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Odoo MCP Server

by erpipe-org

Odoo MCP

Odoo MCP превращает базу данных Odoo в сервер протокола Model Context Protocol. Он создан для локальных агентов, IDE и инструментов автоматизации, которым нужен реальный контекст Odoo без написанных вручную скриптов или небезопасного прямого доступа на запись.

Он использует XML-RPC для Odoo 16-18 и External JSON-2 для Odoo 19. Он предоставляет компактную поверхность MCP с инструментами чтения, диагностики, обнаружения схемы, помощниками по миграции, сканированием локальных аддонов и контролируемым рабочим процессом записи.

Основные возможности

Возможность

Что вы получаете

22 MCP-инструмента

Чтение записей, проверка схемы, создание доменов, сканирование аддонов, диагностика вызовов, правила доступа и проверка записей.

5 агентских промптов

Повторно используемые рабочие процессы для неудачных вызовов, анализа соответствия (fit/gap), миграции JSON-2, безопасной записи и аудита модулей.

Поддержка Odoo 16-19

XML-RPC по умолчанию, JSON-2 по выбору для Odoo 19.

Потоковый HTTP

Поддержка локального HTTP/SSE для клиентов, которые не используют stdio.

Безопасная запись

Прямые create, write и unlink заблокированы; одобренные записи требуют актуальных метаданных, токена той же сессии, явного подтверждения и шлюза окружения.

Реальные дымовые тесты

Валидация Docker Compose запускает временные стеки Odoo 16.0, 17.0, 18.0 и 19.0, включая ограниченных пользователей, пользовательские правила записей и установку/обновление упакованных XML-аддонов.

Related MCP server: odoo-mcp

Установка

pip install odoo-mcp

Для локальной разработки:

git clone https://github.com/tuanle96/mcp-odoo.git
cd mcp-odoo
uv sync --extra dev

Настройка

Установите значения подключения в окружении:

export ODOO_URL="https://your-odoo-instance.com"
export ODOO_DB="your-database"
export ODOO_USERNAME="your-user"
export ODOO_PASSWORD="your-password-or-api-key"
export ODOO_TRANSPORT="xmlrpc"

Для Odoo 19 JSON-2:

export ODOO_TRANSPORT="json2"
export ODOO_API_KEY="your-odoo-api-key"
export ODOO_JSON2_DATABASE_HEADER="1"

ODOO_JSON2_DATABASE_HEADER=1 отправляет X-Odoo-Database при вызовах JSON-2. Установите значение 0 только в том случае, если маршрутизация хоста или dbfilter уже выбирает нужную базу данных.

Вы также можете использовать odoo_config.json:

{
  "url": "https://your-odoo-instance.com",
  "db": "your-database",
  "username": "your-user",
  "password": "your-password-or-api-key"
}

Запуск

Запустите MCP-сервер через stdio:

odoo-mcp

или:

python -m odoo_mcp

Запустите потоковый HTTP для локальных клиентов:

odoo-mcp --transport streamable-http --host 127.0.0.1 --port 8000 --path /mcp

Нелокальные HTTP-привязки отклоняются, если вы не передадите --allow-remote-http или не установите MCP_ALLOW_REMOTE_HTTP=1. Этот сервер не включает встроенную HTTP-аутентификацию. Размещайте удаленные HTTP-развертывания за собственной аутентификацией, TLS и сетевой политикой.

Проверьте состояние среды выполнения без запуска цикла сервера:

odoo-mcp --health

MCP-инструменты

Инструмент

Назначение

execute_method

Выполнение проверенного метода модели. Прямые create, write и unlink заблокированы. Методы с побочными эффектами требуют точного списка разрешенных или ODOO_MCP_ALLOW_UNKNOWN_METHODS=1.

list_models

Список технических имен и меток моделей Odoo.

get_model_fields

Чтение метаданных полей для одной модели.

search_records

Выполнение ограниченного поиска search_read только для чтения.

read_record

Чтение одной записи по модели и ID.

search_employee

Поиск сотрудников по имени.

search_holidays

Поиск записей об отпусках по диапазону дат.

diagnose_odoo_call

Диагностика вызова модели без его выполнения.

diagnose_access

Диагностика видимости ACL и правил записей для текущих учетных данных Odoo.

inspect_model_relationships

Группировка полей связей, обязательных полей и подсказок для создания/записи.

generate_json2_payload

Преобразование входных данных в формате XML-RPC в эндпоинт JSON-2, заголовки и именованное тело.

upgrade_risk_report

Выявление рисков транспорта, методов и миграции между версиями Odoo.

fit_gap_report

Классификация требований на стандартные, конфигурационные, Studio, пользовательские модули, исключаемые или неизвестные.

get_odoo_profile

Чтение версии сервера, контекста пользователя, транспорта, базы данных и сводки установленных модулей.

schema_catalog

Создание ограниченного каталога моделей с дополнительными метаданными полей.

preview_write

Создание невыполняемого полезного контента для подтверждения create, write или unlink.

validate_write

Валидация полезного контента записи на основе доверенных актуальных метаданных fields_get.

execute_approved_write

Выполнение только подтвержденной записи в рамках той же сессии при установленном ODOO_MCP_ENABLE_WRITES=1.

scan_addons_source

Сканирование исходного кода локальных аддонов без импорта кода аддонов.

build_domain

Создание и валидация домена Odoo на основе структурированных условий.

business_pack_report

Отчет об ожидаемых модулях, моделях и вызовах обнаружения для продаж, CRM, инвентаризации, учета или HR.

health_check

Отчет о состоянии среды выполнения MCP без секретных данных.

Ресурсы

URI

Описание

odoo://models

Список доступных моделей.

odoo://model/{model_name}

Чтение метаданных и полей модели.

odoo://record/{model_name}/{record_id}

Чтение одной записи.

odoo://search/{model_name}/{domain}

Поиск записей с ограниченным доменом.

Промпты

Промпт

Использовать для

diagnose_failed_odoo_call

Поиск первопричины неудачного вызова Odoo перед повторной попыткой.

fit_gap_workshop

Преобразование необработанных требований в категории fit/gap для Odoo.

json2_migration_plan

Планирование миграции с XML-RPC или JSON-RPC на External JSON-2.

safe_write_review

Проверка предлагаемого create, write или unlink.

custom_module_audit

Аудит исходного кода локального аддона со сканированием, рисками и бизнес-обоснованием.

Модель безопасной записи

Записи намеренно сделаны «скучными».

  1. preview_write создает канонический, невыполняемый полезный контент.

  2. validate_write проверяет метаданные модели, обязательные поля, поля только для чтения, подсказки связей, ID записей и форму полезного контента.

  3. execute_approved_write выполняется только при прохождении всех шлюзов:

    • одобрение получено от validate_write в том же процессе сервера,

    • валидация использовала доверенные, непустые актуальные метаданные fields_get Odoo,

    • токен не истек и не был использован,

    • передано confirm=true,

    • установлено ODOO_MCP_ENABLE_WRITES=1.

Правила доступа Odoo, правила записей и серверные ограничения по-прежнему определяют окончательный результат.

Проверенные методы с побочными эффектами, такие как sale.order.action_confirm, могут быть включены по одному:

export ODOO_MCP_ALLOWED_SIDE_EFFECT_METHODS="sale.order.action_confirm,res.partner.message_post"

ODOO_MCP_ALLOW_UNKNOWN_METHODS=1 по-прежнему поддерживается для доверенных развертываний, но health_check сообщает об этом как о широком режиме. Предпочитайте точный список разрешенных методов, если вам нужно лишь небольшое количество проверенных методов.

Настройка клиента

Claude Desktop на macOS считывает конфигурацию MCP из:

~/Library/Application Support/Claude/claude_desktop_config.json

Используйте абсолютный путь к Python, так как графические приложения могут не наследовать ваш PATH из оболочки:

{
  "mcpServers": {
    "odoo": {
      "command": "/opt/homebrew/bin/python3",
      "args": ["-m", "odoo_mcp"],
      "env": {
        "ODOO_URL": "https://your-odoo-instance.com",
        "ODOO_DB": "your-database",
        "ODOO_USERNAME": "your-user",
        "ODOO_PASSWORD": "your-password-or-api-key",
        "ODOO_TRANSPORT": "xmlrpc"
      }
    }
  }
}

Больше примеров находится в docs/client-configs.md.

Docker

Соберите образ:

docker build -t mcp/odoo:latest -f Dockerfile .

Запустите через stdio из MCP-клиента:

{
  "mcpServers": {
    "odoo": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e", "ODOO_URL",
        "-e", "ODOO_DB",
        "-e", "ODOO_USERNAME",
        "-e", "ODOO_PASSWORD",
        "-e", "ODOO_TRANSPORT",
        "-e", "ODOO_API_KEY",
        "mcp/odoo:latest"
      ]
    }
  }
}

Запустите потоковый HTTP локально:

docker run --rm \
  -p 127.0.0.1:8000:8000 \
  -e ODOO_URL \
  -e ODOO_DB \
  -e ODOO_USERNAME \
  -e ODOO_PASSWORD \
  -e ODOO_TRANSPORT \
  -e ODOO_API_KEY \
  mcp/odoo:latest \
  --transport streamable-http \
  --host 0.0.0.0 \
  --port 8000 \
  --allow-remote-http

Тестирование

Запустите стандартные проверки качества:

uv run python -m ruff check .
uv run python -m mypy src
uv run python -m pytest

Запустите реальные дымовые тесты Odoo:

uv run --python 3.12 --with-editable . scripts/odoo_compose_smoke.py \
  --versions 16.0 17.0 18.0 19.0 \
  --timeout 360 \
  --inspector-smoke

Обвязка для дымовых тестов запускает временные стеки Docker Compose, проверяет прямой доступ к Odoo, проверяет MCP stdio, а для Odoo 19 также проверяет JSON-2 и потоковый HTTP.

Совместимость

XML-RPC остается транспортом по умолчанию для широкой совместимости. Odoo 19 поддерживает External JSON-2 через ODOO_TRANSPORT=json2. Odoo задокументировала устаревание XML-RPC и JSON-RPC для Odoo 20, поэтому новые интеграции должны планироваться с учетом JSON-2.

Участие в разработке

Проблемы, пулл-реквесты и отчеты о совместимости приветствуются. Начните с CONTRIBUTING.md, укажите вашу версию Odoo, транспорт, тип клиента и выполненную вами проверку.

Безопасность

Не публикуйте логи, содержащие учетные данные Odoo, API-ключи, имена баз данных из частных сред или полные трассировки отладки Odoo. Сообщайте об уязвимостях через SECURITY.md.

Лицензия

MIT. См. LICENSE.

Available Tools

41 tools
accounting_health_across_instancesC
Read-onlyIdempotent

AR/AP aging fanned out across instances — the partner-network sweep

ParametersJSON Schema
NameRequiredDescriptionDefault
as_ofNoOptional ISO date used as the aging reference date.
directionNoAging direction: 'receivable' or 'payable'.receivable
instancesNoOptional instance selector; defaults to all eligible instances.
top_partnersNoMaximum top partners to include in each aging report; capped at 100.

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
as_ofNo
errorNoSanitized error message when success is false.
errorsNo
resultsNo
successYesFalse when the call failed; see error.
directionNo
elapsed_msNo
instance_countNo
skipped_opt_outNo
combined_bucketsNo
instances_queriedNo
unknown_instancesNo
combined_total_outstandingNo

TDQS

C2.3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, covering the safety profile. The description adds a vague hint of multi-instance scope ('fanned out across instances') but doesn't disclose additional behaviors like output aggregation or performance implications. It doesn't contradict annotations, and the annotation coverage reduces the burden, so a middling score is appropriate.

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

Conciseness3/5

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

The description is extremely concise (one phrase), but it's cryptic and lacks structure. It doesn't front-load a clear purpose; instead, it uses jargon ('partner-network sweep') that obscures meaning. Conciseness is present but at the expense of clarity, making it only minimally acceptable.

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

Completeness2/5

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

Given the tool's complexity (multi-instance, aging direction, top-partner filtering) and the availability of an output schema, the description should explain the aggregation behavior and scope. It fails to describe what 'fanned out' means operationally, how instances are selected, or what the response contains. The schema and annotations help, but the description leaves critical gaps for correct invocation.

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% — all four parameters (as_of, direction, instances, top_partners) have detailed descriptions. The description adds no extra meaning about parameters, so the baseline of 3 applies; it neither enriches nor harms parameter understanding.

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

Purpose2/5

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

The description uses cryptic language like 'fanned out across instances' and 'the partner-network sweep' without specifying that it's a read-only AR/AP aging query across multiple instances. It doesn't clearly state the resource or action, making it hard to distinguish from sibling tools like receivable_payable_aging or accounting_health_summary.

