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Find tutors in Kazakhstan on tutors.kz and send a lesson request. Russian and Kazakh.

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Status
Healthy
Last Tested
Transport
Streamable HTTP · MCP 2025-11-25
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TDQS

A4.3/5.0

Scored across 4 tools

Disambiguation4/5

search_tutors and get_tutor have clearly separate roles, and the descriptions explicitly cross-reference each other to prevent misselection. However, two of the four tools (submit_request, add_request_details) are declared off-limits to the model, so an agent sees tools it is told not to call, which muddies the actionable surface.

Naming Consistency5/5

All four names follow a consistent snake_case verb_noun pattern: search_tutors, get_tutor, submit_request, add_request_details. The vocabulary (request/tutor) is reused predictably across the lifecycle.

Tool Count3/5

Four tools is thin, and effectively only two (search_tutors, get_tutor) are callable by the agent, since the other two are form-only. The count is defensible for a narrow directory service but leaves little room for the booking lifecycle.

Completeness3/5

Search plus detail plus a two-step booking flow covers the core journey, but there is no tool exposing valid filter enumerations (subjects, cities, exams, languages), forcing trial and error despite the 'only use values from the enumeration' instruction. No way to check request status or list reference data either.

Available Tools

4 tools
add_request_detailsДополнить заявкуAInspect

Вызывается только формой карточки: дописывает детали к заявке, которую только что создал submit_request, один раз и не позже чем через 30 минут. Модель этот инструмент не вызывает. Ответ — «детали добавлены», «детали уже добавлены», «ничего не добавлено» или «время вышло».

NameRequiredDescriptionDefault
dYesПропуск на дополнение из ответа submit_request; его получает карточка, а не модель.
localeYesЯзык ответа: ru или kk.
commentNoКомментарий для репетитора: цель, уровень, удобное время.
frequencyNoЗанятий в неделю: weekly1 — одно, weekly2 — два, weekly3 — три, weekly3plus — больше трёх.
lesson_countNoСколько занятий нужно, своими словами: например, «8 занятий» или «до экзамена».
contact_methodNoКак удобнее связаться: whatsapp, phone — звонок, telegram.

TDQS

A4.6/5.0
Behavior5/5

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

Annotations only declare a non-read-only, non-destructive, closed-world mutation. The description adds what annotations cannot: a one-shot idempotency rule, a 30-minute expiry window, dependence on a token from a prior submit_request call, and the exact set of outcome messages ('уже добавлены', 'ничего не добавлено', 'время вышло'). Nothing here contradicts the annotations.

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?

Four tight sentences, front-loaded with the caller restriction, which is the most decision-relevant fact. The enumerated response strings are slightly list-heavy but each conveys a distinct terminal state an agent must interpret.

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

Completeness5/5

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

With no output schema, the description compensates by enumerating every possible response. Combined with the caller restriction and validity window, an agent has everything needed to decide not to call it and to interpret the result if surfaced.

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%, with the `d` pass, enum values, and maxLengths all documented in the schema itself, so baseline is 3. The description reinforces that `d` comes from submit_request's response and is delivered to the card rather than the model, but adds no field-level detail beyond that.

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?

Names a specific verb and resource ('дописывает детали к заявке') and ties it to the sibling tool that creates the request ('которую только что создал submit_request'), so an agent can distinguish it from submit_request at a glance. It also states outright who invokes it ('Вызывается только формой карточки... Модель этот инструмент не вызывает').

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

Usage Guidelines5/5

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

Gives explicit preconditions: only from the card form, only for the request just created by submit_request, only once, and within 30 minutes. It also states the negative case for the current caller ('Модель этот инструмент не вызывает'), which is exactly the routing decision an agent needs.

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

get_tutorАнкета репетитораA
Read-only
Inspect

Показывает одну анкету репетитора tutors.kz так, как её видит посетитель сайта: о себе, предметы, все цены с единицами, образование, проверены ли документы и принимает ли анкета заявки сейчас. Слаг берите из ответа search_tutors и не угадывайте: на незнакомый слаг ответ — «Анкета не найдена». Подобрать репетиторов по условиям — это search_tutors, а не этот инструмент. Записаться можно кнопкой в карточке или на странице анкеты.

NameRequiredDescriptionDefault
slugYesСлаг анкеты из ответа search_tutors, например aigul.
localeNoЯзык ответа: ru или kk. Без него берётся язык разговора.

