, but the uniform prefix and clear terminology keep the set predictable.

Tool Count5/5

With only four tools, the server is tightly scoped to the essential needs of querying Comex Stat data and understanding its caveats. Each tool is necessary and covers a distinct functional area, so the count is well-suited for the server's purpose without unnecessary bloat or trivial additions.

Completeness4/5

The tools cover the core workflows: querying trade flow, obtaining freight cost details, validating data quality through caveats, and resolving official codes. A minor gap is that freight data is only available for imports, but this is clearly stated and not a flaw in the tool design. Overall, the surface is sufficient for common analytical tasks.

Maintenance

ActivitySlowing
ResponsivenessNo issues

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