io.github.CleanDev-Fix/shortlistlens

up checked 2026-11-11T12:38:45.998Z

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Publisher-provided title

ShortlistLens

Publisher-provided description

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

Summary by lookupd

Scores local business websites and reviews to rank and compare shortlisted businesses, and drafts fixed-scope implementation briefs.

Install

Claude Code, remote (streamable-http)

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

Codex, remote (streamable-http)

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

Cursor, remote (streamable-http) → .cursor/mcp.json

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

Other clients: docs. Or tell your agent: Set up lookupd for me: read https://lookupd.com/agent.md and follow it.

Tools (5 tools)

Publisher-provided text

• inspect_website 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
• score_website_evaluability 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. Ret
• organize_review_evidence Organize user-supplied public review excerpts into transparent positive, risk, owner-response, and corrective-action signals. The tool does not fetch reviews it
• compare_shortlist_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% web
• generate_paid_scope Turn a ShortlistLens result into a concise fixed-scope implementation brief for a Buyer-Readiness Scorecard or a 72-hour AI Buyer-Readiness Sprint.

Details

• Version: 0.1.0
• Transports: streamable-http
• Uptime (7 days): 100%
• Median latency: 461 ms
• First indexed: 2026-11-01T09:07:49.792Z
• Last seen in registry: 2026-11-01T09:07:49.792Z

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• 62071 servers
• Last crawl: 2026-11-11T16:39:06.253Z
• API base: https://api.lookupd.com
• MCP URL: https://api.lookupd.com/mcp