ShortlistLens
Structured website and review evidence for AI-assisted local-business shortlisting.
| Endpoint | https://shortlistlens-mcp.streaming22box.workers.dev/mcp (streamable-http) |
|---|---|
| Registry version | 0.1.0 |
| Now | 5 tools · grade A (99) · pin ts_135029f2b710fbb002376aad5d988b45 · protocol 2025-06-18 |
| First / last listed | 2026-10-25 04:30 UTC / 2026-10-25 04:30 UTC |
| Grade over time | 2026-10-25: A (99), 5 tools |
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Tools: inspect_website score_website_evaluability organize_review_evidence compare_shortlist_candidates generate_paid_scope
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 scrape review platforms or private systems. params: website_url*, target_service |
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. Returns an explainable 0–100 rubric and priorities. params: website_url*, target_service |
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 itself and does not adjudicate any claim. params: overall_rating, review_count, excerpts* |
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% website evaluability. params: candidates* |
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. params: business_name*, website_evaluability_score*, review_trust_score*, priority_gaps* |
Entries describe changes in tool definitions. They are not statements about a server, its quality or its author. The grade measures how the tool definitions fit model providers (token cost, schema compatibility, confusable names) as scored by the ToolFit engine at the time of the listing. JSON: append .json. Opt-out: how or hello@youraitools.co.