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

Usage Guidelines1/5

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

No guidance is provided on when to use this tool versus alternatives (e.g., single-instance aging tools or other cross-instance queries). The description gives no context for selecting it based on use case, prerequisites, or exclusions.

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

accounting_health_summaryC
Read-onlyIdempotent

Open receivable/payable item counts and draft invoice backlog

ParametersJSON Schema
NameRequiredDescriptionDefault
instanceNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
successYesFalse when the call failed; see error.
draft_invoicesNo
open_payable_itemsNo
open_receivable_itemsNo

TDQS

C2.6/5.0
Behavior2/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint, so the safety profile is covered. The description adds no extra behavioral context, such as the meaning of 'open' or that it only returns counts without detail, and it says nothing about the optional 'instance' parameter's effect on results.

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 a single sentence that conveys the core purpose without padding. It is appropriately terse and front-loaded, though it could benefit from a bit more structure or a second sentence for context.

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

Completeness2/5

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

Given the presence of an output schema, the return format may be documented there, but the description remains incomplete in core areas: it does not explain the 'instance' parameter, does not clarify the tool's single-instance scope versus siblings, and offers no usage guidance. The description is too minimal to be fully self-sufficient.

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

Parameters1/5

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

The schema has one optional parameter 'instance' with no description, and the schema description coverage is 0%. The tool description also fails to explain what 'instance' refers to or how it affects the output, leaving the agent without essential information for correct invocation.

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 receivable/payable item counts and draft invoice backlog, identifying its resource and action. However, it does not explicitly distinguish it from sibling tools like 'receivable_payable_aging' or 'accounting_health_across_instances', which likely cover related but different scopes.

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 gives no guidance on when to use this tool versus alternatives. It does not mention that it is likely for a single instance versus across instances, nor does it note any prerequisites or exclusions. The user is left to infer usage from the name alone.

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

aggregate_across_instancesB
Read-onlyIdempotent

Read-only aggregate fanned out across instances with combined grand totals

ParametersJSON Schema
NameRequiredDescriptionDefault
modelYes
domainNo
group_byYes
measuresNo
instancesNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
modelNo
errorsNo
resultsNo
successYesFalse when the call failed; see error.
elapsed_msNo
combined_countNo
instance_countNo
skipped_opt_outNo
combined_measuresNo
instances_queriedNo
unknown_instancesNo

TDQS

B3.1/5.0
Behavior3/5

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

The description says 'Read-only', which is consistent with the annotations (readOnlyHint=true, destructiveHint=false, idempotentHint=true). It adds behavioral context by stating the operation 'fans out across instances' and produces 'combined grand totals', which is beyond what annotations provide. However, it does not disclose other behavioral aspects like potential latency, failure semantics, or how 'instances' is interpreted by default.

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 a single concise sentence with no filler words. It front-loads the key qualifier 'Read-only' and immediately conveys the core behavior. It is appropriately sized for the information it delivers, though it sacrifices detail for brevity.

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

Completeness2/5

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

For a tool with cross-instance fan-out, five parameters, and no parameter descriptions, the one-line description is insufficient. It does not mention how instances are specified, what measures or group_by mean, or how domains are applied. An output schema exists, but the description alone leaves too many operational gaps for an agent to use the tool confidently.

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

Parameters1/5

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

Schema description coverage is 0% and the description does not explain any of the five parameters (model, domain, group_by, measures, instances). The only hint is the phrase 'across instances', but it does not clarify parameter formats, defaults, or relationships. With no parameter documentation in either schema or description, the agent is left to guess semantics.

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 indicates the tool performs an aggregation operation ('aggregate') that is 'fanned out across instances' with 'combined grand totals', distinguishing it from single-instance aggregation tools like aggregate_records and from cross-instance search tools like search_across_instances. However, it is phrased as a noun phrase rather than an explicit verb+resource construction, which slightly reduces clarity.

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

Usage Guidelines3/5

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

The description implies usage is for cross-instance aggregation scenarios ('across instances', 'combined grand totals'), but it does not explicitly state when to use this tool instead of alternatives or when not to use it. Sibling tool names provide context, but the description itself offers no direct comparison or exclusion.

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

aggregate_recordsA
Read-onlyIdempotent

Aggregate Odoo records server-side using Postgres groupby/sum/count. Uses formatted_read_group on Odoo 19+ and read_group on earlier versions.

ParametersJSON Schema
NameRequiredDescriptionDefault
lazyNo
limitNo
modelYes
orderNo
domainNo
offsetNo
group_byYes
instanceNo
measuresNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
rowsNoAggregated group rows.
toolNoReporting tool name.
errorNoSanitized error message when success is false.
modelNo
methodNoformatted_read_group (19+) or read_group.
successYesFalse when the call failed; see error.
group_byNo
measuresNo
row_countNo
major_versionNo
fallback_reasonNo

TDQS

A3.6/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, destructiveHint as false. Description adds version-specific implementation details but does not disclose additional behavioral traits beyond what annotations provide.

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?

Two sentences, front-loaded with purpose, second sentence adds concise implementation detail. No redundant or irrelevant information.

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?

Though output schema exists, the description is too brief for a 9-parameter aggregation tool. It does not explain how to use domain, measures, order, or lazy parameters. Adequate for basic understanding but incomplete for effective usage.

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

Parameters2/5

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

Schema has 0% description coverage for 9 parameters. Description mentions 'groupby/sum/count' but does not explain any parameter meanings or usage. Does not compensate for lack of schema descriptions.

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?

Description clearly states it aggregates Odoo records using Postgres groupby/sum/count, which is a specific verb+resource. It distinguishes from siblings like search_records (raw data) and aggregate_across_instances (cross-instance). The mention of Odoo versions adds specificity.

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

Usage Guidelines3/5

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

No explicit guidance on when to use vs alternatives. Implied usage is for server-side aggregation rather than fetching individual records, but no exclusions or alternative tool references are given.

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

analyze_upgrade_logA
Read-onlyIdempotent

Classify Odoo install/update log errors into a migration worklist (no_action / needs_review / needs_script) with fix suggestions

ParametersJSON Schema
NameRequiredDescriptionDefault
log_textYes
source_versionNo
target_versionNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

A3.6/5.0
Behavior3/5

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

Annotations already declare the tool as read-only, idempotent, and non-destructive. The description adds no further behavioral context (e.g., limitations, performance considerations). With annotations present, this is adequate but not exemplary.

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 a single, well-structured sentence that efficiently conveys purpose and outcomes. No unnecessary words or repetition.

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?

Given three parameters (one required, two optional) and an output schema, the description provides a high-level goal but omits practical details like input constraints, expected version values, or output format. It is barely adequate for agent invocation.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must compensate. However, it only mentions 'log errors' without defining 'log_text' or explaining optional version parameters. The agent lacks details on expected input format or version syntax, which is insufficient for 0% coverage.

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 clearly states the tool's purpose: classifying Odoo upgrade log errors into three categories with fix suggestions. It uses a specific verb ('classify') and resource ('Odoo install/update log errors'), differentiating it from siblings like 'health_check' or 'upgrade_risk_report' which cover other aspects.

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

Usage Guidelines3/5

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

The description implies usage for analyzing upgrade logs, but provides no guidance on when to use this tool versus alternatives like 'upgrade_risk_report' or 'scan_addons_source'. No explicit when-not or context for selection.

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

build_domainB
Read-onlyIdempotent

Build a validated Odoo domain from structured conditions

ParametersJSON Schema
NameRequiredDescriptionDefault
conditionsYes
fields_metadataNo
logical_operatorNoand

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
domainNoValidated Odoo domain expression.
issuesNoValidation errors and warnings.
successYesFalse when the call failed; see error.
conditionsNoNormalized field/operator/value conditions.
metadata_usedNo

TDQS

B3.3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, covering safety expectations. The description adds 'validated,' implying some checking of conditions, but does not explain other behavioral aspects like whether it returns a string or list, or any constraints. Since annotations cover the key safety traits, the description adds minimal extra behavioral clarity.

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 a single, compact sentence with no filler. It efficiently conveys the core action and input. Every word contributes meaning, making it appropriately concise.

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

Completeness2/5

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

The tool has three parameters, one required, and an output schema, yet the description does not explain any of the parameters beyond a vague reference to conditions. It lacks details on how the logical operator or fields metadata influence the output. Even with annotations and an output schema, the description is incomplete for a tool that constructs complex domains.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must compensate for explaining parameters. It only mentions 'structured conditions,' which vaguely maps to the 'conditions' parameter, but completely omits the 'fields_metadata' and 'logical_operator' parameters. Without any elaboration on how these parameters affect domain construction, parameter semantics are severely under-explained.

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 clearly states the tool's purpose: 'Build a validated Odoo domain from structured conditions.' The verb 'build' and resource 'Odoo domain' are specific, and the mention of 'validated' adds a unique aspect. It distinguishes from sibling tools like search_records, which perform queries, whereas this constructs a domain filter.

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 provides no guidance on when to use this tool versus alternatives. It does not mention prerequisites, when it is appropriate to build a domain, or suggest any alternative tools. The single sentence is purely declarative without usage context.

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

business_pack_reportA
Read-onlyIdempotent

Report expected modules, models, and safe discovery calls for a business pack

ParametersJSON Schema
NameRequiredDescriptionDefault
packYesBusiness pack to report, such as sales, crm, inventory, accounting, or hr.
instanceNoOptional configured Odoo instance name; uses the default if omitted.
use_live_metadataNoWhether to inspect live models and installed modules.

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint, providing a clear safety profile. The description adds minimal behavioral context beyond stating the purpose; it does not discuss performance, caching, or side effects.

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 a single concise sentence that is front-loaded with the verb and resource. It is efficient and avoids unnecessary words.

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?

With 3 parameters, an output schema, and clear annotations, the description provides adequate context. It covers the primary purpose but could mention the output structure or typical use cases briefly.

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%, so the input schema already documents all parameters. The description does not add meaning beyond the schema; it merely restates the tool's purpose.

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 clearly states the verb 'Report' and the resource 'expected modules, models, and safe discovery calls for a business pack'. It distinguishes this tool from siblings like health checks or search tools by its specific reporting scope.

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?

No guidance is provided on when to use this tool versus alternatives, when not to use it, or any prerequisites. The description simply states what it does without contextual usage advice.

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

cancel_async_taskC
Read-onlyIdempotent

Cancel a pending or running background task

ParametersJSON Schema
NameRequiredDescriptionDefault
task_idYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
nameNo
noteNo
toolNoReporting tool name.
errorNoSanitized error message when success is false.
resultNo
statusNo
successYesFalse when the call failed; see error.
task_idNo
created_atNo
started_atNo
finished_atNo

TDQS

C2.7/5.0
Behavior1/5

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

The description directly contradicts the annotation readOnlyHint: true. Cancelling a task is a mutating action, not read-only. The description adds no behavioral context beyond the basic action, and it does not explain side effects like whether cancellation is irreversible or what happens to the task's status. This is a serious inconsistency with 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.

Conciseness5/5

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

The description is a single concise sentence with no unnecessary words. It is front-loaded with the core action and resource. There is no redundancy or filler.

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

Completeness2/5

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

Given the tool's simplicity (one parameter) and the existence of an output schema, the description could be minimal, but it omits critical usage context and contradicts the annotations. It fails to provide guidance on when to cancel tasks or what the expected outcome is, making it incomplete for an agent to use reliably.

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

Parameters1/5

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

The description provides no information about the task_id parameter beyond its name. Schema description coverage is 0%, so the description must compensate, but it does not explain how to obtain a task_id or what format is expected. The single parameter is self-explanatory by name, but the description adds zero semantic value.

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 clearly states the tool's function: cancel a pending or running background task. It uses a specific verb ('cancel') and a specific resource ('background task'), and it distinguishes itself from sibling tools like submit_async_task, get_async_task, and list_async_tasks by being the cancellation action.

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 gives no guidance on when to use this tool versus alternatives. It does not mention checking task status first (e.g., via get_async_task), nor does it state that tasks should be cancelled only when they are no longer needed. There is no discussion of prerequisites or exclusions.

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

chatter_postA
Destructive

Post a chatter message on a mail.thread record. Default mode requires an approval token returned from a preview call; set MCP_CHATTER_DIRECT=1 to bypass and post immediately.

ParametersJSON Schema
NameRequiredDescriptionDefault
bodyYes
modelYes
confirmNo
approvalNo
instanceNo
record_idYes
partner_idsNo
message_typeNocomment
subtype_xmlidNo
attachment_idsNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

A3.9/5.0
Behavior4/5

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

Adds value beyond annotations by detailing the approval token requirement and the env variable toggle. Description aligns with annotations (readOnlyHint false, destructiveHint true).

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?

Two succinct sentences front-loading the primary action and usage variants, with no wasted words.

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

Completeness2/5

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

Despite moderate complexity (10 params, no param descriptions), the description omits critical parameter details and does not leverage the existing output schema to explain behavior. Agent would struggle to correctly populate all fields.

