ShortlistLens

io.github.CleanDev-FixPublished by GitHub account CleanDev-Fixv0.1.0Updated Oct 24, 2026

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

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingData & AnalyticsBusiness & Commerce

Overview

AI-generated overview

A remote MCP server that gathers structured website and review evidence to help an assistant shortlist local businesses and score buyer readiness.

What you can do
Inspect a public business website and return structured, accessible facts for a buyer-readiness review, limited to the supplied public URL. Score a website's evaluability on an explainable 0–100 rubric with priorities. Organize user-supplied public review excerpts into positive, risk, owner-response and corrective-action signals. Compare two to six businesses using a transparent shortlist score weighted 60% review trust and 40% website evaluability. Turn a result into a fixed-scope implementation brief for a scorecard or a 72-hour sprint.
When to use it
Useful when comparing local businesses or vendors for a shortlist and you want consistent, explainable website and review evidence rather than ad-hoc impressions. Also suited to producing a scoped implementation brief from an existing ShortlistLens result.
Requirements
A remote streamable HTTP endpoint; no package, environment variables or headers are declared. It needs public business website URLs and, for review analysis, review excerpts you supply yourself.
Before you install
The review tool does not fetch reviews itself, so excerpts come from you and should be public. The server does not adjudicate claims, and scores are rubric-based judgments rather than verified facts. The brief tool produces a paid-scope proposal, so treat its output as a draft, not a commitment.

Installation

In SourceWeft

  1. Open ShortlistLens in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/io.github.CleanDev-Fix%2Fshortlistlens/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

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

Tools

5

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.

Parameterswebsite_urlrequiredtarget_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.

Parameterswebsite_urlrequiredtarget_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.

Parametersexcerptsrequiredreview_countoverall_rating

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.

Parameterscandidatesrequired

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.

Parametersbusiness_namerequiredpriority_gapsrequiredreview_trust_scorerequiredwebsite_evaluability_scorerequired

Version history

1
  1. v0.1.0LatestSep 16, 2026

Score

83% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.