MCP-сервер AiSeek

• Имя в реестреdev.aiseek/aiseekподтверждён в реестре MCP

Имя в реестре лежит в пространстве aiseek.dev. Реестр пускает в такое пространство только того, кто доказал владение доменом через DNS или HTTP.

• Состояниеотвечаетпроверено 2026-10-24
• Инструменты16
• Сервер называет себяaiseek
• Версия сервера2.0.0
• Версия протокола2025-06-18

2026-10-24 сервер ответил на initialize и tools/list без входа. Первый ответ за 210 мс.

• Инструменты делают Read a daily brief of market and economic changes, но не Follow companies and get alerts on important changes.
• Проверок пока 3 из 7, нужных, чтобы судить о надёжности.

Вывод сделан правилами по замерам выше. Вероятный первый вызов выбрала модель по списку инструментов: прочитайте описание, прежде чем на него полагаться.

• Оценка INITE MCPчерез неделюдля оценки нужно 7 ежедневных проверок, пока 3
• Что агент может с ним сделать1 из 2 сценариев
• Отвечалидёт замерпроверок пока 3, долю покажем после 7
• Медиана первого ответа666 мс
• Место в контексте агента≈ 6 464 токеновописания всех инструментов (16), агент держит их в контексте на каждом ходу
• Описания инструментовA · 100 из 100
• Типизированные ответы16 из 16 инструментовобъявлен outputSchema: ответ приходит с типами и читается сразу

• Все инструменты проходят все шесть проверок.

Программа проверяет сервер раз в день: initialize и tools/list, без модели. Токены - это длина описаний из расчёта примерно четыре символа на токен. Оценка - среднее шести проверок имени, описания, схемы и аннотаций каждого инструмента. Она говорит, насколько понятно описаны инструменты, а не о том, работают ли они. Оценка складывается только из замеренного: отвечает ли сервер (30%), делает ли работу продукта (25%), описания (20%), контекст (10%) и использование (15%). Незамеренная часть не учитывается, а скрытая инструкция ограничивает оценку 40 баллами. Состояние MCP-серверов вендоров: методика и цифры →

• list_changes

  List the newest published changes on AiSeek (verified changes in economy, markets, policy, technology, companies and science), newest first, 20 per page. Use it to see what is new; to look for a subject, company or country use…

• search_changes

  Search published changes by words, ranked by relevance, best first, not by time. Use it to find changes about a company, country, subject or name; to browse what is newest use list_changes, for a curated subject use get_topic, for a…

• get_change

  Get one published change with its scores, main subject and every outlet that reported it (name, link, date, evidence level, role). Use it after list_changes, search_changes or get_topic to see who reported a change; for its receipts and…

• list_topics

  List AiSeek's published topics: curated subjects (a technology, an industry, a policy area) that group related changes, with their counts for the last 90 and 7 days and their newest change. Use it to browse by subject or category and to…

• get_topic

  Get one published topic and up to 50 of its published changes from the last 90 days, most relevant first. Use it after list_topics to read what is happening in a subject; for words that are not a topic use search_changes, for the newest…

• list_countries

  List every country and territory AiSeek places changes in, with its name, its number of published changes in the last 7 days and its Change Heat on the last day. Use it to get all country codes at once or to see which countries have news…

• get_country_heat

  Get SeekEarth's Change Heat per country: how much verified change each country had against its own recent normal, 0 to 100, where 50 is an ordinary day; it measures change, never danger or instability. Use it to see where things are…

• list_scheduled_events

  List scheduled decisions and releases in a time range, in time order: central-bank decisions, statistics, earnings, rule effective dates, comment deadlines, trade measures, filings, meetings, votes, launches and speeches. Use it for what…

• search_companies

  Search AiSeek's public companies by name, alias or ticker and return up to 10 matches, most active first, each with its slug, home country, listings and page url. Use it to find a company's slug for get_company; for news about a company…

• get_company

  Get a company's AiSeek profile: name, home country, legal name, website, listings, description, recent published changes, the facts AiSeek states about it and its relations to other entities. Use it after search_companies. Do not use it…

• get_latest_brief

  Get the latest brief: AiSeek's own summary of a period's changes, grouped by section, each item linking to its page. Use it for a digest; for the raw newest-first list use list_changes, for a subject get_topic or search_changes…

• get_receipt

  Get one SeekTrace evidence receipt: the immutable record of how AiSeek assessed one claim (class FACT, SUPPORTED or HYPOTHESIS, statuses, valid time, evidence links and digests, independence counts, parent receipt, sha256 digest). A…

• verify_receipt

  Verify a receipt: recompute its digest from the stored record and report ok, digestMatches, canonicalForm, columnsMatch, evidenceRowsMatch and any problems. ok true means the record is unchanged since it was written. A receipt records an…

• get_change_history

  Get how AiSeek's evidence record for one published change developed: its receipts per claim, newest first, each naming its parent so the revision chain reads from the list, and the change as first published when the plan reaches that…

• list_corrections

  List public corrections about published content, newest first: changes taken down, and changes or dossiers whose evidence was corrected and is under review or was resolved in the last 30 days. Use it to check whether something you read…

• get_earth_view

  Get SeekEarth for one place and moment: the published changes placed there, the Change Heat of its countries, and the Earth's layer items in force (disaster alerts, cyclones, official warnings, conflict, outbreaks, river levels and more)…