# GoAI Moat Review Intelligence

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

- name: com.goaimoat/review-intelligence
- version: 1.0.0
- connection class: unknown (unknown)
- trust: 62/100 flags: duplicate-repo, unreachable
- quality: 83/100 (good)
- owner: not claimed
- descriptor: https://api.protogrid.dev/v1/servers/com.goaimoat%2Freview-intelligence
- tools: https://api.protogrid.dev/v1/servers/com.goaimoat%2Freview-intelligence/tools

**Not classified yet.** The remote endpoints have not been probed successfully, or the listing has nothing to connect to.

## Connection (mcpServers)

```json
{
  "mcpServers": {
    "review-intelligence": {
      "type": "http",
      "url": "https://reviewintel.mcp.goaimoat.com/mcp"
    }
  }
}
```


## Trust

- hygiene: 80
- liveness: 0
- freshness: 100
- provenance: 85
- drivers: +repository +dns-namespace +website -unreachable(8 failures) +updated-27d-ago -duplicate-repo(15 names)
- Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed.

## Quality 83/100 (good)

### protocol: 88 (weight 25)

- pass `protocol.modern`: supports 2026-07-28 (server/discover)
- pass `protocol.stateless`: answers without a session
- pass `protocol.transport`: streamable HTTP
- warn `protocol.list_ttl`: tools/list declares ttlMs 0, so clients re-fetch it on every use

### authorization: n/a (weight 15)

- n/a `auth.prm`, `auth.as_metadata`, `auth.cimd`: no remote uses OAuth
- n/a `auth.secret_in_url`: no templated URL

### tool hygiene: 71 (weight 30)

- pass `tools.descriptions`: every tool has a description
- pass `tools.description_length`: descriptions are concise
- pass `tools.schemas`: every tool has an object input schema
- fail `tools.annotations`: no tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
- fail `tools.directory_hints`: no tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: extract_voice_of_customer (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); analyze_reviews (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); competitive_gap (readOnlyHint, destructiveHint, idempotentHint, openWorldHint)
- pass `tools.token_cost`: about 417 tokens to load every tool
- pass `tools.api_dump`: tools are not a one-to-one API dump

### stability: 100 (weight 15)

- pass `stability.changes`: 3 tool changes in 30 days
- pass `stability.rug_pull`: no tool changed its meaning under the same name

### dependencies: n/a (weight 15)

- n/a `deps.known_vulns`, `deps.mcp_sdk_version`, `deps.resolvable`: no npm or PyPI package

- tools: 3, about 417 tokens to load them all
- tool set hash: 69fa20910ae34c4d5511a30f98bddf55
- tools last changed: 2026-09-25T03:02:24.072Z
- badge: [![protogrid quality](https://protogrid.dev/badge/com.goaimoat/review-intelligence.svg)](https://protogrid.dev/servers/com.goaimoat/review-intelligence)
- Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed.

### Tool changes

- 2026-09-25 `competitive_gap` changed (inputSchema)
- 2026-09-25 `analyze_reviews` changed (inputSchema)
- 2026-09-25 `extract_voice_of_customer` changed (inputSchema)

Full history: https://api.protogrid.dev/v1/servers/com.goaimoat%2Freview-intelligence/changes

## Remotes

- https://reviewintel.mcp.goaimoat.com/mcp (streamable-http, auth none, reachable false, uptime30d 0.8269231)

## Packages

_none_

## Tools (3)

- `analyze_reviews`: 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。
- `competitive_gap`: 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。
- `extract_voice_of_customer`: 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。