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Glama

Japan Official Statistics MCP

Server Details

25,000+ official Japanese government statistical tables (population, prices, wages, industry) via e-Stat, with dimension codes resolved to readable labels.

Status
Healthy
Last Tested
Transport
Streamable HTTP
URL

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MCP server

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Tool DescriptionsA

Average 4.1/5 across 2 of 2 tools scored.

Server CoherenceA
Disambiguation5/5

The two tools have clearly distinct purposes: search_statistics finds tables, get_statistics_data retrieves data. No overlap or ambiguity.

Naming Consistency5/5

Both tools follow a consistent verb_noun pattern in snake_case: search_statistics and get_statistics_data.

Tool Count3/5

Two tools is thin for a broad domain like official statistics; missing browse or metadata retrieval, but the minimal workflow is covered.

Completeness4/5

The core search-to-retrieve workflow is complete, but lacks features like listing categories or filtering without search, leaving minor gaps.

Available Tools

2 tools
get_statistics_data統計データの実数値を取得(e-Stat)AInspect

統計表ID(stats_data_id)を指定して、実際の統計数値を分類名・時点・単位付きで取得する。IDはsearch_statisticsの結果に含まれる。

ParametersJSON Schema
NameRequiredDescriptionDefault
max_valuesNo取得する値の最大数(1〜100)
stats_data_idYes統計表ID(例: 0000150041)
Behavior3/5

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

No annotations are provided, so the description carries the full burden. It describes the output (values with classification, time point, unit) but does not disclose behavioral traits such as rate limits, authentication needs, or whether the operation is read-only. For a simple data retrieval tool, the description is adequate but not highly informative.

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

Conciseness5/5

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

The description is two sentences, front-loaded with the main action and output details. Every sentence adds essential information with no redundancy or filler.

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?

Considering no output schema and no annotations, the description covers the essential purpose, source of the ID, and output fields. It lacks details on response structure or potential errors, but it is fairly complete for a data retrieval tool with two parameters.

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?

Both parameters are described in the schema (100% coverage). The description adds value by explaining that the ID comes from search_statistics and that the output includes classification name, time point, and unit, which enriches understanding 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 specific action: get actual statistical values using a stats_data_id. It also mentions the values include classification name, time point, and unit, and that the ID comes from search_statistics, distinguishing it from its sibling.

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 implicitly tells when to use the tool: after obtaining the ID from search_statistics. It does not explicitly state when not to use or provide alternatives, but the context is clear given the single sibling.

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

search_statistics政府統計を検索(e-Stat)AInspect

日本政府の統計ポータルe-Statから統計表を検索する(人口・物価・賃金・産業・家計など全省庁の公式統計)。結果のstats_data_idをget_statistics_dataに渡すと実データを取得できる。

ParametersJSON Schema
NameRequiredDescriptionDefault
keywordYes検索語(例: 人口推計 / 消費者物価指数 / 賃金)
max_resultsNo最大件数
Behavior3/5

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

No annotations are provided, so the description carries full burden. It describes the search action and the returned ID, but does not disclose whether it is read-only, authentication requirements, rate limits, or any side effects. Lacks explicit behavioral details.

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 concise and informative sentences, front-loaded with the main purpose. Every word adds value, no fluff.

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

Completeness4/5

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

For a simple search tool with two parameters and no output schema, the description covers the essential purpose and the flow to get data via sibling. Missing details about return structure, but adequate for the tool's simplicity.

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% with descriptions for both parameters. The description adds minimal extra value (e.g., example keywords), but does not significantly enhance understanding 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 clearly states the tool searches for statistical tables from e-Stat, mentions specific categories (population, prices, etc.), and distinguishes it from the sibling tool get_statistics_data by noting that the returned ID is used for data retrieval.

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

Usage Guidelines4/5

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

Explicitly states the result stats_data_id should be passed to get_statistics_data for actual data, providing a clear alternative. Does not explicitly mention when not to use this tool, but the context is strong enough to guide appropriate usage.

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

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