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

Parameters2/5

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

With 0% schema description coverage, the description fails to explain most parameters (body, model, record_id, etc.), only mentioning 'approval'. Leaves agent with insufficient parameter-level 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 clearly states the verb 'Post', resource 'chatter message', and target 'mail.thread record', distinguishing it from siblings like preview_write.

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?

Provides explicit guidance on two modes: default requires approval token from preview, direct mode bypasses with environment variable. Does not compare to alternative tools but gives clear usage context.

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

data_quality_reportA
Read-onlyIdempotent

Run read-only data-quality checks on one Odoo model: duplicates, missing required values, orphaned references, format anomalies

ParametersJSON Schema
NameRequiredDescriptionDefault
modelYes
checksNo
instanceNo
key_fieldsNo
sample_limitNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
modelNo
resultsNo
successYesFalse when the call failed; see error.
summaryNo
instanceNo
checks_runNo
sample_limitNo
skipped_restricted_fieldsNo

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already indicate readOnly, idempotent, non-destructive. The description adds meaningful behavioral context by listing specific check types and stating it operates on one Odoo model. However, it does not explain potential resource impact or return format limitations.

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 a single sentence front-loaded with the core verb and resource. It is concise, includes essential details, and has no wasted words.

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

Completeness2/5

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

With 5 parameters and no schema descriptions, the description provides high-level purpose but insufficient detail for correct invocation. The output schema exists but is not provided; however, the description does not explain return values. The tool's full usage context is incomplete.

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

Parameters2/5

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

Schema parameter description coverage is 0%. The description mentions check types (duplicates, missing required, etc.) which likely correspond to the 'checks' parameter, but does not explain other parameters (instance, key_fields, sample_limit) or their formats. The agent must infer from parameter names.

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 clearly states the tool runs read-only data-quality checks on one Odoo model and lists specific check types (duplicates, missing required values, orphaned references, format anomalies). This distinguishes it from sibling tools like search_records or aggregate_records.

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

Usage Guidelines3/5

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

The description implies use for data-quality inspection but does not provide explicit when-to-use or when-not-to-use guidance compared to alternatives like diagnose_odoo_call or inspect_model_relationships. Usage is inferred but not clarified.

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

diagnose_accessA
Read-onlyIdempotent

Diagnose ACL and record-rule visibility for an Odoo model

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum metadata rows to inspect; capped at 500.
modelYesTechnical Odoo model name to inspect.
domainNoOptional Odoo domain used for the visibility check.
instanceNoOptional configured Odoo instance name; uses the default if omitted.
operationNoAccess operation to diagnose, such as read or write.read
record_idsNoOptional record IDs to check directly.
include_rulesNoWhether to include matching record-rule metadata.
expected_countNoOptional expected visible record count for comparison.
observed_errorNoOptional error text or structured error to classify.

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

A3.6/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, and non-destructiveness; the description confirms the diagnostic nature but adds no further behavioral details (e.g., output volume, execution cost).

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 single-sentence description is concise, front-loaded with the verb and resource, and contains no redundant information.

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 9-parameter tool with full schema and an output schema, the brief description is mostly adequate, though it could briefly mention the nature of the diagnostic output (e.g., 'returns ACL analysis').

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%, so the description does not need to explain parameters; it adds no extra meaning beyond what the schema already provides, meeting the baseline.

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 clearly states the verb 'diagnose' and the resource 'ACL and record-rule visibility for an Odoo model', making the tool's specific purpose distinct from sibling diagnostic tools.

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?

No guidance is provided on when to use this tool versus alternatives like diagnose_odoo_call or when to avoid it; the description lacks context for decision-making.

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

diagnose_odoo_callA
Read-onlyIdempotent

Diagnose an Odoo model call without executing it

ParametersJSON Schema
NameRequiredDescriptionDefault
argsNoOptional positional call arguments.
modelYesTechnical Odoo model name to diagnose.
kwargsNoOptional keyword call arguments.
methodYesOdoo model method name to diagnose.
metadataNoOptional model or method metadata used by the diagnosis.
transportNoTransport to assess, such as 'auto', 'xmlrpc', or 'json2'.auto
include_debugNoWhether to include additional diagnostic details.
observed_errorNoOptional error text or structured error to classify.
target_versionNoOptional target Odoo version for compatibility checks.
use_live_metadataNoWhether to request live metadata; this preview tool does not fetch it.

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

A3.8/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false. The description adds 'without executing it', reinforcing safety but providing no additional behavioral details beyond what annotations convey.

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 a single, concise sentence that immediately conveys the tool's purpose. No unnecessary words or information.

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 has 10 parameters and an output schema, the description is brief but sufficient to understand the core functionality. However, it could briefly mention that the tool analyzes potential issues without side effects, which would improve completeness.

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 baseline is 3. The tool description adds no extra meaning beyond the parameter descriptions in the schema (e.g., it doesn't explain how 'metadata' or 'transport' affect diagnosis).

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 explicitly states 'Diagnose an Odoo model call without executing it', clearly defining the action (diagnose), the resource (Odoo model call), and the key constraint (no execution). This distinguishes it from sibling tools like 'execute_method' which performs actual execution.

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

Usage Guidelines3/5

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

The description implies usage for diagnosis, but does not provide explicit guidance on when to use this tool versus alternatives (e.g., 'execute_method', 'preview_write'). There is no mention of use cases or exclusions.

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

execute_approved_writeB
Destructive

Execute a previously previewed and confirmed standard write

ParametersJSON Schema
NameRequiredDescriptionDefault
confirmNo
approvalYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

B3/5.0
Behavior2/5

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

Description adds no behavioral context beyond what annotations already provide (destructiveHint: true). No mention of side effects, reversibility, or permissions. Annotation covers destructiveness, so description adds minimal value.

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?

Single sentence, very concise and front-loaded. However, the brevity sacrifices necessary detail, making it less useful than a slightly longer but more informative description.

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

Completeness2/5

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

Despite having an output schema (not provided here) and annotations, the description is too minimal. For a destructive operation with a complex parameter (approval object), it should explain what the approval object is (e.g., from preview_write response) and confirm's function.

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

Parameters1/5

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

Schema description coverage is 0% and the description provides no explanation of parameters (confirm and approval). The approval object is not described, nor is the role of the confirm boolean. Critical gap for a tool with nested objects.

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 clearly states the tool's purpose: executing a previously previewed and confirmed write. It uses specific verb 'execute' and resource 'standard write', and distinguishes from siblings like preview_write and validate_write.

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

Usage Guidelines3/5

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

Implies prerequisite of a previewed and confirmed write, but does not explicitly state when to use this tool versus alternatives or provide exclusion criteria. Lacks guidance on required prior steps.

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

execute_methodC
Destructive

Execute a custom method on an Odoo model

ParametersJSON Schema
NameRequiredDescriptionDefault
argsNoOptional positional method arguments.
modelYesTechnical Odoo model name, for example 'res.partner'.
kwargsNoOptional keyword method arguments.
methodYesOdoo model method to call; direct create, write, and unlink are blocked.
instanceNoOptional configured Odoo instance name; uses the default if omitted.

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

C2.8/5.0
Behavior2/5

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

Annotations already flag destructiveHint: true and readOnlyHint: false, indicating the tool can modify data. The description adds no behavioral context beyond the annotations—no mention of side effects, permissions required, or safety considerations. Given the annotations, the description should at least reinforce the destructive nature or clarify when destruction might occur.

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

Conciseness3/5

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

The description is a single short sentence, which is concise but not optimally structured. It could be expanded with key information (use case, restrictions) without becoming verbose. Front-loads the core action but omits important guidance.

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

Completeness2/5

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

Despite having an output schema, the description fails to explain return values, error behaviors, or side effects. For a destructive, open-world tool with 5 parameters and many siblings, this is insufficient. The description should at least mention safety warnings or when to prefer this over similar tools.

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?

The input schema has 100% description coverage, with each parameter (model, method, args, kwargs, instance) already described. The tool description adds no additional meaning beyond what the schema provides. Per the rubric, baseline is 3 since schema coverage is high.

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 'Execute a custom method on an Odoo model' clearly identifies the action (execute) and the resource (custom method on Odoo model). It distinguishes from siblings like 'execute_approved_write' (specific to writes) and 'diagnose_odoo_call' (testing). However, it could be more precise about what constitutes a 'custom method' versus blocked methods (create/write/unlink), which are noted only in the parameter schema.

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?

No guidance is provided on when to use this tool versus alternatives. The description does not mention prerequisites, comparable tools (e.g., 'execute_approved_write' for safe writes, 'read_record' for reading), or scenarios where this tool is inappropriate. The blocked methods are only stated in a parameter description, not in the tool description.

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

fit_gap_reportC
Read-onlyIdempotent

Classify Odoo requirements into fit/gap implementation buckets

ParametersJSON Schema
NameRequiredDescriptionDefault
requirementsYes
available_fieldsNo
available_modelsNo
business_contextNo
installed_modulesNo
use_live_metadataNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

C2.9/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the agent knows it's a safe, non-mutating operation. The description adds no further behavioral context, but with the annotations present, the baseline is acceptable. No contradiction observed.

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 a single sentence with no redundancy. Every word contributes to the purpose. It is efficiently front-loaded and concise.

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

Completeness2/5

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

Despite having an output schema (not shown), the description fails to provide essential context about input format (e.g., what should 'requirements' look like), optional parameters' effect, or expected behavior when optional params are omitted. For a tool with 6 parameters and a specific analysis purpose, this is incomplete.

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

Parameters1/5

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

Schema description coverage is 0%, meaning no parameter descriptions in the schema. The description does not elaborate on any parameter, including the required 'requirements'. Parameters like 'available_fields', 'available_models', and others have names that hint at meaning, but the agent gets no format, constraints, or examples. This is a critical gap.

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's action ('classify') and resource ('Odoo requirements'). It specifies the output as 'fit/gap implementation buckets', which is specific. However, it does not differentiate from siblings like 'data_quality_report' or 'upgrade_risk_report', which could also analyze requirements in different ways.

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?

No guidance is provided on when to use this tool versus alternatives. It does not mention prerequisites, context, or typical scenarios. The single-sentence description lacks any usage recommendations.

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

generate_json2_payloadA
Read-onlyIdempotent

Build a JSON-2 request preview without network access

ParametersJSON Schema
NameRequiredDescriptionDefault
argsNo
modelYes
kwargsNo
methodYes
base_urlNo
databaseNo
include_database_headerNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already indicate readOnlyHint, idempotentHint, and non-destructive. The description adds 'without network access', clarifying local execution. It does not contradict annotations. Additional context like auth needs or rate limits is not needed given 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.

Conciseness5/5

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

The description is a single concise sentence that effectively communicates the tool's purpose and key behavioral trait (no network access). It is well front-loaded with no unnecessary words.

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

Completeness2/5

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

Despite having an output schema, the description lacks context about what JSON-2 is, what fields the preview includes, and how to correctly fill the 7 input parameters. The agent may struggle to invoke the tool correctly without additional guidance.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must compensate. It provides no information about parameter meanings, leaving the agent to infer from names alone. Generic parameters like 'args' and 'kwargs' are particularly ambiguous.

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 clearly states the verb 'Build', the resource 'JSON-2 request preview', and the constraint 'without network access'. It distinguishes the tool from siblings, none of which mention JSON-2 or payload preview.

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

Usage Guidelines3/5

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

The description implies the tool is used to generate a preview of a request payload, but it does not explicitly state when to use it vs alternatives or provide guidance on prerequisites or conflicts. Usage context is implied by the tool name and description.

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

get_async_taskA
Read-onlyIdempotent

Poll a background task's status and result

ParametersJSON Schema
NameRequiredDescriptionDefault
task_idYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
nameNo
noteNo
toolNoReporting tool name.
errorNoSanitized error message when success is false.
resultNo
statusNo
successYesFalse when the call failed; see error.
task_idNo
created_atNo
started_atNo
finished_atNo

TDQS

A3.7/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the safety profile is known. The description adds the behavioral context of polling a background task's status and result, but it does not disclose any additional traits such as behavior when the task is not found, retry logic, or output specifics. Since annotations carry the safety burden, the description provides minimal but adequate transparency beyond 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.

Conciseness5/5

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

The description is a single concise sentence that is front-loaded with the action 'Poll' and clearly states the resource. It contains no unnecessary words and is easy to parse.

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 simple structure (one parameter), the presence of an output schema, and annotations covering safety, the description is largely complete. It accurately conveys the tool's purpose and operation. It lacks explicit workflow context (e.g., referencing submit_async_task), but for a simple polling tool, the description is sufficiently comprehensive for an agent to understand and invoke it.

