ask10ais

Independent measurements of how 12 AI models answer brand questions in Chinese and English.

Should I use this

Quality & Safety

A
Description quality
92%
Schema completeness
97%
Naming quality
100%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Findings (1)

  • LOWTool 'get_scenario_mention_rates' description lacks action verbin get_scenario_mention_rates

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~1,122Tokens (tool definitions)
~1.2 KBTypical response size
Moderate attention impact (0.88% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "mcp": {
      "url": "https://ask10ais.com/api/mcp"
    }
  }
}

Remote endpoints

https://ask10ais.com/api/mcpstreamable-http

What it can do

Tool inventory

Tools (6)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢find_brand(query, locale)

Search ask10ais's published measurements (every public ranking and every scenario cell, asked in both Chinese and English) for a brand name. Returns its rank in each ranking and its mention rate with a 95% interval in each scenario, each with a link to the source page. Matching is a case-insensitive substring match plus registered aliases.

Input Schema

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "minLength": 2,
      "maxLength": 100,
      "description": "A brand or company name only, e.g. 'PETKIT' or '小佩'. Do not include personal information or conversation text."
    },
    "locale": {
      "default": "en",
      "description": "Language for names, reading rules and citation templates: 'en' or 'zh'.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    }
  },
  "required": [
    "query"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢list_rankings(locale)

List ask10ais's public ranking questions with their latest measurement date, panel size and top brands.

Input Schema

{
  "type": "object",
  "properties": {
    "locale": {
      "default": "en",
      "description": "Language for names, reading rules and citation templates: 'en' or 'zh'.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get_ranking(topic_id, locale, limit)

Latest measurement of one public ranking: each brand's rank and index score, merged spellings, panel size and completeness, plus a citation template.

Input Schema

{
  "type": "object",
  "properties": {
    "topic_id": {
      "type": "integer",
      "exclusiveMinimum": 0,
      "maximum": 9007199254740991,
      "description": "topic_id from list_rankings or find_brand."
    },
    "locale": {
      "default": "en",
      "description": "Language for names, reading rules and citation templates: 'en' or 'zh'.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    },
    "limit": {
      "default": 20,
      "description": "How many brands to return (1–50).",
      "type": "integer",
      "minimum": 1,
      "maximum": 50
    }
  },
  "required": [
    "topic_id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢list_scenario_collections(locale)

List published scenario collections: buying scenarios in one category, each asked with several phrasings and repeats in Chinese and English.

Input Schema

{
  "type": "object",
  "properties": {
    "locale": {
      "default": "en",
      "description": "Language for names, reading rules and citation templates: 'en' or 'zh'.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    }
  },
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢get_scenario_mention_rates(collection, scenario_id, locale, limit)

Mention rates with 95% Wilson intervals for one scenario in one language: which brands models mention, how often, and how many models mention them.

Input Schema

{
  "type": "object",
  "properties": {
    "collection": {
      "type": "string",
      "minLength": 1,
      "maxLength": 100,
      "description": "Collection slug from list_scenario_collections."
    },
    "scenario_id": {
      "type": "string",
      "minLength": 1,
      "maxLength": 20,
      "description": "Scenario id, e.g. 'S1'."
    },
    "locale": {
      "default": "en",
      "description": "Which language the scenario was asked in: 'en' or 'zh'. Results differ by language.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    },
    "limit": {
      "default": 20,
      "description": "How many brands to return (1–50).",
      "type": "integer",
      "minimum": 1,
      "maximum": 50
    }
  },
  "required": [
    "collection",
    "scenario_id"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}
🟢verify_certificate(certificate_no, locale)

Check an ask10ais certificate number (ASK10AIS-YYYY-NNNNNN): whether it exists, what it records, and whether it is valid or voided.

Input Schema

{
  "type": "object",
  "properties": {
    "certificate_no": {
      "type": "string",
      "minLength": 5,
      "maxLength": 40,
      "description": "e.g. ASK10AIS-2026-000001"
    },
    "locale": {
      "default": "en",
      "description": "Language for names, reading rules and citation templates: 'en' or 'zh'.",
      "type": "string",
      "enum": [
        "en",
        "zh"
      ]
    }
  },
  "required": [
    "certificate_no"
  ],
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Community

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Evidence

Recent observations

verifiedversion not recorded6 tools