ShortlistLens

Structured website and review evidence for AI-assisted local-business shortlisting.

我該用這個嗎

品質與安全性

A
說明品質
100%
結構描述完整度
100%
命名品質
88%
汙染風險
100%
權限相符程度
100%
協定合規性
100%

根據工具定義與協定合規性的自動化分析。

上下文成本

~983Token(工具定義)
~1.8 KB典型回應大小
中等的注意力影響(128k 上下文的 0.77%)

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": {
    "shortlistlens": {
      "url": "https://shortlistlens-mcp.streaming22box.workers.dev/mcp"
    }
  }
}

遠端端點

https://shortlistlens-mcp.streaming22box.workers.dev/mcpstreamable-http

它能做什麼

工具清單

工具(5)

🟢 唯讀🟡 寫入🔴 刪除⚪ 未知
🟢inspect_website(website_url, target_service)

Fetch a public business website page and return structured, accessible facts for a buyer-readiness review. It only examines the supplied public URL and does not scrape review platforms or private systems.

輸入結構描述

{
  "type": "object",
  "properties": {
    "website_url": {
      "type": "string",
      "format": "uri",
      "description": "A public HTTP or HTTPS page URL to evaluate."
    },
    "target_service": {
      "description": "Optional service the buyer is researching, such as pool renovation or roof replacement.",
      "type": "string",
      "maxLength": 120
    }
  },
  "required": [
    "website_url"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}
🟢score_website_evaluability(website_url, target_service)

Inspect a public business website and score how easily a buyer can identify the business, understand a target service, verify proof, and take the next step. Returns an explainable 0–100 rubric and priorities.

輸入結構描述

{
  "type": "object",
  "properties": {
    "website_url": {
      "type": "string",
      "format": "uri",
      "description": "A public HTTP or HTTPS page URL to evaluate."
    },
    "target_service": {
      "description": "Optional service the buyer is researching.",
      "type": "string",
      "maxLength": 120
    }
  },
  "required": [
    "website_url"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}
🟢organize_review_evidence(overall_rating, review_count, excerpts)

Organize user-supplied public review excerpts into transparent positive, risk, owner-response, and corrective-action signals. The tool does not fetch reviews itself and does not adjudicate any claim.

輸入結構描述

{
  "type": "object",
  "properties": {
    "overall_rating": {
      "description": "Optional public overall rating supplied by the user.",
      "type": "number",
      "minimum": 0,
      "maximum": 5
    },
    "review_count": {
      "description": "Optional public review count supplied by the user.",
      "type": "integer",
      "minimum": 0,
      "maximum": 9007199254740991
    },
    "excerpts": {
      "minItems": 1,
      "maxItems": 50,
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "text": {
            "type": "string",
            "minLength": 1,
            "maxLength": 5000,
            "description": "A public review excerpt supplied by the user."
          },
          "rating": {
            "description": "Optional rating associated with this excerpt.",
            "type": "number",
            "minimum": 0,
            "maximum": 5
          },
          "owner_response": {
            "description": "Optional visible owner response associated with this excerpt.",
            "type": "string",
            "maxLength": 5000
          }
        },
        "required": [
          "text"
        ]
      },
      "description": "One to fifty user-supplied public review excerpts."
    }
  },
  "required": [
    "excerpts"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}
⚪compare_shortlist_candidates(candidates)

Compare two to six businesses after the user has gathered website and review scores. Calculates a transparent shortlist score using 60% review trust and 40% website evaluability.

輸入結構描述

{
  "type": "object",
  "properties": {
    "candidates": {
      "minItems": 2,
      "maxItems": 6,
      "type": "array",
      "items": {
        "type": "object",
        "properties": {
          "name": {
            "type": "string",
            "minLength": 1,
            "maxLength": 160,
            "description": "Business name."
          },
          "website_evaluability_score": {
            "type": "number",
            "minimum": 0,
            "maximum": 100,
            "description": "The 0–100 website evaluability score."
          },
          "review_trust_score": {
            "type": "number",
            "minimum": 0,
            "maximum": 100,
            "description": "The 0–100 review trust score derived from supplied evidence."
          },
          "note": {
            "description": "Optional short evidence note.",
            "type": "string",
            "maxLength": 280
          }
        },
        "required": [
          "name",
          "website_evaluability_score",
          "review_trust_score"
        ]
      },
      "description": "Two to six businesses using comparable evidence."
    }
  },
  "required": [
    "candidates"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}
⚪generate_paid_scope(business_name, website_evaluability_score, review_trust_score, priority_gaps)

Turn a ShortlistLens result into a concise fixed-scope implementation brief for a Buyer-Readiness Scorecard or a 72-hour AI Buyer-Readiness Sprint.

輸入結構描述

{
  "type": "object",
  "properties": {
    "business_name": {
      "type": "string",
      "minLength": 1,
      "maxLength": 160,
      "description": "The business to scope."
    },
    "website_evaluability_score": {
      "type": "number",
      "minimum": 0,
      "maximum": 100,
      "description": "Website score from the diagnostic."
    },
    "review_trust_score": {
      "type": "number",
      "minimum": 0,
      "maximum": 100,
      "description": "Review-trust score from supplied evidence."
    },
    "priority_gaps": {
      "minItems": 1,
      "maxItems": 5,
      "type": "array",
      "items": {
        "type": "string",
        "minLength": 1,
        "maxLength": 300
      },
      "description": "Top gaps identified by the diagnostic."
    }
  },
  "required": [
    "business_name",
    "website_evaluability_score",
    "review_trust_score",
    "priority_gaps"
  ],
  "$schema": "https://json-schema.org/draft/2020-12/schema"
}

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