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

Parameters2/5

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

Schema description coverage is 0% and the description does not mention parameters at all. The only parameter, task_id, is self-explanatory from its name and type, but the description does not compensate for the lack of schema descriptions by explaining how to obtain or use the task_id, leaving the agent to infer its meaning from context.

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 "Poll a background task's status and result" uses the specific verb 'Poll' and clearly identifies the resource (background task's status and result). It distinguishes from sibling tools like submit_async_task, cancel_async_task, and list_async_tasks by indicating a targeted retrieval of a single task's status and result.

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

Usage Guidelines3/5

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

The description implies usage for checking the status of an asynchronous background task, but it does not explicitly state when to use this tool versus alternatives such as list_async_tasks, nor does it mention exclusions. It provides no direct guidance on the workflow (e.g., after submitting a task) or when to prefer another tool.

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

get_model_fieldsC
Read-onlyIdempotent

Get field metadata for a specific Odoo model

ParametersJSON Schema
NameRequiredDescriptionDefault
modelYes
instanceNo
relevanceNo
max_fieldsNo
field_namesNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
countNo
errorNoSanitized error message when success is false.
resultNoMapping of field name to fields_get metadata.
rankingNoRelevance scores when relevance="top".
successYesFalse when the call failed; see error.
relevance_appliedNo
restricted_fieldsNoFields marked restricted by the field ACL.

TDQS

C2.7/5.0
Behavior2/5

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

Annotations already indicate read-only, idempotent, and non-destructive behavior. The description adds no additional behavioral context (e.g., pagination, filtering behavior, or performance implications).

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

Conciseness3/5

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

The description is a single sentence, which is concise but lacks necessary detail. It is appropriately front-loaded but underinformative.

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

Completeness2/5

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

Given five parameters and no schema descriptions, the description is incomplete. It fails to explain parameters, output schema, or usage nuances, leaving agents without essential context.

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

Parameters1/5

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

Schema description coverage is 0%. The description does not explain any of the five parameters (model, instance, relevance, max_fields, field_names), providing no added meaning beyond the schema's field names.

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 uses a specific verb ('Get') and resource ('field metadata for a specific Odoo model'), clearly distinguishing it from sibling tools like list_models or search_records.

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?

No guidance on when to use this tool versus alternatives such as inspect_model_relationships or schema_catalog. No context about prerequisites or when not to use it.

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

get_odoo_profileA
Read-onlyIdempotent

Read a bounded profile of the connected Odoo environment

ParametersJSON Schema
NameRequiredDescriptionDefault
instanceNoOptional configured Odoo instance name; uses the default if omitted.
module_limitNoMaximum installed modules to include; capped at 500.
include_modulesNoWhether to include installed-module metadata.

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
profileNoServer, user-context, transport, and module metadata.
successYesFalse when the call failed; see error.
metadata_usedNo

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, destructiveHint=false, and idempotentHint=true. The description adds minimal behavioral context beyond 'bounded', leaving the precise scope unclear. No contradiction with annotations.

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?

A single, concise sentence front-loads the core action. No extraneous text, and every word is meaningful.

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?

While the output schema exists (reducing need to describe returns), the term 'bounded profile' is vague. The description could clarify what is included (e.g., version, user info). Adequate but not excellent.

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?

All three parameters have descriptions in the input schema, achieving 100% coverage. The tool description does not add extra meaning beyond what the schema already provides.

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 uses a specific verb ('Read') and resource ('bounded profile of the connected Odoo environment'), clearly distinguishing this tool from sibling tools like 'get_model_fields' or 'list_instances'.

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?

No guidance is provided on when to use this tool versus alternatives such as 'health_check' or 'list_models'. An agent receives no context about prerequisites or preference conditions.

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

health_checkA
Read-onlyIdempotent

Report this MCP server's non-secret runtime safety posture

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
serverNoServer name, instructions, surface counts.
pluginsNoOpt-in plugin load state and tool filtering.
runtimeNoNon-secret runtime security posture.
successYesFalse when the call failed; see error.
rate_limitsNo

TDQS

A4.1/5.0
Behavior4/5

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

Annotations already provide readOnlyHint=true, idempotentHint=true, and destructiveHint=false. The description adds value by clarifying that it reports 'non-secret' runtime safety posture, which helps the agent understand what information it will get. No contradictions.

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 a single, concise sentence that states the tool's purpose without unnecessary words. It is front-loaded with the action and resource.

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?

Given the tool's simplicity (no parameters, presence of output schema), the description provides complete context: it reports the server's non-secret runtime safety posture. No additional details are needed.

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?

The tool has 0 parameters, and the input schema is fully descriptive (100% coverage). Per guidelines, baseline is 4 for 0 parameters; the description does not need to add parameter info.

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 uses a specific verb ('Report') and clearly identifies the resource ('this MCP server's non-secret runtime safety posture'). It distinguishes from sibling tools like 'accounting_health_summary' by focusing on general server safety rather than accounting-specific health.

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 lacks any guidance on when to use this tool versus alternatives (e.g., when to use 'health_check' vs 'accounting_health_across_instances'). No explicit context or exclusions are provided.

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

index_knowledgeB
Read-onlyIdempotent

Fetch a bounded slice of records and build a local BM25 knowledge index

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNo
modelYes
domainNo
fieldsNo
replaceNo
instanceNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
modelNo
fetchedNo
indexedNo
successYesFalse when the call failed; see error.
instanceNo
max_documentsNo
indexed_fieldsNoExplicit field list or 'smart selection'.
redacted_fieldsNo
documents_in_indexNo
skipped_over_budgetNo

TDQS

B3.4/5.0
Behavior4/5

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

With annotations readOnlyHint=true, idempotentHint=true, and destructiveHint=false, the description adds context by specifying the operation is 'local' and builds a BM25 index, suggesting side effects are confined to the local session. This clarifies that while it's a read operation, it sets up a searchable structure. It does not contradict any annotation and adds useful nuance about scope, though it could mention memory/performance implications.

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 a single, front-loaded sentence of 13 words, free of fluff. Every word earns its place, immediately conveying the action and outcome. It is perfectly sized for quick consumption.

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 6 parameters (moderate complexity) and an output schema exists. The description covers the overall purpose but omits any detail about parameters, return value structure, or edge cases like what happens with replace=true. Given the annotations already declare safety, this is adequate for a basic understanding but leaves gaps in knowing how to set up the index correctly, making it minimally complete.

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

Parameters1/5

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

Schema description coverage is 0% and the description makes no mention of any parameters. All six parameters (limit, model, domain, fields, replace, instance) are left unexplained. Since the schema provides no defaults or descriptions, the description needed to compensate but entirely fails to clarify what these parameters do or how they interact. This leaves the agent guessing on parameter usage.

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 uses a specific verb 'fetch' and 'build' with concrete resources: 'a bounded slice of records' and 'a local BM25 knowledge index'. This clearly distinguishes it from sibling tools like search_knowledge and knowledge_stats, as it focuses on indexing rather than querying. It tells exactly what the tool does.

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?

There is no guidance on when to use this tool instead of alternatives. It does not mention exclusions, prerequisites, or compare to similar tools like search_knowledge or list_instances. The description only states the action without contextual 'when' or 'when not to use', so it fails to help an agent decide between this and related tools.

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

inspect_model_relationshipsB
Read-onlyIdempotent

Inspect model relationships and required field metadata

ParametersJSON Schema
NameRequiredDescriptionDefault
modelYes
instanceNo
fields_metadataNo
include_computedNo
include_readonlyNo
use_live_metadataNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

B3/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint, covering the safety profile. The description adds no additional behavioral context (e.g., that it returns relationships, no side effects). With rich annotations, a 3 is appropriate as the description complements but doesn't expand.

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 a single, short sentence with no wasted words. It is concise, though it sacrifices completeness. It could benefit from a brief explanation of parameters or usage context.

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

Completeness2/5

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

Given the tool has 6 parameters (1 required) and no parameter documentation in the description, the description is incomplete. Although an output schema exists, the parameter semantics gap is significant for a tool with many parameters.

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

Parameters1/5

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

Schema description coverage is 0%. The description does not explain any of the six parameters (e.g., instance, fields_metadata, include_computed). Parameter names alone are insufficient for accurate usage; e.g., 'instance' is ambiguous without explanation.

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 'Inspect model relationships and required field metadata' clearly states the verb 'inspect' and the specific resources 'model relationships and required field metadata'. It distinguishes from siblings like 'get_model_fields' which focuses on fields, not relationships.

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 provides no guidance on when to use this tool versus alternatives. Among siblings, there are tools like 'get_model_fields', 'schema_catalog', and 'lookup_model_history', but no comparisons or exclusions are mentioned.

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

knowledge_statsA
Read-onlyIdempotent

Report local knowledge index sizes and document budget

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
indexesNo
successYesFalse when the call failed; see error.
max_documentsNo
total_documentsNo

TDQS

A3.7/5.0
Behavior3/5

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

Annotations declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint, which already cover safety. The description adds that it reports 'local' knowledge index, which is useful context, but does not elaborate on what exactly is included (e.g., budget specifics, whether it aggregates across instances). No contradiction.

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 a single concise sentence that states exactly what the tool does. No fluff, perfectly 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?

Complexity is low with 0 parameters and a clear purpose. The output schema exists, so return values are presumably documented there. The description covers the main function (sizes and budget) but could mention whether it's instance-specific or aggregated, though 'local' hints at instance-level. Overall complete enough.

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?

The tool has 0 parameters, so schema coverage is 100% trivially. The description adds no parameter details because none exist. Baseline for 0 params is 4, and the description is adequate.

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 reports local knowledge index sizes and document budget, which is specific and distinguishes it from siblings like index_knowledge and search_knowledge. It lacks a verb like 'get' but the purpose is clear.

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

Usage Guidelines3/5

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

The description implies usage for checking knowledge index stats, but does not explicitly state when to use this tool versus alternatives (e.g., index_knowledge or search_knowledge). No exclusions or contextual triggers are provided.

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

list_async_tasksA
Read-onlyIdempotent

List recent background tasks newest-first

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
tasksNo
successYesFalse when the call failed; see error.

TDQS

A3.8/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the safety profile is established. The description adds the newest-first ordering, which is useful, but it does not disclose other behaviors like result limits, pagination, or what 'recent' means. This goes slightly beyond annotations but is minimal.

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 a single, concise sentence that states the action, resource, and ordering. It is front-loaded and contains no redundant information.

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 zero-parameter list tool with an output schema and good annotations, the description is adequate. The only slight gap is the vague term 'recent' without a defined limit, but the overall simplicity and existing structured data make it sufficiently complete.

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?

The tool has zero parameters, so the baseline is 4. The description does not need to add parameter meaning, and since there are no params, no additional info is required.

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 clearly identifies the action (list), the resource (background tasks), and the ordering (newest-first). It distinguishes from siblings like get_async_task (fetch specific) and cancel_async_task (cancel), so the purpose is unambiguous.

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?

No guidance is provided on when to use this tool versus alternatives such as get_async_task or cancel_async_task. The description simply states what it does without context for selection or exclusions.

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

list_instancesA
Read-onlyIdempotent

List configured Odoo instance names without credentials

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
defaultNoName of the default instance.
successYesFalse when the call failed; see error.
instancesNoInstance entries (never credentials).
instance_countNo

TDQS

A4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, and destructiveHint. The description adds the key behavioral trait 'without credentials,' which implies no authentication is required and no sensitive data is exposed. This complements annotations effectively without contradiction.

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?

A single, concise sentence that conveys the entire purpose without unnecessary words. It is optimally front-loaded for quick comprehension.

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?

The description is sufficient for a simple, parameterless tool. It states what the tool returns (instance names) and that it is safe. An output schema exists, so return format details are covered there. Could be more complete by noting that the list is static or cached, but overall adequate.

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?

No parameters exist, so schema coverage is 100%. The description does not need to elaborate. Baseline for zero parameters is 4, as no additional parameter meaning is required.

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 clearly states 'List configured Odoo instance names without credentials,' specifying the verb (List) and resource (Odoo instance names). It distinguishes from sibling tools like list_models or list_async_tasks by focusing on instances and emphasizing 'without credentials'.

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?

No guidance on when to use this tool vs alternatives. It does not mention scenarios like listing instances for monitoring or comparison, nor does it exclude cases where credential info is needed. Sibling tools exist for broader operations (e.g., aggregate_across_instances), but no differentiation provided.

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

list_modelsB
Read-onlyIdempotent

List Odoo models with optional name filtering

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNo
queryNo
instanceNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
countNo
errorNoSanitized error message when success is false.
resultNo
successYesFalse when the call failed; see error.

TDQS

B3.2/5.0
Behavior2/5

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

Annotations already declare readOnlyHint=true, openWorldHint=true, idempotentHint=true, and destructiveHint=false, covering safety. The description adds no behavioral traits beyond the filtering behavior implied by the query parameter, and does not mention latency, auth requirements, or pagination.

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?

