MCP-сервер Datronis

• Имя в реестреcom.datronis/mcpподтверждён в реестре MCP

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

• Состояниеотвечаетпроверено 2026-10-24
• Инструменты49
• Сервер называет себяDatronis
• Версия сервера1.0.0
• Версия протокола2025-06-18

2026-10-24 сервер ответил на initialize и tools/list без входа. Первый ответ за 537 мс.

• Инструменты делают find openings across several job job boards; build forms for surveys and registrations, но не track stock reorder dates for a shop.
• Проверок пока 4 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 4
• Что агент может с ним сделать2 из 3 сценариев
• Отвечалидёт замерпроверок пока 4, долю покажем после 7
• Медиана первого ответа733 мс
• Место в контексте агента≈ 17 337 токеновописания всех инструментов (49), они занимают контекст агента на каждом ходу
• Описания инструментовA · 90 из 100
• Типизированные ответы0 из 49 инструментовобъявлен outputSchema: ответ приходит с типами и читается сразу

• Параметры без описания: в 13 из 49
• Не сказано, только читает инструмент или может удалять: 15 из 49

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 (25%), делает ли работу продукта (25%), описания (20%), контекст (10%), использование (10%) и насколько просто подключиться (10%). Незамеренная часть не учитывается, а скрытая инструкция ограничивает оценку 40 баллами. Состояние MCP-серверов вендоров: методика и цифры →

• search_jobs

  Search job listings by keyword, location, type, or remote policy. Returns paginated results with title, company, salary, and application URL.

• get_job

  Get full details of a job listing by its slug or ID, including description, requirements, company info, and application link.

• get_news

  Fetch the latest news articles. Optionally filter by category, locale, or title keyword. Returns title, summary, publication date, and URL.

• get_categories

  List all content categories available on the platform (for filtering news, jobs, etc.).

• search_companies

  Search companies on the platform. Returns company name, industry, location, size, website, and open roles count.

• get_platform_stats

  Get high-level statistics about the Datronis platform: total active jobs, jobs indexed in the last 7 days, companies, countries represented, news articles, and users.

• apply_to_job

  Submit a job application on behalf of the authenticated user. Requires a personal access token (generate one at /app/api-keys/). A resume is mandatory: if no resume_id is given, the user's default (or most recently updated) resume is used…

• list_my_resumes

  List the authenticated user's saved resumes. Requires a personal access token (generate one at /app/api-keys/).

• get_my_applications

  Check the status of the authenticated user's job applications. Requires a personal access token (generate one at /app/api-keys/).

• draft_news

  Draft and publish a news article. Open to anyone with a Datronis account — the personal access token is for rate-limiting and audit, not permission-gating. Always drafted in English first; an automated safety classifier must return…

• resubmit_news

  Revise and reclassify a news article that draft_news (or a previous resubmit_news call) rejected as "flagged". Every call is its own fully logged classification attempt against the news_id's audit trail — never a silent status flip…

• get_missing_news_translations

  List published English news articles and which locale codes they are still missing a translation for. Pass locale to focus on one language at a time. Use this to find work for submit_news_translation — this tool only reports gaps, it…

• submit_news_translation

  Publish your own translation of an already-published English article into a new locale. Unlike draft_news's target_locales (which asks Datronis's own server to translate it), the translated title/body you pass here is published as-is…

• admin_create_news

  Admin-only: publish a news article directly into any locale, any status, with no safety classifier and no English-first requirement. Requires an api_key belonging to an admin account — a valid but non-admin key is rejected. For non-admin…

• admin_edit_news

  Admin-only: edit any existing news article — title, body, category, or published status — regardless of who created it or what locale it is in. Requires an api_key belonging to an admin account. Unlike resubmit_news, there is no ownership…

• admin_translate_news

  Admin-only: durably queue server-generated translations for an existing published news article. Pass target_locales for selected languages, or omit it to fill every missing locale across all 24 supported languages. Existing translations…

• admin_get_news_translation_status

  Admin-only: inspect translation coverage and durable queue state for a news article. Returns existing locale rows, missing locale codes, per-locale QUEUED/PROCESSING/COMPLETED/FAILED jobs, and complete=true only when all 24 languages exist.

• create_resume

  Create a new resume for the authenticated user by directly specifying its content — name, headline, summary, contact info, work experience, education, skills, projects, certificates. Unlike the human resume builder at…

• update_resume

  Update an existing resume's content and/or metadata (title, locale, status, default flag). By default this merges: fields you omit stay as they are, and any section array you DO send (experiences, education, skills, projects…

• list_memo_decks

  List the authenticated user's Memo flashcard decks with card counts, how many cards are due today, and each deck's front/back language. Requires a personal access token with the "memo" scope.