TDQS

A4.6/5.0
Behavior4/5

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

The annotations already declare readOnlyHint=true and destructiveHint=false, so the safety profile is covered. The description adds useful behavior beyond that: the response is the public visitor view, includes specific profile fields, and returns “Анкета не найдена” for an unknown slug. It does not discuss auth or rate limits, but the read-only, closed-world annotations reduce the need for that detail.

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 and compact: the main purpose comes first, followed by slug sourcing and the sibling alternative. The final sentence about booking via a button on the card or profile page is more product context than tool-invocation guidance, so it is slightly extraneous but not harmful.

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

Completeness5/5

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

There is no output schema, so the description carries the return-value burden, and it does enumerate the key returned data: about, subjects, prices with units, education, document verification, and whether the profile currently accepts requests. Combined with the slug guidance and not-found behavior, this is sufficient for correct invocation.

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 description coverage is 100%, so both parameters are already documented, including the locale enum and default behavior. The description adds meaning beyond the schema by requiring the slug to come from search_tutors, warning against guessing, and specifying the not-found outcome. The locale parameter is left to the schema, which is adequate.

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 and resource: it shows one tutor profile from tutors.kz as a site visitor sees it, and it enumerates the profile content. It also explicitly distinguishes this from search_tutors, so an agent can tell the two apart without opening either schema.

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

Usage Guidelines5/5

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

It gives explicit usage conditions: take the slug from search_tutors and do not guess it, and use search_tutors rather than this tool to find tutors by criteria. It also names the not-found response for an unknown slug. The main alternative is clearly routed.

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

search_tutorsНайти репетитораA
Read-only
Inspect

Подбирает до 6 опубликованных анкет репетиторов tutors.kz по предмету, экзамену, городу, формату занятий, языку и верхней цене «от». По каждой анкете отвечает слагом, именем, коротким описанием, предметами, экзаменами, городами, форматами, языками, ценой «от» с её единицей, отметкой о проверенных документах и ссылкой; всего найдено — числом. Подробности одной анкеты — о себе, все цены, образование — даёт get_tutor по слагу из этого ответа. Анкеты идут по полноте заполнения. Записаться к репетитору можно кнопкой в карточке или на странице анкеты. Если по условиям никого нет, ответ подскажет, что ослабить. Все параметры необязательны; значение берите только из перечисления, незнакомое ответ отклонит.

