LLM Audit
Measure whether AI assistants actually recommend a brand, from measured answers.
我該用這個嗎
品質與安全性
根據工具定義與協定合規性的自動化分析。
上下文成本
這是每次將伺服器的工具載入模型上下文時所消耗的約略 token 數量。數量越高，可用於其他工作的注意力就越少。
安裝
一鍵安裝
將以下內容加入你的 `claude_desktop_config.json` 檔案：
{
"mcpServers": {
"llmaudit": {
"command": "npx",
"args": [
"llmaudit-mcp"
]
}
}
}可執行的套件
0.1.0stdio遠端端點
https://mcp.llmaudit.app/mcpstreamable-http它能做什麼
工具清單
工具（2）
🟢get_visibility_check(runId)
Collect the result of a measurement started with start_visibility_check. Returns status running while the providers are still answering, so poll every 20 to 30 seconds. When ready it reports a verdict, how many of the buyer questions the brand won, which competitors were named instead, and which providers actually answered.
輸入結構描述
{
"type": "object",
"properties": {
"runId": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"type": "string",
"description": "From start_visibility_check"
}
},
"required": [
"runId"
]
}🟢start_visibility_check(brand, website, category, competitors, location, ...)
Measure whether a brand shows up when buyers ask AI assistants for a recommendation. Asks real buyer questions to OpenAI, Anthropic and Gemini and reports what they answered, not what they claim they would answer. Free, no signup, one measurement per domain every 30 days. Returns a runId: call get_visibility_check with it after about a minute. If the domain was already measured this month the response says quota_reached and includes when it ran.
輸入結構描述
{
"type": "object",
"properties": {
"brand": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"type": "string",
"minLength": 2,
"maxLength": 80,
"description": "Brand name as customers write it"
},
"website": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"type": "string",
"maxLength": 160,
"description": "Domain, like yourbrand.com"
},
"category": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"type": "string",
"minLength": 2,
"maxLength": 120,
"description": "What the business sells, in plain words"
},
"competitors": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"description": "Up to 5 real competitors, comma separated",
"type": "string",
"maxLength": 220
},
"location": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"description": "Where the business competes, like 'Cordoba, Argentina'",
"type": "string",
"maxLength": 80
},
"language": {
"$schema": "https://json-schema.org/draft/2020-12/schema",
"description": "Language the buyer questions are asked in",
"type": "string",
"enum": [
"en",
"es"
]
}
},
"required": [
"brand",
"website",
"category"
]
}社群
證據