A single, clear sentence with no wasted words. The core action and optional filter are front-loaded, making it easy to scan.

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?

Given the tool's simplicity (3 optional params, output schema present), the description is adequate but minimal. It does not clarify what the output contains (e.g., model names only vs. full details) or how 'limit' and 'instance' affect results, leaving some ambiguity.

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

Parameters2/5

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

Schema description coverage is 0%, so the description must explain all parameters. It only hints at 'query' for name filtering but provides no explanation for 'limit' or 'instance'. The output schema exists but is not described, so the agent cannot infer return structure from this description.

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 uses a specific verb 'List' and clearly identifies the resource 'Odoo models', with the optional name filtering hint. It distinguishes the tool from siblings like 'search_records' or 'get_model_fields' by focusing on listing models themselves.

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?

No guidance is provided on when to use this tool versus alternatives such as 'search_records' or 'get_model_fields'. The description implies a use case (listing models with optional filtering) but does not specify exclusions or preferred contexts.

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

lookup_model_historyA
Read-onlyIdempotent

Look up Odoo model rename/removal history by old or new model name (e.g. account.invoice -> account.move)

ParametersJSON Schema
NameRequiredDescriptionDefault
nameYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

A4.4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true and idempotentHint=true, so the description confirms a safe lookup. It adds the detail of looking up history, which is consistent. No contradictions, but could mention limitations if any.

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?

Single sentence, front-loaded with action and resource. No wasted words. Example enhances understanding without bloating.

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?

Given the simple tool with one required parameter, clear annotations, and an existing output schema, the description is complete. No need to explain return values.

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

Parameters5/5

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

The schema has 0% description coverage, so the description fully compensates by explaining that the 'name' parameter can be an old or new model name, with a concrete example. Adds significant semantic value.

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 clearly states the action (look up), the resource (Odoo model rename/removal history), and the method (by old or new model name). An example is provided, and it distinguishes from sibling tools like list_models or get_model_fields.

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

Usage Guidelines3/5

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

The description implies when to use (to find rename/removal history) but does not explicitly state when not to use or provide alternatives. It gives a clear use context but lacks exclusions.

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

preview_writeA
Read-onlyIdempotent

Preview create, write, or unlink without executing it

ParametersJSON Schema
NameRequiredDescriptionDefault
modelYes
valuesNo
contextNo
instanceNo
operationYes
record_idsNo
values_listNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

A3.5/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, and destructiveHint=false. The description adds the key behavioral trait 'without executing it,' which aligns with annotations but does not provide additional details like authorization needs or rate limits. This is adequate given the annotation coverage.

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 a single sentence that is front-loaded and contains no unnecessary words. Every element serves a purpose, making it highly concise.

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

Completeness2/5

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

Despite having an output schema (not shown), the description lacks guidance on parameter usage and return values. With 7 parameters and no schema descriptions, the description is insufficient for correct tool invocation, especially for an agent unfamiliar with the tool.

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

Parameters1/5

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

The input schema has 7 parameters with 0% schema description coverage, and the tool description provides no explanation of any parameter. Without compensating information, the agent cannot understand the meaning or proper usage of parameters like 'model,' 'operation,' 'values,' etc.

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 "Preview create, write, or unlink without executing it" clearly states the tool's purpose with a specific verb ('preview') and resource scope ('create, write, or unlink'). It distinguishes itself from sibling tools like 'execute_approved_write' and 'validate_write' that perform actual execution or validation.

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 implies usage: when you want to see the effect of a write operation without committing. It is clear from the context, but it does not explicitly mention alternatives or when not to use this tool, which would make it a 5.

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

read_attachmentA
Read-onlyIdempotent

Read an ir.attachment's metadata and size-capped base64 content

ParametersJSON Schema
NameRequiredDescriptionDefault
instanceNo
include_dataNo
attachment_idYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
successYesFalse when the call failed; see error.
warningsNo
max_bytesNo
attachmentNoir.attachment metadata row.
data_base64NoBase64 content when under the size cap.
data_includedNo

TDQS

A3.8/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, and non-destructive, so safety is clear. The description adds value by specifying that content is 'size-capped', which is crucial behavioral information not captured in annotations. It could be improved by noting the cap size or behavior when exceeded, but overall adds transparency.

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 a single sentence that efficiently conveys the tool's purpose and key behavioral details. It is front-loaded with the verb and resource, and every word contributes meaning. No superfluous information.

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?

Given the tool has 3 parameters, an output schema, and sibling tools that also read data, the description is minimally complete for a simple read tool. However, it lacks parameter explanations and does not clarify the return structure (though output schema may cover that). The size-cap info is good, but overall could be more thorough.

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

Parameters2/5

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

With 0% schema description coverage, the description should explain what the three parameters (instance, include_data, attachment_id) mean and how they affect the operation. It does not do so. The description only mentions the overall action, leaving parameter semantics completely undocumented.

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 uses a specific verb 'Read' and a precise resource 'ir.attachment', and it clearly states what is returned (metadata and size-capped base64 content). This distinguishes it from sibling tools like read_record or execute_method, which have different purposes.

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

Usage Guidelines3/5

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

The description implies usage for reading attachments, but it does not provide explicit when-to-use or when-not-to-use guidance, nor does it mention alternatives among the many sibling tools. The context is clear but lacks direct directives.

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

read_recordB
Read-onlyIdempotent

Read a single Odoo record by model and ID

ParametersJSON Schema
NameRequiredDescriptionDefault
modelYes
fieldsNo
instanceNo
record_idYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
resultNoThe record (field-ACL redacted).
successYesFalse when the call failed; see error.
fields_usedNo
redacted_fieldsNo
smart_fields_appliedNo

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already provide readOnlyHint=true, idempotentHint=true, destructiveHint=false, so safety and idempotency are covered. The description adds no extra behavioral context beyond stating it reads a record. With annotations, the burden is lower, but no additional details like return format or error cases are given.

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 a single, concise sentence that gets straight to the point. It is front-loaded with the main action and resource, and contains no unnecessary words.

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 description is minimal but for a simple read tool with annotations covering behavior, it is fairly complete. However, the absence of parameter descriptions and usage guidance leaves gaps, especially given multiple sibling tools and optional parameters.

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

Parameters1/5

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

Schema description coverage is 0%, meaning no parameter descriptions exist in the schema. The overall description does not explain any of the four parameters (model, record_id, fields, instance). For clarity, each parameter should be described; the description completely fails to do so.

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 clearly states the tool reads a single Odoo record by model and ID. This distinguishes it from siblings like search_records (multiple records) and get_model_fields (metadata). The verb 'read' and resource 'single Odoo record' are specific.

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 provides no guidance on when to use this tool versus alternatives. It does not mention prerequisites, context, or that it is best for known record ID lookups. Sibling tools like search_records are not contrasted.

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

receivable_payable_agingA
Read-onlyIdempotent

Aged receivable/payable report bucketed by days overdue

ParametersJSON Schema
NameRequiredDescriptionDefault
as_ofNoOptional ISO date used as the aging reference date.
limitNoMaximum open-item lines to inspect.
instanceNoOptional configured Odoo instance name; uses the default if omitted.
directionNoAging direction: 'receivable' or 'payable'.receivable
top_partnersNoMaximum top partners to include; capped at 100.

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
as_ofNo
errorNoSanitized error message when success is false.
bucketsNo
successYesFalse when the call failed; see error.
partnersNo
directionNo
truncatedNo
line_countNo
partner_countNo
skipped_linesNo
total_outstandingNo

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already indicate readOnly, openWorld, idempotent, non-destructive, so the description doesn't contradict them. The description provides a good high-level behavior ('bucketed by days overdue') that complements annotations. However, it doesn't elaborate on side effects (though readOnly implies none) or specific data aggregation behavior, but given the annotations, this is adequate.

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 one sentence, concise and to the point. It communicates the core function without fluff. It could maybe expand on the output, but for a report tool, this is appropriately short.

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 description is minimal but an output schema is present, so return values don't need explanation. However, it doesn't mention the meaning of 'open-item lines' or the purpose of the 'limit' parameter, which could be ambiguous. The tool complexity is moderate (5 params, all documented), so more context would help. Given the output schema exists, it's acceptable but could be slightly more complete.

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?

All parameters have descriptive schema descriptions: as_of (ISO date), limit (max lines), instance (optional Odoo instance), direction (receivable/payable), top_partners (max partners, capped). The description adds context by saying the report is 'bucketed by days overdue', which helps understand what 'as_of' and 'direction' mean. Since schema coverage is 100%, the parameter semantics are already well-covered, but the description reinforces the purpose.

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 produces an 'Aged receivable/payable report' with a specific structure (bucketed by days overdue). It effectively conveys the core purpose and distinguishes it from general reporting tools. However, it doesn't explicitly differentiate from sibling tools like `accounting_health_summary` or `business_pack_report`, which might also involve financial reports.

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

Usage Guidelines3/5

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

The description implies usage for generating aging reports but provides no guidance on when to choose this over alternatives or prerequisites (e.g., configured Odoo connection, instance). Given sibling tools like `accounting_health_summary`, explicit when-to-use guidance is missing. The schema mentions 'instance' and 'direction', but the description doesn't clarify typical use cases.

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

scan_addons_sourceB
Read-onlyIdempotent

Scan local Odoo addon source without importing addon code

ParametersJSON Schema
NameRequiredDescriptionDefault
max_filesNo
addons_pathsNo
max_file_bytesNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

B3.3/5.0
Behavior4/5

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

Annotations already mark the tool as read-only and idempotent. The description adds a key behavioral trait: 'without importing addon code', explaining it avoids side effects of importing modules.

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?

Single sentence that is concise and directly states the tool's purpose without extraneous text.

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

Completeness2/5

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

With an output schema but no parameter details in the description, the tool is incomplete for effective use. The description should at least list what the returned data looks like or mention key parameters.

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

Parameters1/5

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

Schema description coverage is 0%, yet the description provides no explanation of the three parameters (max_files, addons_paths, max_file_bytes). Users cannot infer their meaning or usage from the description.

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?

Description clearly states the tool scans local Odoo addon source files without importing, using a specific verb and resource. It distinguishes from sibling tools that focus on data records or other operations.

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?

No guidance on when to use this tool vs alternatives like read_record or inspect_model_relationships. The description lacks context for appropriate usage.

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

schema_catalogA
Read-onlyIdempotent

Build and cache a bounded Odoo model schema catalog

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum catalog models to return; capped at 500.
queryNoOptional text used to filter catalog models.
modelsNoOptional technical model names to include in the catalog.
refreshNoWhether to bypass and refresh the cached catalog.
instanceNoOptional configured Odoo instance name; uses the default if omitted.
include_fieldsNoWhether to include field metadata for each model.

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
countNo
errorNoSanitized error message when success is false.
resultNoModel entries; fields included when requested.
successYesFalse when the call failed; see error.
metadata_usedNo

TDQS

A3.6/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint false. The description adds value by stating that the tool builds and caches the catalog, implying that it is a read operation that may return cached data, and that it is bounded. This context enriches the understanding beyond annotations.

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 a single, front-loaded sentence with no unnecessary words. Every word contributes to the purpose, making it highly concise and efficient.

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 that an output schema exists and annotations cover safety, the description is mostly complete. However, it does not explain the caching behavior in detail or mention the bounded nature explicitly, which could be helpful for an agent to understand the tool's scope. Still, it is sufficient for a tool with well-documented parameters and schema.

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 documents all parameters fully. The description does not add any additional meaning or constraints beyond what the schema provides, meeting the baseline expectation.

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 action ('Build and cache') and the resource ('bounded Odoo model schema catalog'), which is specific and informative. It distinguishes from sibling tools like 'list_models' or 'get_model_fields' by emphasizing caching and boundedness, but does not explicitly contrast with them.

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 gives no guidance on when to use this tool versus alternatives such as 'list_models', 'get_model_fields', or 'search_records'. No usage context, prerequisites, or exclusions are provided.

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

search_across_instancesA
Read-onlyIdempotent

Read-only search fanned out across configured Odoo instances, merged and attributed

ParametersJSON Schema
NameRequiredDescriptionDefault
modelYes
domainNo
fieldsNo
instancesNo
limit_per_instanceNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
modelNo
errorsNo
mergedNo
resultsNo
successYesFalse when the call failed; see error.
elapsed_msNo
merged_countNo
instance_countNo
skipped_opt_outNo
instances_queriedNo
unknown_instancesNo

TDQS

A4/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint=false. The description adds useful behavioral grounding with 'fanned out... merged and attributed', which explains the cross-instance orchestration and result attribution. It does not go into detail about attribution semantics or edge cases, but it complements the annotations well.

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?

This is a single, well-structured sentence that front-loads the key idea ('Read-only') and packs in scope and behavior without waste. It is concise while still being information-dense.

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?