NameRequiredDescriptionDefault
cityNoГород. Допустимо: aksaj — Аксай; aktau — Актау; aktobe — Актобе; almaty — Алматы; astana — Астана; atyrau — Атырау; karaganda — Караганда; kokshetau — Кокшетау; kostanaj — Костанай; kyzylorda — Кызылорда; pavlodar — Павлодар; petropavlovsk — Петропавловск; semej — Семей; taldykorgan — Талдыкорган; taraz — Тараз; temirtau — Темиртау; turkestan — Туркестан; uralsk — Уральск; ust-kamenogorsk — Усть-Каменогорск; shymkent — Шымкент.
examNoЭкзамен. Допустимо: wood — ВОУД; vpr — ВПР; gve — ГВЭ; dvi — ДВИ; ege — ЕГЭ; ent — ЕНТ; izuchenie-yazyka-dlya-zhizni — Изучение языка; final-sobesed — Итоговое собеседование; final-essay — Итоговое сочинение; ktl — КТЛ; modo — МОДО; nis — НИШ; oge — ОГЭ; olympics — Олимпиады; rfmsh — РФМШ; sor-soch — СОР/СОЧ; ct — ЦТ; a-level — A-Level; a2-key — A2 Key; act — ACT; ap-english — AP English; b1-preliminary — B1 Preliminary; b2-first — B2 First; bec — BEC; bmat — BMAT; bulats — BULATS; c1-advanced — C1 Advanced; c2-proficient — C2 Proficient; celi — CELI/CILS; celta — CELTA; dele — DELE; delf — DELF/DALF; delta — DELTA; det — Duolingo English Test; gmat — GMAT; goethe%e2%80%91zertifikat — Goethe‑Zertifikat; gre — GRE; hsk — HSK; ib — IB; icfe — ICFE; ielts — IELTS; ilec — ILEC; imat — IMAT; jlpt — JLPT; lcci — LCCI; linguaskill — Linguaskill; lsat — LSAT; nuet — NUET; osd — ÖSD; pisa — PISA; pte-academy — PTE Academic; sat — SAT; siele — SIELE; ssat — SSAT; tef — TEF; tkt — TKT; toefl — TOEFL; toeic — TOEIC; tomer — TOMER; topik — TOPIK; torfl — TORFL; yct — YCT; yle — YLE; yos-yos — YOS/YÖS.
formatNoФормат занятий. Допустимо: at-tutor-home — Дома у репетитора; at-student-home — Дома у ученика; online — Онлайн.
localeNoЯзык ответа: ru или kk. Без него берётся язык разговора.
subjectNoПредмет. Допустимо: english-language — Английский язык; arabskij-yazyk — Арабский язык; afrikans — Африкаанс; biologiya — Биология; geografiya — География; gitara — Гитара; informatika — Информатика; ispanskij-yazyk — Испанский язык; istoriya — История; italyanskij-yazyk — Итальянский язык; kazahskij-yazyk — Казахский язык; kitajskij-yazyk — Китайский язык; korejskij-yazyk — Корейский язык; latyn — Латынь; literatura — Литература; matematika — Математика; muzyka — Музыка; nemeczkij-yazyk — Немецкий язык; obshestvoznanie — Обществознание; osnovy-prava — Основы права; persidsky-yazyk — Персидский язык; podgotovka-k-shkole — Подготовка к школе; portygalsky-yazyk — Португальский язык; proforientacziya — Профориентация; russkij-yazyk — Русский язык; sanskrit — Санскрит; solfedzhio — Сольфеджио; tureczkij-yazyk — Турецкий язык; uzbeksky-yazyk — Узбекский язык; fizika — Физика; fortepiano — Фортепиано; franczuzskij-yazyk — Французский язык; himiya — Химия; cheshskij-yazyk — Чешский язык; shahmaty — Шахматы; yaponsky-yazyk — Японский язык.
languageNoЯзык занятий. Допустимо: speaking-language-english — На английском языке; speaking-language-kazakh — На казахском языке; speaking-language-russian — На русском языке.
max_priceNoВерхняя цена «от» в тенге. Сравнивается с наименьшей ценой анкеты в любой её единице: за час, за занятие или за месяц; единица каждой анкеты указана в ответе, называйте цену вместе с ней. Анкеты без цены в такую подборку не попадают.

TDQS

A4.4/5.0
Behavior5/5

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

Annotations already cover read-only/non-destructive/closed-world, and the description adds genuinely new behavior: a hard cap of 6 results, ordering by profile completeness, rejection of unknown enum values, exclusion of price-less profiles under max_price, and the empty-result remediation hint. The return-field inventory is also disclosed even though no output schema exists.

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?

Purpose and scope are front-loaded in the first clause, and the details-tool routing follows immediately. It runs long as a single dense paragraph, and the booking-button sentence is tangential to tool selection, but no sentence is empty filler.

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

Completeness5/5

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

With no output schema, the description supplies the return shape (slug, name, description, subjects, exams, cities, formats, languages, price with unit, verified-documents flag, link, total count) and the result cap and ordering. Combined with the explicit sibling handoff for detail retrieval, nothing an agent needs to call this correctly is missing.

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% and every enum parameter already documents its allowed values and meanings, so the schema carries the semantics. The description only adds that all parameters are optional and must come from the enums, plus a restatement of the max_price 'от' comparison already present in the schema. Baseline 3 is appropriate.

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?

States a specific verb and resource — selects up to 6 published tutor profiles on tutors.kz — and enumerates the filter axes (subject, exam, city, format, language, max price). It also explicitly separates itself from the sibling get_tutor by naming what the latter returns. An agent can distinguish it from every listed sibling without opening a schema.

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?

Explicitly routes detailed single-profile lookups to get_tutor using the slug from this response, and explains the empty-result path (the response suggests what to relax). It also says all parameters are optional and that only enum values are accepted. It lacks an explicit negative case (e.g., when not to search at all), so it falls short of a full 5.

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

submit_requestЗаписаться к репетиторуA
Destructive
Inspect

Вызывается только формой карточки после нажатия пользователем кнопки записи: создаёт заявку и запускает уведомление репетитору. Отправленное уведомление нельзя отозвать. Модель этот инструмент не вызывает и ключей формы не получает. Ответ — «заявка отправлена» или «уже оставляли заявку», при отказе — текст отказа формы сайта. Заявка состоит из двух шагов: чтобы дозаполнить её, вызывается add_request_details.

