The Front Desk Review

Registre officiel E-commerce

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

Installation

Ajoutez ceci à la configuration MCP de votre client (Claude Desktop : claude_desktop_config.json ; Cursor : .cursor/mcp.json ; VS Code et les autres utilisent la même forme « mcpServers »).

Remote (streamable-http)
Claude Code
claude mcp add --transport http the-front-desk-review 'https://mcp.frontdeskreview.com/mcp'
Configuration JSON (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "the-front-desk-review": {
            "type": "http",
            "url": "https://mcp.frontdeskreview.com/mcp"
        }
    }
}

Documentation

Tirée du README du projet sur GitHub, actualisée chaque semaine. Les liens ouvrent GitHub.

Sommaire
  1. frontdesk-data
  2. Query it live from an AI assistant (MCP)
  3. Tools
  4. Coverage
  5. Files
  6. Methodology
  7. License

frontdesk-data

Independent, sourced data on what things cost and how they actually perform. 4,764 products across 359 hardware categories, plus software pricing across 267 categories — every figure traced to its source (the vendor's own page URL and the date we captured it). Quote-only tiers and unknown specs are recorded as null rather than guessed. Nothing is invented.

Current version: 2026-06-12.

Query it live from an AI assistant (MCP)

This dataset is served by a live Model Context Protocol server. No API key, no account, read-only. Every record an assistant receives carries its source URL and capture date, so any figure it repeats can be cited.

Endpoint: https://mcp.frontdeskreview.com/mcp (Streamable HTTP)

Claude Code:

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

Claude Desktop, Cursor, Cline, Windsurf — add to the client's MCP config:

{
  "mcpServers": {
    "front-desk-review": {
      "type": "streamable-http",
      "url": "https://mcp.frontdeskreview.com/mcp"
    }
  }
}

VS Code (Copilot agent) — .vscode/mcp.json uses a top-level servers key:

{
  "servers": {
    "front-desk-review": {
      "type": "http",
      "url": "https://mcp.frontdeskreview.com/mcp"
    }
  }
}

ChatGPT, Claude and Perplexity can add it from their own connector settings — paste the endpoint and leave authentication set to None. Setup for every client: https://frontdeskreview.com/connect/

Registry entry: com.frontdeskreview/front-desk-review-data · server card: https://mcp.frontdeskreview.com/mcp/server-card

Tools

All 19 are read-only and annotated as such, so a client can call them without prompting on every request.

ToolWhat it answers
list_sectionsEvery software/SaaS pricing theme covered, with slug, label and vendor count.
search_vendorsFree-text search across a theme's vendors — names, domains, integrations, plan notes, capabilities.
compareNamed vendors side by side within a theme, full sourced records.
get_normalized_pricingEffective monthly cost at a chosen volume, with flat, per-minute and per-call billing reduced to one comparable number.
get_benchmarkOne vendor's card: entry price, cost at reference volumes, compliance, free tier, integration breadth.
find_best“Cheapest X with a free tier / HIPAA / SOC 2 / GDPR” — ranked, and never on an unverified claim.
list_coverageWhat the index covers, how many vendors, over what date range — and what it does not cover.
whats_changedRecent price changes, each dated and corroborated by two sources.
get_price_historyThe full dated price series for one product or vendor, plus archived points read off Internet Archive snapshots.
price_moversWhat moved most recently across a category or the whole index.
volatility_for_entityHow much one product's price actually moves — withheld rather than guessed when the record is too thin.
most_volatile_in_categoryThe least stable prices in a category, ranked.
list_product_categoriesEvery hardware category, with product counts, comparable spec keys and brands.
search_productsFree-text search inside a hardware category across names, brands and spec values.
compare_productsNamed products lined up on the spec keys that category actually compares on.
find_products“Best under $N” or “most <spec>” — filter and rank by price, release date or any spec.
get_independent_test_coverageHow many independent labs measured a product, and what they measured — a count of evidence, never a rating.
list_cost_decodersWhich categories have a cost decoder explaining what actually drives the bill.
get_cost_decoderThe drivers behind a category's real cost, so a quoted price can be read properly.

Coverage

  • Hardware — 359 categories, 4,764 products with specs, prices and independent-test coverage.
  • Software — 267 categories of SMB/SaaS pricing, from AI receptionists and call tracking to CRM, VPNs and web hosting.
  • Provenance — 22,765 source citations; 88% of products carry a published price.

Files

  • <category>.json — full records, each figure with provenance (source URL + accessed date)
  • <category>.csv — one flat row per plan/product, with source columns
  • catalog.json — schema.org DataCatalog index
  • croissant.json — ML Commons Croissant 1.1 descriptor (Google Dataset Search / Hugging Face)
  • datapackage.json — Frictionless Data Package (Table Schema per CSV)
  • CITATION.cff — machine-readable citation
  • LICENSE — CC BY 4.0

Methodology

Published prices are normalized to a common monthly basis; both the raw published figure and the normalized one are kept. Each row carries its own accessedAt date and is re-checked on a rolling basis. Independent-test coverage counts how many labs measured a product — a count of evidence, never a rating. Full methodology: https://frontdeskreview.com/data

License

CC BY 4.0 — free to use with attribution to The Front Desk Review (https://frontdeskreview.com). See CITATION.cff.

Questions fréquentes

Qu'est-ce que The Front Desk Review ?

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

Comment installer The Front Desk Review ?

Il fonctionne comme serveur distant. Dans Claude Code : claude mcp add --transport http the-front-desk-review 'https://mcp.frontdeskreview.com/mcp'. Pour les autres clients, collez la configuration JSON de cette page dans leurs réglages MCP.

Faut-il une clé API pour The Front Desk Review ?

Son entrée au registre n'indique aucune clé ni secret obligatoire. Certaines fonctions peuvent tout de même demander un compte auprès du service auquel il se connecte.

The Front Desk Review est-il open source ?

Son code est public sur GitHub, mais le dépôt ne déclare pas de licence standard.

Qui maintient The Front Desk Review ?

Il est publié par AlexandDunk. AI.tn le référence sans le maintenir ni le recommander.

Issu du registre MCP officiel. Être listé n'est pas une recommandation : vérifiez le code et les permissions d'un serveur avant de lui donner accès à vos données.