01 · WEBSITE
Inspect the decision path
Extract accessible title, service, proof, contact, hierarchy, and call-to-action signals from a public business page.
Public beta · Remote MCP server
Give your AI the evidence it needs before it makes a local-business shortlist.
ShortlistLens organizes the two things a serious buyer evaluates before requesting an estimate: public trust evidence and website evaluability.
MCP endpoint: https://shortlistlens-mcp.streaming22box.workers.dev/mcp
02 · REVIEWS
Organize supplied evidence
Turn public review excerpts and visible owner responses into positive themes, risk themes, and recovery signals.
03 · SHORTLIST
Compare consistently
Rank two to six candidates using transparent review-trust and website-evaluability inputs, then generate an implementation brief.
What the MCP server includes
Five narrow, explainable tools.
- inspect_website — structured accessible website facts
- score_website_evaluability — transparent 0–100 website rubric
- organize_review_evidence — supplied-review taxonomy
- compare_shortlist_candidates — a consistent comparison matrix
- generate_paid_scope — a fixed implementation brief
For business operators
Use the diagnostic as the starting point.
The tool identifies where trust proof and the website decision path disagree. The implementation service converts that finding into a clear service page, proof placement, and qualified estimate path.
Fixed implementation scopes
Scorecard or 72-hour sprint.
The Buyer-Readiness Scorecard produces the evidence map and page architecture. The AI Buyer-Readiness Sprint adds complete service-page copy, a publish-ready page, and a qualified inquiry flow.