Within its parent object schema and annotations, this description is reasonably effective, and an output schema covers return value semantics. However, main gaps are the lack of parameter semantics and no explicit guidance around when to select this instead of related search_records or aggregate_across_instances. It is minimally complete but not richly enough for a complex fan-out tool.

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

Parameters2/5

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

Schema description coverage is 0%, and the description provides essentially no parameter guidance. Parameter names like model, domain, instances, and limit_per_instance are somewhat self-explanatory, but the semantics of null defaults, the format of domain/instances, and how limit is applied are left unexplained.

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 uses a specific verb ('search'), names the resource (Odoo instances), and conveys a precise scope ('fan out across configured instances', 'merged and attributed'). It clearly distinguishes this from single-instance search_records and aggregate_across_instances.

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 phrase 'fanned out across configured Odoo instances' clearly indicates the main use case is multi-instance search. It does not explicitly name alternatives or list when not to use it, but the context is clear enough for an agent to choose it over search_records or aggregate_across_instances.

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

search_employeeB
Read-onlyIdempotent

Search for employees by name

ParametersJSON Schema
NameRequiredDescriptionDefault
nameYes
limitNo
instanceNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
errorNoError message, if any
resultNoList of employee search results
successYesIndicates if the search was successful

TDQS

B3.2/5.0
Behavior2/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint, covering the safety profile. The description adds no additional behavioral context such as search behavior (e.g., partial matching, case sensitivity) or result structure.

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

Conciseness3/5

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

The description is a single sentence, which is concise but lacks structure for a tool with multiple parameters. A more structured format (e.g., listing parameters briefly) would improve clarity without adding much length.

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 is simple with one required parameter and an output schema, but the description does not mention the output schema or return format. It adequately addresses the core purpose but lacks details on optional parameters and results.

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

Parameters2/5

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

Schema coverage is 0%, so the description must compensate. It adds meaning for the 'name' parameter implicitly but provides no details on 'limit' or 'instance'. The description only partially explains the parameters.

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 clearly states the action ('Search') and the resource ('employees') with a specific filter ('by name'). It distinguishes from sibling tools like search_records and search_across_instances by targeting employees specifically.

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

Usage Guidelines3/5

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

The description implies usage for searching employees by name but does not explicitly state when to use this tool versus alternatives like search_records or search_across_instances. No exclusions or when-not-to-use guidance is provided.

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

search_holidaysA
Read-onlyIdempotent

Search for holidays within a date range

ParametersJSON Schema
NameRequiredDescriptionDefault
end_dateYesEnd date in YYYY-MM-DD format.
instanceNoOptional configured Odoo instance name; uses the default if omitted.
start_dateYesStart date in YYYY-MM-DD format.
employee_idNoOptional employee ID used to filter holidays.

Output Schema

ParametersJSON Schema
NameRequiredDescription
errorNoError message, if any
resultNoList of holidays found
successYesIndicates if the search was successful

TDQS

A3.8/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, openWorldHint, idempotentHint, and destructiveHint. The description does not add any behavioral context beyond what annotations provide, such as pagination or filtering behavior.

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 a single short sentence that is front-loaded with the key action and resource, containing no unnecessary words.

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, presence of an output schema, and comprehensive annotations, the description is sufficient for understanding the tool's purpose. It could mention that it returns a list of holidays, but the output schema likely covers that.

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 each parameter adequately described. The tool description adds no additional parameter meaning beyond the schema.

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 clearly states the tool searches for holidays within a date range. The verb 'Search' and resource 'holidays' are specific, and it distinguishes from sibling search tools like search_records or search_employee.

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

Usage Guidelines3/5

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

The description implies usage for date-range holiday searches but provides no explicit guidance on when to use this tool versus alternatives, nor any exclusions or prerequisites.

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

search_knowledgeC
Read-onlyIdempotent

Relevance-ranked local BM25 search over previously indexed records

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNo
modelYes
queryYes
instanceNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
errorNoSanitized error message when success is false.
modelNo
queryNo
resultsNoBM25-ranked snippets from the local index.
successYesFalse when the call failed; see error.
instanceNo

TDQS

C2.9/5.0
Behavior3/5

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

Annotations already mark the tool as read-only, idempotent, and non-destructive. The description adds algorithmic detail (BM25, local) without contradicting annotations, but does not elaborate on side effects or scope.

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 a single, focused sentence with no redundancy or unnecessary details.

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

Completeness2/5

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

While an output schema exists (so return values need not be explained), the description lacks parameter semantics and usage guidance, making it incomplete for effective invocation.

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

Parameters1/5

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

The schema includes four parameters (query, model, limit, instance), but the description provides no explanation for any of them. This is a significant gap, and no compensation is made.

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?

Description clearly states it performs a search over indexed records with BM25 relevance ranking. The term 'local' distinguishes it from cross-instance search tools, though it could be more explicit about the scope.

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?

No guidance is given on when to use this tool versus alternative search tools like search_records or search_across_instances. The 'local' hint is implicit but not elaborated.

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

search_recordsA
Read-onlyIdempotent

Search Odoo records with read-only search_read; optional free-text query matches across name/ref/email-like fields

ParametersJSON Schema
NameRequiredDescriptionDefault
limitNo
modelYes
orderNo
queryNo
domainNo
fieldsNo
offsetNo
instanceNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
toolNoReporting tool name.
countNo
errorNoSanitized error message when success is false.
resultNoMatched records (field-ACL redacted).
successYesFalse when the call failed; see error.
fields_usedNo
redacted_fieldsNo
query_fields_usedNoFields matched by the free-text query shortcut.
smart_fields_appliedNo

TDQS

A3.8/5.0
Behavior4/5

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

Annotations declare readOnlyHint, openWorldHint, idempotentHint, and non-destructive behavior. Description adds that it uses the search_read method and that query matches name/ref/email-like fields, providing context beyond annotations.

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?

Single, front-loaded sentence efficiently conveys purpose and key feature (free-text query). No extraneous text; every word contributes.

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?

With 8 parameters and existing output schema, description covers core search intent but omits details on filtering with domain, field selection, ordering, and pagination. Adequate but incomplete for complex use.

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

Parameters2/5

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

Schema coverage is 0% so description must compensate. Only 'query' parameter receives partial description (matches across fields). Other seven parameters (limit, order, domain, etc.) are not described, leaving significant gaps.

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 clearly states 'Search Odoo records with read-only search_read', specifying verb and resource. It distinguishes from sibling tools like search_across_instances by focusing on single-instance search.

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

Usage Guidelines3/5

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

Description mentions optional free-text query but does not specify when to use this tool versus alternatives such as search_across_instances or model-specific searches. No explicit when-not or usage context.

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

submit_async_taskA
Read-onlyIdempotent

Run an allowlisted long-running read operation in the background

ParametersJSON Schema
NameRequiredDescriptionDefault
paramsNo
instanceNo
operationYes

Output Schema

ParametersJSON Schema
NameRequiredDescription
nameNo
noteNo
toolNoReporting tool name.
errorNoSanitized error message when success is false.
resultNo
statusNo
successYesFalse when the call failed; see error.
task_idNo
created_atNo
started_atNo
finished_atNo

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, so the description reinforces that by saying 'read operation'. It adds context beyond annotations by specifying 'allowlisted' (implying restrictions), 'long-running' (performance characteristics), and 'background' (execution model). No contradiction exists, and the extra detail is valuable though it does not cover error handling or cancellation behavior.

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 a single, concise sentence with no redundant words. It delivers the core purpose effectively and is appropriately sized for a straightforward submission tool.

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

Completeness2/5

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

With an output schema present, the return value might be covered elsewhere, but the description fails to provide essential context about the operation allowlist, how to construct parameters, or whether an instance is required. For a tool that submits long-running tasks, users need to know what operations are permitted and how to structure inputs, which is missing. This makes the description incomplete for a 3-parameter tool with 0% schema coverage.

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

Parameters2/5

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

Schema description coverage is 0%, so the description carries full responsibility for explaining parameters. However, it only mentions 'operation' implicitly via the word 'operation' in the text, without defining what an operation is, how to specify parameters (params), or what instance refers to. The schema shows three parameters, but none are explained, making param semantics weak.

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 clearly states a specific verb ('Run') and resource ('operation'), and adds qualifiers ('allowlisted', 'long-running', 'read', 'background') that distinguish it from sibling async tools like get_async_task, cancel_async_task, and list_async_tasks. It unambiguously communicates that this tool submits a background read task.

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

Usage Guidelines3/5

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

The phrase 'long-running read operation' implies when to use it (for reads that take time), but it does not explicitly state when not to use it, mention alternatives like synchronous reads, or explain that results should be retrieved via get_async_task. The guidance is implied rather than explicit.

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

upgrade_risk_reportB
Read-onlyIdempotent

Report Odoo upgrade and JSON-2 migration risks

ParametersJSON Schema
NameRequiredDescriptionDefault
methodsNoOptional model method metadata to assess for compatibility.
modulesNoOptional module metadata to assess for upgrade risks.
include_debugNoWhether to include additional diagnostic details.
source_versionNoOptional current Odoo version.
target_versionNoOptional target Odoo version.
observed_errorsNoOptional observed upgrade or migration errors to classify.
source_findingsNoOptional source-code findings to include in the risk report.
use_live_metadataNoWhether to request live metadata; this preview tool does not fetch it.

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already indicate readOnlyHint=true, idempotentHint=true, and destructiveHint=false, so the description's statement 'Report...risks' is consistent but adds no new behavioral traits beyond confirming it is a report. No side effects, authentication needs, or response details are disclosed.

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 a single, clear sentence with no unnecessary words. It effectively communicates the tool's purpose without redundancy.

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

Completeness2/5

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

Despite having an output schema, the description is too terse for a tool with 8 optional parameters. It does not explain how the parameters affect the risk report, what the output contains, or typical usage patterns, leaving gaps for an AI agent.

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 each parameter having a clear description. The tool description does not elaborate on parameter usage or relationships, so it adds no value beyond the schema. Baseline score of 3 is appropriate.

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 reports Odoo upgrade and JSON-2 migration risks, specifying the resource and action. It distinguishes from siblings like 'analyze_upgrade_log' by focusing on a comprehensive risk report rather than log analysis, but could be more explicit about the scope.

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 provides no guidance on when to use this tool versus alternatives such as 'analyze_upgrade_log' or 'generate_json2_payload'. No context on prerequisites, typical use cases, or exclusions is given.

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

validate_writeC
Read-onlyIdempotent

Validate a standard write payload against optional fields_get metadata

ParametersJSON Schema
NameRequiredDescriptionDefault
modelYes
valuesNo
contextNo
instanceNo
operationYes
record_idsNo
values_listNo
fields_metadataNo
use_live_metadataNo

Output Schema

ParametersJSON Schema
NameRequiredDescription
resultYes

TDQS

C2.8/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and destructiveHint=false, so the description's 'validate' is consistent. It adds minimal behavioral context beyond what annotations provide.

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

Conciseness3/5

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

The description is a single concise sentence, but it is overly minimal given the tool's complexity and number of parameters. It could be better structured with more detail.

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

Completeness2/5

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

For a tool with 9 parameters and 0% schema coverage, the description is insufficient. Annotations help but do not provide enough context for correct invocation.

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

Parameters2/5

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

With 0% schema description coverage and 9 parameters, the description fails to add meaning to any parameter. It does not compensate for the lack of schema descriptions.

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 states the tool validates a standard write payload against optional metadata, which is clear and specific. However, it does not differentiate from siblings like execute_approved_write or preview_write.

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?

No explicit guidance on when to use this tool versus alternatives. The description implies validation use but lacks context or exclusion criteria.