NameRequiredDescriptionDefault
slugYesСлаг анкеты, к которой записывается пользователь.
phoneYesНомер телефона, как его ввели в форму.
tokenYesКлюч формы из результата get_tutor; его получает карточка, а не модель.
localeYesЯзык ответа и текста отказа: ru или kk.
companyNoКомпания или организация, от имени которой оставлена заявка.
consentYesВерсия текста согласия, под которым пользователь нажал кнопку записи.
rendered_atYesСлужебное значение формы из того же ключа, что token.
student_nameYesИмя ученика или родителя, как его ввели в форму.
lesson_formatNoФормат занятий: online — онлайн, atStudent — у ученика, atTutor — у репетитора.

TDQS

A4.6/5.0
Behavior5/5

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

Beyond the annotations, the description discloses the irreversible consequence (the sent notification cannot be recalled — consistent with destructiveHint=true), the side effect of notifying the tutor, the fact that the model never receives the form keys, and the three possible response outcomes including a site-level refusal text. This is exactly the behavioral context that annotations alone cannot convey.

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 invocation constraint and irreversibility warning are front-loaded, and each sentence carries information. It is slightly denser than needed — the key-provenance point is restated in the description and in the schema — but there is no filler.

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

Completeness5/5

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

The description covers the two-step request flow, the tool's position as step one, its trigger conditions, and its full set of responses; with no output schema, this is the only place return values are described and it does so adequately. Nothing an agent needs to reason about or route away from this tool is missing.

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 the schema already documents all nine parameters, including enums for locale and lesson_format. The description adds only the provenance of the form-key parameters (token/rendered_at come from the card, not the model), which is partially restated from the schema itself, so the baseline 3 applies.

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 the specific verb and resource — creating a booking request (заявка) and triggering a tutor notification — plus where it originates (the card form's booking button). It also names the sibling add_request_details as the second step, allowing an agent to separate the two without reading either schema.

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

Usage Guidelines5/5

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

The trigger condition is explicit and narrow ("Вызывается только формой карточки после нажатия пользователем кнопки записи"), and it explicitly states the negative case ("Модель этот инструмент не вызывает и ключей формы не получает"). The alternative for completing the same request is named with its role.

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. 2 tool updates
    • Changedadd_request_details6 fields changed
      • addedInput schema / properties / comment / description
        Added value: +"Комментарий для репетитора: цель, уровень, удобное время."
      • addedInput schema / properties / contact_method / description
        Added value: +"Как удобнее связаться: whatsapp, phone — звонок, telegram."
      • addedInput schema / properties / d / description
        Added value: +"Пропуск на дополнение из ответа submit_request; его получает карточка, а не модель."
      • addedInput schema / properties / frequency / description
        Added value: +"Занятий в неделю: weekly1 — одно, weekly2 — два, weekly3 — три, weekly3plus — больше трёх."
      • addedInput schema / properties / lesson_count / description
        Added value: +"Сколько занятий нужно, своими словами: например, «8 занятий» или «до экзамена»."
      • addedInput schema / properties / locale / description
        Added value: +"Язык ответа: ru или kk."
    • Changedsubmit_request9 fields changed
      • addedInput schema / properties / company / description
        Added value: +"Компания или организация, от имени которой оставлена заявка."
      • addedInput schema / properties / consent / description
        Added value: +"Версия текста согласия, под которым пользователь нажал кнопку записи."
      • addedInput schema / properties / lesson_format / description
        Added value: +"Формат занятий: online — онлайн, atStudent — у ученика, atTutor — у репетитора."
      • addedInput schema / properties / locale / description
        Added value: +"Язык ответа и текста отказа: ru или kk."
      • addedInput schema / properties / phone / description
        Added value: +"Номер телефона, как его ввели в форму."
      • addedInput schema / properties / rendered_at / description
        Added value: +"Служебное значение формы из того же ключа, что token."
      • addedInput schema / properties / slug / description
        Added value: +"Слаг анкеты, к которой записывается пользователь."
      • addedInput schema / properties / student_name / description
        Added value: +"Имя ученика или родителя, как его ввели в форму."
      • addedInput schema / properties / token / description
        Added value: +"Ключ формы из результата get_tutor; его получает карточка, а не модель."
  2. 4 tool updates
    • First observedadd_request_details
    • First observedget_tutor
    • First observedsearch_tutors
    • First observedsubmit_request

Publisher details

Operator
Tutors.kz
Vendor relationship
First-party
Trust center
Not applicable
Restrictions
Not applicable

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