MCP MeasureMCP Measure

index observed

GoAI Moat Review Intelligence

Analyze product reviews: pain points, feature requests, sentiment and competitive gaps for sellers.

Should I use this

Quality & Safety

B
Description quality
63%
Schema completeness
100%
Naming quality
87%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Findings (3)

  • LOWTool 'extract_voice_of_customer' description lacks action verbin extract_voice_of_customer
  • LOWTool 'analyze_reviews' description lacks action verbin analyze_reviews
  • LOWTool 'competitive_gap' description lacks action verbin competitive_gap

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~735Tokens (tool definitions)
~1.1 KBTypical response size
Moderate attention impact (0.57% 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": {
    "review-intelligence": {
      "url": "https://reviewintel.mcp.goaimoat.com/mcp"
    }
  }
}

Remote endpoints

https://reviewintel.mcp.goaimoat.com/mcpstreamable-http

What it can do

Tool inventory

Tools (3)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢extract_voice_of_customer(reviews)

零成本本地分析一批产品评论：情感占比 + 高频关键词 + 差评痛点句子。 确定性算法（词频 + 中英情感词典），不调用任何外部 API，永远可用、可复现。 输入是一批评论原文（每行一条，或用 | 分隔），不是评论链接——本工具分析你给的内容。

Input Schema

{
  "type": "object",
  "properties": {
    "reviews": {
      "type": "string",
      "description": "评论原文。每行一条评论；也可传 JSON 数组（[{\"text\":\"...\"}, ...]）。"
    }
  },
  "required": [
    "reviews"
  ],
  "additionalProperties": false
}

Output Schema

{
  "type": "object",
  "additionalProperties": true
}
🟢analyze_reviews(reviews, product_name, lang)

深度分析一批评论，输出结构化 VOC 报告：核心痛点、功能诉求、好评点、紧急度、行动建议。 基于 DeepSeek 语义分析，只依据你传入的评论原文，不编造数据；引用评论原话作为证据。 未配置 DEEPSEEK_API_KEY 时自动降级为本地 extract_voice_of_customer 结果。

Input Schema

{
  "type": "object",
  "properties": {
    "reviews": {
      "type": "string",
      "description": "评论原文（每行一条，或用 | 分隔；可传 JSON 数组）。"
    },
    "product_name": {
      "default": "",
      "type": "string",
      "description": "产品名（可选，用于报告标题）。"
    },
    "lang": {
      "default": "zh",
      "type": "string",
      "description": "输出语言，zh=中文 / en=英文（默认 zh）。"
    }
  },
  "required": [
    "reviews"
  ],
  "additionalProperties": false
}

Output Schema

{
  "type": "object",
  "additionalProperties": true
}
⚪competitive_gap(reviews_a, reviews_b, name_a, name_b, lang)

对比两批评论，找出竞对差距：A 有 B 无、B 有 A 无、差异化机会。 典型用法：name_a=你的产品评论、name_b=竞品评论，看竞品被夸但你被骂的点（=你必须补的）， 以及你被夸但竞品被骂的点（=你的卖点）。基于 DeepSeek 语义分析。

Input Schema

{
  "type": "object",
  "properties": {
    "reviews_a": {
      "type": "string",
      "description": "产品 A 的评论原文（每行一条）。"
    },
    "reviews_b": {
      "type": "string",
      "description": "产品 B 的评论原文（每行一条）。"
    },
    "name_a": {
      "default": "本产品",
      "type": "string",
      "description": "产品 A 名称（默认「本产品」）。"
    },
    "name_b": {
      "default": "竞品",
      "type": "string",
      "description": "产品 B 名称（默认「竞品」）。"
    },
    "lang": {
      "default": "zh",
      "type": "string",
      "description": "输出语言 zh/en。"
    }
  },
  "required": [
    "reviews_a",
    "reviews_b"
  ],
  "additionalProperties": false
}

Output Schema

{
  "type": "object",
  "additionalProperties": true
}

Community

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Evidence

Recent observations

verifiedversion not recorded3 tools