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GoAI Moat Review Intelligence

not classified

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

v1.0.0 · active · repository · website · descriptor JSON · versions

Not classified yet.The remote endpoints have not been probed successfully, or the listing has nothing to connect to.
Quality83good
Trust62of 100
Uptime, 30 days83%
Latency p502095 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "review-intelligence": {
      "type": "http",
      "url": "https://reviewintel.mcp.goaimoat.com/mcp"
    }
  }
}
claude mcp add --transport http review-intelligence https://reviewintel.mcp.goaimoat.com/mcp
[mcp_servers.review-intelligence]
url = "https://reviewintel.mcp.goaimoat.com/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "review-intelligence": {
      "type": "remote",
      "url": "https://reviewintel.mcp.goaimoat.com/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "review-intelligence": {
      "type": "http",
      "url": "https://reviewintel.mcp.goaimoat.com/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=review-intelligence&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vcmV2aWV3aW50ZWwubWNwLmdvYWltb2F0LmNvbS9tY3AifQ%3D%3D"
}
{
  "servers": {
    "review-intelligence": {
      "type": "http",
      "url": "https://reviewintel.mcp.goaimoat.com/mcp"
    }
  }
}
{
  "mcpServers": {
    "review-intelligence": {
      "httpUrl": "https://reviewintel.mcp.goaimoat.com/mcp"
    }
  }
}
extensions:
  "review-intelligence":
    enabled: true
    name: "review-intelligence"
    type: streamable_http
    uri: "https://reviewintel.mcp.goaimoat.com/mcp"
    timeout: 300

Quality 83 / 100good

protocol88 · weight 25
  • pass
    protocol.modernsupports 2026-07-28 (server/discover)
  • pass
    protocol.statelessanswers without a session
  • pass
    protocol.transportstreamable HTTP
  • warn
    protocol.list_ttltools/list declares ttlMs 0, so clients re-fetch it on every use
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene71 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • fail
    tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
  • fail
    tools.directory_hintsno 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_costabout 417 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changes3 tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
  • n/a
    deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package

3 tools, about 417 tokens to load them all · tool set 69fa20910ae3 · tools last changed 2026-09-25 · checked 2026-10-20 19:42 UTC

Tool changes

  • competitive_gapchangedinput schema
  • analyze_reviewschangedinput schema
  • extract_voice_of_customerchangedinput schema

Full history: list_changes · trend: quality JSON.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 62 / 100

duplicate-repounreachable
provenance85
liveness0
freshness100
hygiene80

+repository +dns-namespace +website -unreachable(8 failures) +updated-26d-ago -duplicate-repo(15 names)

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://reviewintel.mcp.goaimoat.com/mcp streamable-httpnoneno (8 failures)83%2095 ms2026-07-282026-10-05

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。

Schemas: list_tools.

Also listed as

14 other active names share this repository (showing 10): com.goaimoat/ai-visibility, com.goaimoat/brand-intel-memory, com.goaimoat/competitor-signals, com.goaimoat/cross-border-profit, com.goaimoat/cross-border-tax, com.goaimoat/decision-maker-lookup, com.goaimoat/export-compliance, com.goaimoat/inventory-fulfillment, com.goaimoat/ip-brand-protection, com.goaimoat/market-intel-brief

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Official server.json
{
  "name": "com.goaimoat/review-intelligence",
  "title": "GoAI Moat Review Intelligence",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://reviewintel.mcp.goaimoat.com/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.0.0",
  "repository": {
    "url": "https://github.com/jayniebingyu-cyber/goaimoat-ai-visibility-mcp",
    "source": "github"
  },
  "websiteUrl": "https://goaimoat.com",
  "description": "Analyze product reviews: pain points, feature requests, sentiment and competitive gaps for sellers."
}