ShortlistLens

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

Sollte ich dies verwenden

Qualität und Sicherheit

A
Qualität der Beschreibung
100%
Vollständigkeit des Schemas
100%
Qualität der Benennung
88%
Risiko der Vergiftung
100%
Übereinstimmung der Berechtigungen
100%
Einhaltung des Protokolls
100%

Basierend auf einer automatisierten Analyse der Tool-Definitionen und der Einhaltung des Protokolls.

Kontextkosten

~983Tokens (Tool-Definitionen)
~1.8 KBTypische Antwortgröße
Mittlere Auswirkung auf die Aufmerksamkeit (0.77% von 128k Kontext)

Dies ist die ungefähre Anzahl der Tokens, die jedes Mal verbraucht werden, wenn die Tools des Servers in den Kontext eines Modells geladen werden. Höhere Werte verringern die Aufmerksamkeit, die für andere Aufgaben verfügbar ist.

Installieren

Installation mit einem Klick

Fügen Sie dies Ihrer Datei `claude_desktop_config.json` hinzu:

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

Remote-Endpunkte

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

Was es kann

Tool-Inventar

Tools (5)

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🟢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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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.

Eingabe-Schema

{
  "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"
}

Community

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