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. 13 tool updatesv1.3.1
    • Changedaccounting_health_across_instances18 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / as_of
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "As Of"
        +}
      • addedOutput schema / properties / combined_buckets
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": {
        +        "type": "number"
        +      },
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Combined Buckets"
        +}
      • addedOutput schema / properties / combined_total_outstanding
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Combined Total Outstanding"
        +}
      • addedOutput schema / properties / direction
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Direction"
        +}
      • addedOutput schema / properties / elapsed_ms
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Elapsed Ms"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / errors
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Errors"
        +}
      • addedOutput schema / properties / instance_count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance Count"
        +}
      • addedOutput schema / properties / instances_queried
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instances Queried"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / results
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Results"
        +}
      • addedOutput schema / properties / skipped_opt_out
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Skipped Opt Out"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • addedOutput schema / properties / unknown_instances
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Unknown Instances"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"accounting_health_across_instancesOutput"New value: +"AccountingHealthAcrossInstancesResponse"
    • Changedaccounting_health_summary10 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / draft_invoices
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Draft Invoices"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / open_payable_items
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Open Payable Items"
        +}
      • addedOutput schema / properties / open_receivable_items
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Open Receivable Items"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"accounting_health_summaryOutput"New value: +"AccountingHealthSummaryResponse"
    • Changedaggregate_across_instances17 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / combined_count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Combined Count"
        +}
      • addedOutput schema / properties / combined_measures
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": {
        +        "type": "number"
        +      },
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Combined Measures"
        +}
      • addedOutput schema / properties / elapsed_ms
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Elapsed Ms"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / errors
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Errors"
        +}
      • addedOutput schema / properties / instance_count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance Count"
        +}
      • addedOutput schema / properties / instances_queried
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instances Queried"
        +}
      • addedOutput schema / properties / model
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Model"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / results
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Results"
        +}
      • addedOutput schema / properties / skipped_opt_out
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Skipped Opt Out"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • addedOutput schema / properties / unknown_instances
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Unknown Instances"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"aggregate_across_instancesOutput"New value: +"AggregateAcrossInstancesResponse"
    • Changedbuild_domain11 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / conditions
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "items": {},
        +        "type": "array"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Normalized field/operator/value conditions.",
        +  "title": "Conditions"
        +}
      • addedOutput schema / properties / domain
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {},
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Validated Odoo domain expression.",
        +  "title": "Domain"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / issues
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Validation errors and warnings.",
        +  "title": "Issues"
        +}
      • addedOutput schema / properties / metadata_used
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Metadata Used"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"build_domainOutput"New value: +"BuildDomainResponse"
    • Changedcancel_async_task17 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / created_at
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Created At"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / finished_at
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Finished At"
        +}
      • addedOutput schema / properties / name
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Name"
        +}
      • addedOutput schema / properties / note
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Note"
        +}
      • removedOutput schema / properties / result / additionalProperties
        Removed value: -true
      • addedOutput schema / properties / result / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedOutput schema / properties / result / default
        Added value: +null
      • removedOutput schema / properties / result / type
        Removed value: -"object"
      • addedOutput schema / properties / started_at
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Started At"
        +}
      • addedOutput schema / properties / status
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Status"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / task_id
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Task Id"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"cancel_async_taskOutput"New value: +"AsyncTaskResponse"
    • Changedget_async_task17 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / created_at
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Created At"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / finished_at
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Finished At"
        +}
      • addedOutput schema / properties / name
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Name"
        +}
      • addedOutput schema / properties / note
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Note"
        +}
      • removedOutput schema / properties / result / additionalProperties
        Removed value: -true
      • addedOutput schema / properties / result / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedOutput schema / properties / result / default
        Added value: +null
      • removedOutput schema / properties / result / type
        Removed value: -"object"
      • addedOutput schema / properties / started_at
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Started At"
        +}
      • addedOutput schema / properties / status
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Status"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / task_id
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Task Id"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"get_async_taskOutput"New value: +"AsyncTaskResponse"
    • Changedindex_knowledge16 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / documents_in_index
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Documents In Index"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / fetched
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Fetched"
        +}
      • addedOutput schema / properties / indexed
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Indexed"
        +}
      • addedOutput schema / properties / indexed_fields
        Added value: +{
        +  "anyOf": [
        +    {},
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Explicit field list or 'smart selection'.",
        +  "title": "Indexed Fields"
        +}
      • addedOutput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
      • addedOutput schema / properties / max_documents
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Max Documents"
        +}
      • addedOutput schema / properties / model
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Model"
        +}
      • addedOutput schema / properties / redacted_fields
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Redacted Fields"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / skipped_over_budget
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Skipped Over Budget"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"index_knowledgeOutput"New value: +"IndexKnowledgeResponse"
    • Changedknowledge_stats10 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / indexes
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Indexes"
        +}
      • addedOutput schema / properties / max_documents
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Max Documents"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • addedOutput schema / properties / total_documents
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Total Documents"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"knowledge_statsOutput"New value: +"KnowledgeStatsResponse"
    • Changedlist_async_tasks8 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tasks
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Tasks"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"list_async_tasksOutput"New value: +"ListAsyncTasksResponse"
    • Changedreceivable_payable_aging16 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / as_of
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "As Of"
        +}
      • addedOutput schema / properties / buckets
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Buckets"
        +}
      • addedOutput schema / properties / direction
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Direction"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / line_count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Line Count"
        +}
      • addedOutput schema / properties / partner_count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Partner Count"
        +}
      • addedOutput schema / properties / partners
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Partners"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / skipped_lines
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Skipped Lines"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • addedOutput schema / properties / total_outstanding
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Total Outstanding"
        +}
      • addedOutput schema / properties / truncated
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Truncated"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"receivable_payable_agingOutput"New value: +"ReceivablePayableAgingResponse"
    • Changedsearch_across_instances17 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / elapsed_ms
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Elapsed Ms"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / errors
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": {
        +        "type": "string"
        +      },
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Errors"
        +}
      • addedOutput schema / properties / instance_count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance Count"
        +}
      • addedOutput schema / properties / instances_queried
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instances Queried"
        +}
      • addedOutput schema / properties / merged
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Merged"
        +}
      • addedOutput schema / properties / merged_count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Merged Count"
        +}
      • addedOutput schema / properties / model
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Model"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / results
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Results"
        +}
      • addedOutput schema / properties / skipped_opt_out
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Skipped Opt Out"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • addedOutput schema / properties / unknown_instances
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Unknown Instances"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"search_across_instancesOutput"New value: +"SearchAcrossInstancesResponse"
    • Changedsearch_knowledge11 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
      • addedOutput schema / properties / model
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Model"
        +}
      • addedOutput schema / properties / query
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Query"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / results
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "BM25-ranked snippets from the local index.",
        +  "title": "Results"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"search_knowledgeOutput"New value: +"SearchKnowledgeResponse"
    • Changedsubmit_async_task17 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / created_at
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Created At"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / finished_at
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Finished At"
        +}
      • addedOutput schema / properties / name
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Name"
        +}
      • addedOutput schema / properties / note
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Note"
        +}
      • removedOutput schema / properties / result / additionalProperties
        Removed value: -true
      • addedOutput schema / properties / result / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedOutput schema / properties / result / default
        Added value: +null
      • removedOutput schema / properties / result / type
        Removed value: -"object"
      • addedOutput schema / properties / started_at
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "number"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Started At"
        +}
      • addedOutput schema / properties / status
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Status"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / task_id
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Task Id"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"submit_async_taskOutput"New value: +"AsyncTaskResponse"
  2. 10 tool updatesv1.2.1
    • Changedaccounting_health_across_instances4 fields changed
      • addedInput schema / properties / as_of / description
        Added value: +"Optional ISO date used as the aging reference date."
      • addedInput schema / properties / direction / description
        Added value: +"Aging direction: 'receivable' or 'payable'."
      • addedInput schema / properties / instances / description
        Added value: +"Optional instance selector; defaults to all eligible instances."
      • addedInput schema / properties / top_partners / description
        Added value: +"Maximum top partners to include in each aging report; capped at 100."
    • Changedbusiness_pack_report3 fields changed
      • addedInput schema / properties / instance / description
        Added value: +"Optional configured Odoo instance name; uses the default if omitted."
      • addedInput schema / properties / pack / description
        Added value: +"Business pack to report, such as sales, crm, inventory, accounting, or hr."
      • addedInput schema / properties / use_live_metadata / description
        Added value: +"Whether to inspect live models and installed modules."
    • Changeddiagnose_access9 fields changed
      • addedInput schema / properties / domain / description
        Added value: +"Optional Odoo domain used for the visibility check."
      • addedInput schema / properties / expected_count / description
        Added value: +"Optional expected visible record count for comparison."
      • addedInput schema / properties / include_rules / description
        Added value: +"Whether to include matching record-rule metadata."
      • addedInput schema / properties / instance / description
        Added value: +"Optional configured Odoo instance name; uses the default if omitted."
      • addedInput schema / properties / limit / description
        Added value: +"Maximum metadata rows to inspect; capped at 500."
      • addedInput schema / properties / model / description
        Added value: +"Technical Odoo model name to inspect."
      • addedInput schema / properties / observed_error / description
        Added value: +"Optional error text or structured error to classify."
      • addedInput schema / properties / operation / description
        Added value: +"Access operation to diagnose, such as read or write."
      • addedInput schema / properties / record_ids / description
        Added value: +"Optional record IDs to check directly."
    • Changeddiagnose_odoo_call10 fields changed
      • addedInput schema / properties / args / description
        Added value: +"Optional positional call arguments."
      • addedInput schema / properties / include_debug / description
        Added value: +"Whether to include additional diagnostic details."
      • addedInput schema / properties / kwargs / description
        Added value: +"Optional keyword call arguments."
      • addedInput schema / properties / metadata / description
        Added value: +"Optional model or method metadata used by the diagnosis."
      • addedInput schema / properties / method / description
        Added value: +"Odoo model method name to diagnose."
      • addedInput schema / properties / model / description
        Added value: +"Technical Odoo model name to diagnose."
      • addedInput schema / properties / observed_error / description
        Added value: +"Optional error text or structured error to classify."
      • addedInput schema / properties / target_version / description
        Added value: +"Optional target Odoo version for compatibility checks."
      • addedInput schema / properties / transport / description
        Added value: +"Transport to assess, such as 'auto', 'xmlrpc', or 'json2'."
      • addedInput schema / properties / use_live_metadata / description
        Added value: +"Whether to request live metadata; this preview tool does not fetch it."
    • Changedexecute_method5 fields changed
      • addedInput schema / properties / args / description
        Added value: +"Optional positional method arguments."
      • addedInput schema / properties / instance / description
        Added value: +"Optional configured Odoo instance name; uses the default if omitted."
      • addedInput schema / properties / kwargs / description
        Added value: +"Optional keyword method arguments."
      • addedInput schema / properties / method / description
        Added value: +"Odoo model method to call; direct create, write, and unlink are blocked."
      • addedInput schema / properties / model / description
        Added value: +"Technical Odoo model name, for example 'res.partner'."
    • Changedget_odoo_profile3 fields changed
      • addedInput schema / properties / include_modules / description
        Added value: +"Whether to include installed-module metadata."
      • addedInput schema / properties / instance / description
        Added value: +"Optional configured Odoo instance name; uses the default if omitted."
      • addedInput schema / properties / module_limit / description
        Added value: +"Maximum installed modules to include; capped at 500."
    • Changedreceivable_payable_aging5 fields changed
      • addedInput schema / properties / as_of / description
        Added value: +"Optional ISO date used as the aging reference date."
      • addedInput schema / properties / direction / description
        Added value: +"Aging direction: 'receivable' or 'payable'."
      • addedInput schema / properties / instance / description
        Added value: +"Optional configured Odoo instance name; uses the default if omitted."
      • addedInput schema / properties / limit / description
        Added value: +"Maximum open-item lines to inspect."
      • addedInput schema / properties / top_partners / description
        Added value: +"Maximum top partners to include; capped at 100."
    • Changedschema_catalog6 fields changed
      • addedInput schema / properties / include_fields / description
        Added value: +"Whether to include field metadata for each model."
      • addedInput schema / properties / instance / description
        Added value: +"Optional configured Odoo instance name; uses the default if omitted."
