ShortlistLens MCP

A remote MCP server that provides structured website and review evidence for AI-assisted local-business shortlisting. It includes tools to inspect website decision paths, organize review evidence into themes, compare candidates using a consistent matrix, and generate implementation briefs based on public website content and user-supplied review excerpts.

Endpoint and access

No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.

Community listingStreamable HTTPNo sign-inEndpoint checked 2026-11-06Published by ShortlistLens

MCP endpoint (Streamable HTTP)

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

Vendor documentation

What its tools do

5 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.

Not annotated (5)

inspect_website
score_website_evaluability
organize_review_evidence
compare_shortlist_candidates
generate_paid_scope

5 of 5 have a description · 0 of 5 declare behavior hints · 5 of 5 with parameters document them all

Checks and signals

Each line is separate evidence, not a trust score.

Passed Endpoint answered the live check · Nov 6, 2026, 3:03 PM UTC
Availability 1 of 1 checks passed in 30 days

What you can do with it

Inspect accessible title, service, proof, contact, hierarchy, and call-to-action signals from a public business page.
Organize supplied review excerpts and visible owner responses into positive themes, risk themes, and recovery signals.
Compare two to six candidates using transparent review-trust and website-evaluability inputs to generate an implementation brief.

Source and maintenance

Community listingRegistry 0.1.0

mcp-registry: io.github.CleanDev-Fix/shortlistlens@0.1.0

Protocol and capabilities

Server: ShortlistLens 0.1.0
MCP protocol negotiated in check: 2025-11-25
Tools: 5 advertised
Resources: Not advertised
Resource templates: Not advertised
Prompts: Not advertised

Server-advertised capabilities

{
  "tools": {
    "listChanged": true
  }
}

Tools

5 advertised

inspect_website

Advertised by the server during the last successful anonymous check.

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.

inspect_website input schema

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

score_website_evaluability

Advertised by the server during the last successful anonymous check.

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.

score_website_evaluability input schema

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

organize_review_evidence

Advertised by the server during the last successful anonymous check.

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.

organize_review_evidence input schema

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

compare_shortlist_candidates

Advertised by the server during the last successful anonymous check.

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.

compare_shortlist_candidates input schema

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

generate_paid_scope

Advertised by the server during the last successful anonymous check.

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

generate_paid_scope input schema

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

Prompts

Not advertised

No prompt definitions available.

Resources

Not advertised

No resource definitions available.

90-day uptime

A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.

Too few checks for a percentage yet (2 of 2 answered).

2026-11-06: 1 of 1 checks answered
2026-11-07: 1 of 1 checks answered

30-day availability

Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.

Successful checks: 1 of 1 (100%)
Average latency: 321 ms
95th percentile latency: 321 ms

Maintenance history

Public check and source-refresh events. Editorial and ownership records remain private.

Nov 6, 2026, 3:03 PM UTC · probe · passed · 321 ms · metadata changed · 5 tool(s)

Connect from your client

Each snippet registers the same endpoint; pick the client you use.

This server is operated by the named third party. Listing and endpoint checks are not an endorsement or a security audit. Review the operator's permissions, terms, and data handling before connecting. How listings are checked and corrected.

Claude Code

Run this once in a terminal. It registers the remote server. Use --scope project to write .mcp.json for the repo.

Claude Code configuration

claude mcp add --transport http shortlistlens-mcp https://shortlistlens-mcp.streaming22box.workers.dev/mcp

Codex

Run this once. Codex stores MCP servers in ~/.codex/config.toml (or .codex/config.toml in a trusted project).

Codex configuration

codex mcp add shortlistlens-mcp --url https://shortlistlens-mcp.streaming22box.workers.dev/mcp

Cursor

Merge this server into .cursor/mcp.json in your project, then enable shortlistlens-mcp in your MCP settings.

Cursor configuration

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

Cline

Merge this into cline_mcp_settings.json (Cline → MCP Servers → Configure).

Cline configuration

{
  "mcpServers": {
    "shortlistlens-mcp": {
      "type": "streamableHttp",
      "url": "https://shortlistlens-mcp.streaming22box.workers.dev/mcp",
      "disabled": false
    }
  }
}

VS Code

Merge this server into .vscode/mcp.json. Use MCP: List Servers to start shortlistlens-mcp and inspect its tools.

VS Code configuration

{
  "servers": {
    "shortlistlens-mcp": {
      "type": "http",
      "url": "https://shortlistlens-mcp.streaming22box.workers.dev/mcp"
    }
  }
}

Gemini CLI

Run this once. It writes .gemini/settings.json in the current project; pass --scope user for ~/.gemini/settings.json.

Gemini CLI configuration

gemini mcp add --transport http shortlistlens-mcp https://shortlistlens-mcp.streaming22box.workers.dev/mcp

Claude Desktop

Open Claude Settings > Connectors > Add custom connector, enter this server URL and enable it for the conversation. This is a manual remote-connector handoff, not a desktop JSON configuration.

Claude Desktop configuration

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

Windsurf

Merge this into ~/.codeium/windsurf/mcp_config.json, then refresh MCP in Cascade. Windsurf remote servers use serverUrl, not url.

Windsurf configuration

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

Let your agent find its tools

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