com.frontdeskreview/front-desk-review-data

up checked 2026-11-12T09:37:32.596Z

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Publisher-provided title

The Front Desk Review

Publisher-provided description

4,764 products, 626 categories: sourced prices, dated price history, independent-test coverage.

Summary by lookupd

Lets agents compare and rank vendors and products by price, price history, and cost, plus check independent test coverage across 275…

Install

Claude Code, remote (streamable-http)

claude mcp add --transport http front-desk-review-data https://mcp.frontdeskreview.com/mcp

Codex, remote (streamable-http)

codex mcp add front-desk-review-data --url https://mcp.frontdeskreview.com/mcp

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

{
  "mcpServers": {
    "front-desk-review-data": {
      "url": "https://mcp.frontdeskreview.com/mcp"
    }
  }
}

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

Tools (19 tools)

Publisher-provided text

• list_sections Enumerate ALL 275 pricing themes this index covers: the deep hub sections (e.g. ai-receptionists, call-tracking) plus dozens of catalog topics (e.g. vpn-service
• search_vendors Search any theme's data index by free-text query across vendor name, domain, integrations, plan notes, and capabilities (e.g. 'hipaa restaurant', 'google ads za
• compare Compare specific vendors side by side by slug within any theme (e.g. ['goodcall','rosie','smith-ai'] in ai-receptionists, or ['nordvpn','expressvpn'] in vpn-ser
• get_normalized_pricing Effective monthly cost per vendor in any theme at a chosen call volume, normalizing flat, per-minute and per-call billing to one comparable number. For non-tele
• get_benchmark Per-vendor benchmark card by slug within any theme: full provenanced record plus dataset-derived indicators (entry price, normalized cost at 100 and 500 calls/m
• find_best For 'best <theme> for <use case>' and 'cheapest <theme>': returns the theme's vendors ranked by entry price (cheapest first, quote-only last), each with its ver
• list_coverage What this index actually covers, so a miss reads as out-of-scope rather than broken. Now spans 275 pricing themes — the deep hub sections PLUS dozens of catalog
• whats_changed Recent dated price-change capsules, newest first. Each capsule is a movement of a vendor's published price (vendor, plan, before→after, date, sources), cleared
• get_price_history The full dated price series for ONE product or vendor (by slug), plus derived stats: first-tracked date, current/low/high, number of recorded changes, net %, th
• get_independent_test_coverage The independent-testing provenance for ONE product (by category + slug) — a COUNT of evidence, never a quality score. Fields: outlets (independent outlets on re
• price_movers Recorded price MOVES across the index within a recency window (default 90 days), newest-and-largest first — each a dated before→after change of a tracked entity
• volatility_for_entity How volatile ONE product or vendor's price has been: a 0-100 volatility score derived from its recorded moves (frequency × average move size), plus change count
• most_volatile_in_category Within one category/theme, the entities whose prices have moved the most (ranked by volatility score), plus the category price baseline (count, median current,
• list_product_categories Enumerate the spec-driven PRODUCT categories this index covers (physical goods like smartphones, laptops, GPUs — distinct from the software/subscription pricing
• search_products Search one product category by free-text query across product name, brand, and spec values (e.g. 'snapdragon 5000mah', 'oled 120hz'). Set `category` to a slug f
• compare_products Compare specific products side by side by slug within a category (e.g. ['apple-iphone-16-pro','samsung-galaxy-s25-ultra'] in 'smartphones'). Returns full proven
• find_products For 'best <category> under $N' and 'which <category> has the most <spec>': filters a category by maxPriceUsd and/or brand, then ranks by a field — 'priceUsd' (t
• list_cost_decoders List the 'real cost' decoders — topics where the advertised sticker price hides the true bill (e.g. AI customer support billed per resolution, where a $29/mo se
• get_cost_decoder The REAL all-in monthly cost per vendor for a decoder topic (slug from list_cost_decoders, e.g. 'ai-customer-support-cost'), computed in deterministic code from

Details

• Version: 1.2.0
• Transports: streamable-http
• Uptime (7 days): 100%
• Median latency: 618 ms
• First indexed: 2026-11-01T08:54:08.003Z
• Last seen in registry: 2026-11-01T08:54:08.003Z
• Repository: https://github.com/AlexandDunk/frontdesk-data
• Website: https://frontdeskreview.com/connect/

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