Hivebee AI vs MCPChats ‑ AI Spotlight Search

Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 8, 2026 for Hivebee AI, Oct 14, 2026 for MCPChats.

The short answer

  • Only MCPChats lists a free plan. Paid plans start at $49/month for Hivebee AI and $19.99/month for MCPChats.
  • Hivebee AI lists 8 features MCPChats’s listing doesn’t mention, including Autocomplete, Behavior insights, Conversion tracking.

Head to head

App Store reviews

Hivebee AI: 12
MCPChats: —
Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
—
—
Categories
  • Search and filters
  • Search and filters
Languages
  • English
  • English
Launched
Feb 3, 2026
May 1, 2026
Built for Shopify
Not badged
Not badged
Reviews per month
1 last full month
—
Detected stores
0active installs
0active installs
Most common store size
—
—
Top countries
—
—

Momentum

New reviews each month

Review pace is the clearest public read on how fast an app is winning new merchants.

0510MarMayAugSepOctHivebee AI: 1 reviews in March 2026Hivebee AI: 1 reviews in May 2026Hivebee AI: 7 reviews in August 2026Hivebee AI: 8 reviews in September 2026Hivebee AI: 1 reviews in October 2026
Hivebee AIMCPChatsCompleted months only
Free options
Free planFree trial
Free planFree trial
Monthly range
From $49 to $149/month
From $0 to $49.99/month
Plans
FreemiumFree to install
100 Credits Free per Month
  • · 100 AI searches per month
  • · Answers in English & German
  • · Realtime search refinement
  • · Standard AI — solid search results
  • · Understands typos & vague queries
  • · Widget & search bar integration
Premium$49/month
300 Credits per Month
  • · 300 AI searches per month
  • · Advanced AI — smarter, more accurate
  • · Advanced analytics & revenue insights
  • · All languages supported
  • · Everything in Freemium, plus:
  • · Faster search responses
Business$149/month
1000 Credits per Month
  • · 1000 AI searches per month
  • · Custom widget and search bar
  • · Dedicated Account Manager
  • · Everything in Premium, plus:
Basic SearchFree
  • · AI-powered smart filters
  • · Natural language product search
  • · Real-time catalog search
  • · Spotlight-style search overlay
  • · Upto 100 searches
  • · Zero setup — no indexing needed
Pro Search$19.99/month
3-day free trial
  • · Basic analytics dashboard
  • · Everything in Free
  • · Standard support
  • · Upto 2250 searches
Enterprise Search$49.99/month
3-day free trial
  • · Custom branding options
  • · Everything in Pro
  • · Full analytics & search insights
  • · Priority support
  • · Priority support
  • · Upto 10000 searches
Coverage
16 of 20 features80%
12 of 20 features60%
Unique strengths
  • Autocomplete
  • Behavior insights
  • Conversion tracking
  • Custom CSS
  • +4 more
  • Multi-filter
  • Real-time analytics
  • Search bar
  • Synonym groups
Search and filters
80%16/20
60%12/20
Analytics
83%5/6
50%3/6
Display customization
100%4/4
50%2/4
Search features
70%7/10
70%7/10
884onlybothonly
Hivebee AIMCPChats20 features listed across both App Store listings

Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.

See every feature
Works with also listed by another
—
—
How it sells itself

HiveBee adds AI understanding to your store’s search. Shoppers type full sentences or partial details in any language, ask follow-up questions and get matching products, even with no exact match. Use it as a chat assistant, as an upgrade to your existing search bar, or both – installed via theme app extension, no code.

Your bad search is costing you sales. MCPChats replaces it with a floating Spotlight-style overlay where customers type what they want in plain language — "red dress under XX" — and see results instantly without leaving the page. AI based Smart filters refine results in one click. No catalog sync. No indexing. No setup.

Key points
  • Conversational product discovery with follow-up queries.
  • Context-aware sessions within a single search flow with fallback search.
  • Automatic language detection and multilingual support!
  • Intelligent AI based Spotlight-style floating search overlay
  • Natural language queries — customers type what they want, not keywords
  • Zero setup — no catalog sync, no indexing, works instantly on install
  • AI based Smart filters like price, color, size, and availability within results
Screenshots
Hivebee dashboard with detailed user's search insight.
Hivebee dashboard with detailed widget effectiveness metrics.Detailed log of customer search interactionsReturns actual products based on user's request
Spotlight AI Search
Spotlight - Realtime SearchSpotlight Search - Hero ImageSpotlight - Search Analytics

All the numbers

Every figure, side by side

A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.

Showing only the rows where the apps differ.

Adoption

MeasureHivebee AIMCPChats
Detected storesNot publishedNot published
Net store change, 28 days0estimated0estimated
Stores added, 28 daysNot enough dataNot enough data
Big-brand shareNot enough dataNot enough data
Top store categoriesNot publishedNot published
Top store countriesNot publishedNot published

Reviews

MeasureHivebee AIMCPChats
App Store rating5.0 ★Not published
App Store reviews12Not published
New reviews, 28 daysNot enough dataNot enough data
Reviewers a year or more inNot enough dataNot enough data

Pricing

MeasureHivebee AIMCPChats
Free planNot listedYes
Lowest paid monthly plan$49/month$19.99/month(ahead)
Longest free trialNot listed3 days
Plans listed33

Listing

MeasureHivebee AIMCPChats
Shopify category rank#24(ahead)in Search and filters#211in Search and filters
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedFeb 3, 2026May 1, 2026
Languages1English1English
DeveloperRankskipperMCPChats

FAQ

Hivebee AI and MCPChats: common questions

Is Hivebee AI or MCPChats cheaper?
Only MCPChats lists a free plan. Paid plans start at $49/month for Hivebee AI and $19.99/month for MCPChats. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
What features does each app list that the other doesn’t?
Hivebee AI lists 8 the others don’t mention, such as Autocomplete, Behavior insights, Conversion tracking, Custom CSS. MCPChats lists 4 the others don’t mention, such as Multi-filter, Real-time analytics, Search bar, Synonym groups. A feature missing from a listing may still be supported; this compares what each App Store listing says.
Where does this comparison’s data come from?
Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Nov 8, 2026 for Hivebee AI, Oct 14, 2026 for MCPChats; estimated figures are labeled.

How Shoplist compares apps

Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Nov 8, 2026 for Hivebee AI, Oct 14, 2026 for MCPChats. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.