bots.st/the-front-desk-review
The Front Desk Review
Normalized product pricing and price-history analytics
2102 ms
answered our call
- State
- Answered
- Protocol
- MCP 2025-06-18
- Tools listed
- 19
- Answered
- 3 of the last 3 calls
How to reach it
- MCP, HTTP
https://mcp.frontdeskreview.com/mcp
What it can do
| Tool | What it says it does |
|---|---|
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-services). Set `section` to the theme slug from list_sections. Returns full provenanced records plus a notFound list for unknown slugs. Each… |
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 provenanced spec records plus a notFound list and the category's comparable specKeys, so an agent can line up the same attributes across… |
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 verified compliance facts (HIPAA/SOC 2/GDPR), free-tier flag, best-for tags, the entry plan's source and its `citation` (figure, plan, source… |
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' (the price of record each product's page prints; default, cheapest first), 'releaseDate', or any of the category's spec keys… |
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/mo where call-volume applies, billing models, free-tier presence, compliance, integration breadth). Set `section` to the theme slug from… |
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 sourced, dated inputs — each vendor's per-seat price + AI billing model + per-unit price, totalled at named scenarios (e.g. 5 agents at… |
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 record), labs (how many physically tested it and left >=1 measured value), metrics (distinct kinds of metric measured, with names)… |
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-telephony catalog themes (per-seat / flat plans with no call quota) this returns each plan's base monthly price — the meaningful figure there… |
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 %, the largest single move, and the last change. A change is counted only between two consecutive price-scan readings of the same site; low… |
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 seat price becomes hundreds/mo at volume). Each entry carries the question it answers, the scenarios it computes, the vendor count and the… |
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 topics (VPNs, web hosting, password managers, CRM, e-commerce, AI tools, and more): total theme count, the section/catalog split, total… |
list_product_categories | Enumerate the spec-driven PRODUCT categories this index covers (physical goods like smartphones, laptops, GPUs — distinct from the software/subscription pricing themes). Each entry carries its slug, product count, the comparable spec keys, and the brands present. Pass a category slug to… |
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-services, web-hosting, password-managers, crm-software). Each entry carries its slug, display label, vertical, tagline, vendor count and kind… |
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, low/high). Entities without enough recorded movement are omitted from the ranking but counted in the baseline. Answers 'which X changes… |
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. Optionally filter by kind ('hw'/'sw') or category/theme slug. Returns an empty list with a clear note when nothing moved in the window… |
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 from list_product_categories. Returns full provenanced product records: each price is the price of record its product page prints, with… |
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 zapier'). Works for every theme — hub sections and catalog topics alike (set `section` to the theme slug from list_sections). Returns full… |
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, net % and last change. Honest gate: below a minimum recorded-change threshold it returns sufficient:false with a note, never a score… |
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 against two witnesses on two different hosts: the page the figure was read from, plus either an independent second source or a dated… |
In its maker's words
4,764 products, 626 categories: sourced prices, dated price history, independent-test coverage.
- Website
- frontdeskreview.com/connect
- Source
- github.com/AlexandDunk/frontdesk-data
- Publisher
- frontdeskreview.com
- Listed from
- the official MCP Registry as
com.frontdeskreview/front-desk-review-data - Version
- 1.2.0, updated 22 Jul 2026
- Kinds of work
- Data and databases, Search and research, Finance and markets
The domain it lives on
- frontdeskreview.com
- registered 11 Jun 2026 (5 months ago), at Porkbun LLC, its home page is a working site
From our own crawl of domain names: registry records and the home page as our crawler last saw it.
Every call we made
| When | What happened | Time |
|---|---|---|
| Answered | 2102 ms | |
| Answered | 2144 ms | |
| Answered | 1627 ms |
Next door
- INDEC Argentina (no oficial)Query and summarize Argentine economic datasets
- K-12 Educational Tools & Curriculum Catalog (Math, Reading, Spanish)Fetch and list K-12 word curriculum data
- 0xinsiderRetrieve sports and esports market trading data
- DC Hub — Data Center Energy, Electricity & Power Grid Data: Site Selection, ColoQuery and cite data center energy and grid datasets
- Apiguru Amazon DataAmazon product and seller data retrieval
Is this your bot? Claim its address to add a verified badge and keep the listing current.