      • addedInput schema / properties / limit / description
        Added value: +"Maximum catalog models to return; capped at 500."
      • addedInput schema / properties / models / description
        Added value: +"Optional technical model names to include in the catalog."
      • addedInput schema / properties / query / description
        Added value: +"Optional text used to filter catalog models."
      • addedInput schema / properties / refresh / description
        Added value: +"Whether to bypass and refresh the cached catalog."
    • Changedsearch_holidays4 fields changed
      • addedInput schema / properties / employee_id / description
        Added value: +"Optional employee ID used to filter holidays."
      • addedInput schema / properties / end_date / description
        Added value: +"End date in YYYY-MM-DD format."
      • addedInput schema / properties / instance / description
        Added value: +"Optional configured Odoo instance name; uses the default if omitted."
      • addedInput schema / properties / start_date / description
        Added value: +"Start date in YYYY-MM-DD format."
    • Changedupgrade_risk_report8 fields changed
      • addedInput schema / properties / include_debug / description
        Added value: +"Whether to include additional diagnostic details."
      • addedInput schema / properties / methods / description
        Added value: +"Optional model method metadata to assess for compatibility."
      • addedInput schema / properties / modules / description
        Added value: +"Optional module metadata to assess for upgrade risks."
      • addedInput schema / properties / observed_errors / description
        Added value: +"Optional observed upgrade or migration errors to classify."
      • addedInput schema / properties / source_findings / description
        Added value: +"Optional source-code findings to include in the risk report."
      • addedInput schema / properties / source_version / description
        Added value: +"Optional current Odoo version."
      • addedInput schema / properties / target_version / description
        Added value: +"Optional target Odoo version."
      • addedInput schema / properties / use_live_metadata / description
        Added value: +"Whether to request live metadata; this preview tool does not fetch it."
  3. 12 tool updatesv1.1.0
    • Changedaggregate_records15 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / fallback_reason
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Fallback Reason"
        +}
      • addedOutput schema / properties / group_by
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Group By"
        +}
      • addedOutput schema / properties / major_version
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Major Version"
        +}
      • addedOutput schema / properties / measures
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Measures"
        +}
      • addedOutput schema / properties / method
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "formatted_read_group (19+) or read_group.",
        +  "title": "Method"
        +}
      • addedOutput schema / properties / model
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Model"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / row_count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Row Count"
        +}
      • addedOutput schema / properties / rows
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Aggregated group rows.",
        +  "title": "Rows"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"aggregate_recordsOutput"New value: +"AggregateRecordsResponse"
    • Addedanalyze_upgrade_log
    • Addeddata_quality_report
    • Changedget_model_fields15 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Count"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / ranking
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Relevance scores when relevance=\"top\".",
        +  "title": "Ranking"
        +}
      • addedOutput schema / properties / relevance_applied
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "boolean"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Relevance Applied"
        +}
      • addedOutput schema / properties / restricted_fields
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Fields marked restricted by the field ACL.",
        +  "title": "Restricted Fields"
        +}
      • removedOutput schema / properties / result / additionalProperties
        Removed value: -true
      • addedOutput schema / properties / result / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedOutput schema / properties / result / default
        Added value: +null
      • addedOutput schema / properties / result / description
        Added value: +"Mapping of field name to fields_get metadata."
      • removedOutput schema / properties / result / type
        Removed value: -"object"
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"get_model_fieldsOutput"New value: +"GetModelFieldsResponse"
    • Changedget_odoo_profile9 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / metadata_used
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Metadata Used"
        +}
      • addedOutput schema / properties / profile
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Server, user-context, transport, and module metadata.",
        +  "title": "Profile"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"get_odoo_profileOutput"New value: +"GetOdooProfileResponse"
    • Changedhealth_check11 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / plugins
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Opt-in plugin load state and tool filtering.",
        +  "title": "Plugins"
        +}
      • addedOutput schema / properties / rate_limits
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Rate Limits"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / runtime
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Non-secret runtime security posture.",
        +  "title": "Runtime"
        +}
      • addedOutput schema / properties / server
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Server name, instructions, surface counts.",
        +  "title": "Server"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"health_checkOutput"New value: +"HealthCheckResponse"
    • Changedlist_instances10 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / default
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Name of the default instance.",
        +  "title": "Default"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / instance_count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance Count"
        +}
      • addedOutput schema / properties / instances
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Instance entries (never credentials).",
        +  "title": "Instances"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"list_instancesOutput"New value: +"ListInstancesResponse"
    • Changedlist_models12 fields changed
      • addedOutput schema / $defs
        Added value: +{
        +  "ModelSummary": {
        +    "additionalProperties": true,
        +    "description": "One model entry from list_models / schema_catalog.",
        +    "properties": {
        +      "model": {
        +        "description": "Technical model name, e.g. res.partner.",
        +        "title": "Model",
        +        "type": "string"
        +      },
        +      "name": {
        +        "default": "",
        +        "description": "Human display name.",
        +        "title": "Name",
        +        "type": "string"
        +      }
        +    },
        +    "required": [
        +      "model"
        +    ],
        +    "title": "ModelSummary",
        +    "type": "object"
        +  }
        +}
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Count"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • removedOutput schema / properties / result / additionalProperties
        Removed value: -true
      • addedOutput schema / properties / result / anyOf
        Added value: +[
        +  {
        +    "items": {
        +      "$ref": "#/$defs/ModelSummary"
        +    },
        +    "type": "array"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedOutput schema / properties / result / default
        Added value: +null
      • removedOutput schema / properties / result / type
        Removed value: -"object"
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"list_modelsOutput"New value: +"ListModelsResponse"
    • Changedread_attachment12 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / attachment
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "ir.attachment metadata row.",
        +  "title": "Attachment"
        +}
      • addedOutput schema / properties / data_base64
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Base64 content when under the size cap.",
        +  "title": "Data Base64"
        +}
      • addedOutput schema / properties / data_included
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "boolean"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Data Included"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / max_bytes
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Max Bytes"
        +}
      • removedOutput schema / properties / result
        Removed value: -{
        -  "additionalProperties": true,
        -  "title": "Result",
        -  "type": "object"
        -}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • addedOutput schema / properties / warnings
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Warnings"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"read_attachmentOutput"New value: +"ReadAttachmentResponse"
    • Changedread_record14 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / fields_used
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Fields Used"
        +}
      • addedOutput schema / properties / redacted_fields
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Redacted Fields"
        +}
      • removedOutput schema / properties / result / additionalProperties
        Removed value: -true
      • addedOutput schema / properties / result / anyOf
        Added value: +[
        +  {
        +    "additionalProperties": true,
        +    "type": "object"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedOutput schema / properties / result / default
        Added value: +null
      • addedOutput schema / properties / result / description
        Added value: +"The record (field-ACL redacted)."
      • removedOutput schema / properties / result / type
        Removed value: -"object"
      • addedOutput schema / properties / smart_fields_applied
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "boolean"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Smart Fields Applied"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"read_recordOutput"New value: +"ReadRecordResponse"
    • Changedschema_catalog14 fields changed
      • addedOutput schema / $defs
        Added value: +{
        +  "ModelSummary": {
        +    "additionalProperties": true,
        +    "description": "One model entry from list_models / schema_catalog.",
        +    "properties": {
        +      "model": {
        +        "description": "Technical model name, e.g. res.partner.",
        +        "title": "Model",
        +        "type": "string"
        +      },
        +      "name": {
        +        "default": "",
        +        "description": "Human display name.",
        +        "title": "Name",
        +        "type": "string"
        +      }
        +    },
        +    "required": [
        +      "model"
        +    ],
        +    "title": "ModelSummary",
        +    "type": "object"
        +  }
        +}
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Count"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / metadata_used
        Added value: +{
        +  "anyOf": [
        +    {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Metadata Used"
        +}
      • removedOutput schema / properties / result / additionalProperties
        Removed value: -true
      • addedOutput schema / properties / result / anyOf
        Added value: +[
        +  {
        +    "items": {
        +      "$ref": "#/$defs/ModelSummary"
        +    },
        +    "type": "array"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedOutput schema / properties / result / default
        Added value: +null
      • addedOutput schema / properties / result / description
        Added value: +"Model entries; fields included when requested."
      • removedOutput schema / properties / result / type
        Removed value: -"object"
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"schema_catalogOutput"New value: +"SchemaCatalogResponse"
    • Changedsearch_records16 fields changed
      • addedOutput schema / additionalProperties
        Added value: +true
      • addedOutput schema / properties / count
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "integer"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Count"
        +}
      • addedOutput schema / properties / error
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Sanitized error message when success is false.",
        +  "title": "Error"
        +}
      • addedOutput schema / properties / fields_used
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Fields Used"
        +}
      • addedOutput schema / properties / query_fields_used
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Fields matched by the free-text query shortcut.",
        +  "title": "Query Fields Used"
        +}
      • addedOutput schema / properties / redacted_fields
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "type": "string"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Redacted Fields"
        +}
      • removedOutput schema / properties / result / additionalProperties
        Removed value: -true
      • addedOutput schema / properties / result / anyOf
        Added value: +[
        +  {
        +    "items": {
        +      "additionalProperties": true,
        +      "type": "object"
        +    },
        +    "type": "array"
        +  },
        +  {
        +    "type": "null"
        +  }
        +]
      • addedOutput schema / properties / result / default
        Added value: +null
      • addedOutput schema / properties / result / description
        Added value: +"Matched records (field-ACL redacted)."
      • removedOutput schema / properties / result / type
        Removed value: -"object"
      • addedOutput schema / properties / smart_fields_applied
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "boolean"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Smart Fields Applied"
        +}
      • addedOutput schema / properties / success
        Added value: +{
        +  "description": "False when the call failed; see error.",
        +  "title": "Success",
        +  "type": "boolean"
        +}
      • addedOutput schema / properties / tool
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "description": "Reporting tool name.",
        +  "title": "Tool"
        +}
      • changedOutput schema / required
        Previous value: -[
        -  "result"
        -]New value: +[
        +  "success"
        +]
      • changedOutput schema / title
        Previous value: -"search_recordsOutput"New value: +"SearchRecordsResponse"
  4. 32 tool updatesv1.0.0
    • Addedaccounting_health_across_instances
    • Addedaccounting_health_summary
    • Addedaggregate_across_instances
    • Changedaggregate_records1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Changedbusiness_pack_report1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Addedcancel_async_task
    • Changedchatter_post1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Changeddiagnose_access2 fields changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
      • addedInput schema / properties / observed_error
        Added value: +{
        +  "anyOf": [
        +    {},
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Observed Error"
        +}
    • Changedexecute_approved_write2 fields changed
      • changedInput schema / title
        Previous value: -"execute_approved_writeArguments"New value: +"execute_approved_write_toolArguments"
      • changedOutput schema / title
        Previous value: -"execute_approved_writeOutput"New value: +"execute_approved_write_toolOutput"
    • Changedexecute_method1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Addedget_async_task
    • Changedget_model_fields3 fields changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
      • addedInput schema / properties / max_fields
        Added value: +{
        +  "default": 30,
        +  "title": "Max Fields",
        +  "type": "integer"
        +}
      • addedInput schema / properties / relevance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Relevance"
        +}
    • Changedget_odoo_profile1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Addedindex_knowledge
    • Changedinspect_model_relationships1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Addedknowledge_stats
    • Addedlist_async_tasks
    • Addedlist_instances
    • Changedlist_models1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Addedlookup_model_history
    • Changedpreview_write2 fields changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
      • addedInput schema / properties / values_list
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Values List"
        +}
    • Addedread_attachment
    • Changedread_record1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Addedreceivable_payable_aging
    • Changedschema_catalog1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Addedsearch_across_instances
    • Changedsearch_employee1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Changedsearch_holidays1 field changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
    • Addedsearch_knowledge
    • Changedsearch_records2 fields changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
      • addedInput schema / properties / query
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Query"
        +}
    • Addedsubmit_async_task
    • Changedvalidate_write2 fields changed
      • addedInput schema / properties / instance
        Added value: +{
        +  "anyOf": [
        +    {
        +      "type": "string"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Instance"
        +}
      • addedInput schema / properties / values_list
        Added value: +{
        +  "anyOf": [
        +    {
        +      "items": {
        +        "additionalProperties": true,
        +        "type": "object"
        +      },
        +      "type": "array"
        +    },
        +    {
        +      "type": "null"
        +    }
        +  ],
        +  "default": null,
        +  "title": "Values List"
        +}
  5. 2 tool updatesv0.3.0
    • Addedaggregate_records
    • Addedchatter_post
  6. 22 tool updatesv0.2.0
    • First observedbuild_domain
    • First observedbusiness_pack_report
    • First observeddiagnose_access
    • First observeddiagnose_odoo_call
    • First observedexecute_approved_write
    • First observedexecute_method
    • First observedfit_gap_report
    • First observedgenerate_json2_payload
    • First observedget_model_fields
    • First observedget_odoo_profile
    • First observedhealth_check
    • First observedinspect_model_relationships
    • First observedlist_models
    • First observedpreview_write
    • First observedread_record
    • First observedscan_addons_source
    • First observedschema_catalog
    • First observedsearch_employee
    • First observedsearch_holidays
    • First observedsearch_records
    • First observedupgrade_risk_report
    • First observedvalidate_write

TDQS

B3/5.0

Scored across 41 tools

Disambiguation3/5

Most tools have distinct purposes, but there are overlapping boundaries among search_records, search_employee, search_holidays, and search_across_instances, as well as among schema-discovery tools like list_models, get_model_fields, and schema_catalog. The write-related tools also require careful reading: preview_write, validate_write, execute_approved_write, and execute_method have related but different roles.

Naming Consistency4/5

The majority of tools follow a clear verb_noun pattern such as list_models, read_record, build_domain, and diagnose_access. A few report-style names like data_quality_report, upgrade_risk_report, and health_check break the pattern, but the names remain predictable and descriptive.

Tool Count2/5

With 41 tools, the surface is much larger than the recommended range for a typical MCP server. Many report, diagnosis, and analysis tools could be grouped or consolidated. The broad scope may be intentional for Odoo consulting, but it feels heavy and harder to navigate.

Completeness3/5

The set covers read, search, schema introspection, write preview/approval, custom method execution, diagnostics, upgrade analysis, and async tasks well. However, there is no direct named create/update/delete operation besides preview/execute paths, and attachment handling is read-only, leaving obvious record lifecycle gaps.

Maintenance

ActivityStale
ResponsivenessWithin a week

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