• create_memo_deck

  Create a new Memo flashcard deck, optionally with its first cards (up to 200). For language learning set front_lang/back_lang (BCP-47, e.g. "es-ES" / "en-US") so the user hears correct free text-to-speech in the browser. Requires a…

• update_memo_deck

  Rename or restyle a Memo deck, or change its front/back language. Only fields you pass change. Requires a personal access token with the "memo" scope.

• list_memo_cards

  List or search flashcards. With deck_id: that deck's cards (newest first). With only a query: search across all the user's decks — use this to find "the card about X" before editing or reviewing it. Every card includes `schedule`: stage…

• get_memo_card

  Get one flashcard and exactly where it sits in its spaced-repetition cycle: stage, step (consecutive successful recalls), interval, ease, next due date, lapses, its position in the deck's study queue (queue_position of queue_size), and…

• add_memo_cards

  Add 1–500 flashcards to a deck in one call, or update existing ones. mode "add" (default) skips exact duplicates (same front AND back, ignoring case and spacing), so re-sending a list is safe; mode "update" overwrites the answer of cards…

• export_memo_deck

  Export every card of a deck (front, back, hint, tags) plus the deck's settings as JSON — for a backup, for converting the deck to another format for the user, or for copying it elsewhere. The same shape can be imported back with…

• update_memo_card

  Edit a flashcard's front, back, hint or tags. Only fields you pass change; the card keeps its review schedule. Requires a personal access token with the "memo" scope.

• get_memo_study_queue

  Get the cards due today (reviews first, then new cards) so you can quiz the user in chat: show the front, let them answer, reveal the back, then call review_memo_card with how well they did. Requires a personal access token with the…

• review_memo_card

  Record the user's answer to a flashcard and reschedule it (SM-2 spaced repetition) — exactly the same as rating it in the web app, and it counts toward their activity calendar and streak. Also use this when the user says they already know…

• get_memo_activity

  The user's study activity per day (reviews, correct answers, cards added), current and longest streak, and retention %. Use it to encourage them or to say which days they studied. Requires a personal access token with the "memo" scope.

• list_forms

  List the user's Datronis forms (and forms shared with them) with status, mode, response counts and public links. Requires a personal access token with the "forms" scope.

• get_form

  Get one form: its questions (with block ids for update_form), logic, theme, settings, validation issues and public link. Requires the "forms" scope.

• create_form

  Create a form (as a draft). Give a plain-language description and Datronis designs the questions, or pass exact questions, or start from a template. The form is checked like any human-made form and cannot ask for passwords, card numbers…

• update_form

  Edit a form's draft with a list of operations (add/update/remove/move questions, set title/theme/layout). All-or-nothing; returns the updated form and validation issues. Requires the "forms" scope.

• publish_form

  Publish the current draft so respondents see it, returning the public link. If the change affects questions that already have answers, it is refused unless confirm_data_impact is true. Requires the "forms" scope.

• set_form_status

  Close a published form (stop accepting responses) or reopen it. Requires the "forms" scope.

• list_form_responses

  List submitted responses to a form (answers keyed by block id; get_form maps ids to questions). Reviewers only see responses assigned to them; blind review hides identities. Requires the "forms" scope.

• get_form_response

  Get one response with answers, score, files (short-lived download links), reviews and pipeline stage. Requires the "forms" scope.

• get_form_summary

  Aggregated results per question (counts, averages, NPS, rankings incl. instant-runoff winners) plus views, completion rate and the drop-off funnel. Requires the "forms" scope.

• get_form_insights

  AI insights on a form's responses: a summary, main themes with verbatim quotes, mood and suspicious responses. Sensitive answers are never analysed. Requires the "forms" scope.

• update_form_response

  Manage a response: move it to a pipeline stage (moves its Kanban card too), tag, star or add private notes. Requires the "forms" scope.

• review_form_response

  Fill in or update your interview/application scorecard for a response. Requires the "forms" scope.

• export_form_responses

  Export all responses as CSV text or JSON (up to 2,000 rows here; use the web app for larger exports and Excel). Requires the "forms" scope.

• list_diagrams

  List the authenticated user's saved diagrams (name, theme, public flag, timestamps — not the full Mermaid source; call get_diagram for that). Requires a personal access token with the "diagram" scope.

• get_diagram

  Get one diagram's full Mermaid source, theme, Global Settings, and node overrides. Requires a personal access token with the "diagram" scope.

• create_diagram

  Create a new diagram from Mermaid source — flowcharts, sequence diagrams, mind maps, ER diagrams, Gantt charts, and anything else Mermaid supports. Requires a personal access token with the "diagram" scope.

• update_diagram

  Update a diagram: rename it, replace its Mermaid source entirely, change its theme or Global Settings, or set its node overrides. Only fields you pass change — to edit the diagram's content, pass the complete new `code`, not a fragment…

• delete_diagram

  Permanently delete a diagram. Cannot be undone. Requires a personal access token with the "diagram" scope.

• duplicate_diagram

  Copy an existing diagram (including one that is public but not yours) into a new diagram you own. Requires a personal access token with the "diagram" scope.