ShortlistLens
Structured website and review evidence for AI-assisted local-business shortlisting.
Should I use this
Quality & Safety
Based on automated analysis of tool definitions and protocol compliance.
Context Cost
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": {
"shortlistlens": {
"url": "https://shortlistlens-mcp.streaming22box.workers.dev/mcp"
}
}
}Remote endpoints
https://shortlistlens-mcp.streaming22box.workers.dev/mcpstreamable-httpWhat it can do
Tool inventory
Tools (5)
🟢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.
Input 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"
],
"$schema": "https://json-schema.org/draft/2020-12/schema"
}🟢score_website_evaluability(website_url, target_service)
Inspect a public business website and score how easily a buyer can identify the business, understand a target service, verify proof, and take the next step. Returns an explainable 0–100 rubric and priorities.
Input Schema
{
"type": "object",
"properties": {
"website_url": {
"type": "string",
"format": "uri",
"description": "A public HTTP or HTTPS page URL to evaluate."
},
"target_service": {
"description": "Optional service the buyer is researching.",
"type": "string",
"maxLength": 120
}
},
"required": [
"website_url"
],
"$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.
Input 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"
],
"$schema": "https://json-schema.org/draft/2020-12/schema"
}⚪compare_shortlist_candidates(candidates)
Compare two to six businesses after the user has gathered website and review scores. Calculates a transparent shortlist score using 60% review trust and 40% website evaluability.
Input Schema
{
"type": "object",
"properties": {
"candidates": {
"minItems": 2,
"maxItems": 6,
"type": "array",
"items": {
"type": "object",
"properties": {
"name": {
"type": "string",
"minLength": 1,
"maxLength": 160,
"description": "Business name."
},
"website_evaluability_score": {
"type": "number",
"minimum": 0,
"maximum": 100,
"description": "The 0–100 website evaluability score."
},
"review_trust_score": {
"type": "number",
"minimum": 0,
"maximum": 100,
"description": "The 0–100 review trust score derived from supplied evidence."
},
"note": {
"description": "Optional short evidence note.",
"type": "string",
"maxLength": 280
}
},
"required": [
"name",
"website_evaluability_score",
"review_trust_score"
]
},
"description": "Two to six businesses using comparable evidence."
}
},
"required": [
"candidates"
],
"$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.
Input 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
Evidence