McBee's Coffee & Carwash
A WashIndex operator profile assembled from 1,489 AI-extracted Google reviews across 9 locations in 2 states. Customer-experience signals, damage rate, membership health, trade-area competitor density, and a full per-location breakdown.
Data updated · May 24, 2026
9 locations across 2 states · dot size scales with review volume
McBee's Coffee & Carwash operates 9 locations across 2 states, anchored in Missouri (7) and Arkansas (2). It operates predominantly on the Express Tunnel format and carries a weighted-average Google rating of 4.37★ across 2,928 customer reviews.
Facility cleanliness (+0.63) and staff (+0.62) score most positively. The chain's standout weakness is equipment uptime at -0.53 — customers repeatedly cite broken vacuums, dryers, and tunnel equipment.
Membership cancellation friction is elevated at 26.9% of membership-mentioning reviews; reviewer-reported vehicle damage is at 3.56% of reviews.
Chain-level monthly rating has stayed within ±0.3★ of its baseline across the full data window, with no sustained anomalies in either direction.
About McBee's Coffee & Carwash
How many locations does McBee's Coffee & Carwash have?
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What is the average customer rating at McBee's Coffee & Carwash?
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What is McBee's Coffee & Carwash's damage rate?
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What format of car wash is McBee's Coffee & Carwash?
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What do customers like most about McBee's Coffee & Carwash?
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What are common complaints about McBee's Coffee & Carwash?
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Where does McBee's Coffee & Carwash have the most locations?
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How easy is it to cancel a McBee's Coffee & Carwash membership?
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How have McBee's Coffee & Carwash ratings and review volume trended over time?
Review activity at McBee's Coffee & Carwash locations spans 28 months — from January 2024 through April 2026 — with 2,235 customer reviews captured across the chain in that window. That averages out to roughly 80 reviews per month, with peak monthly velocity hitting 120 in April 2024. Comparing the most recent 14 months to the earlier 14, review velocity is trending down: an average of 76/month recently versus 84/month earlier (-9%).
Monthly rating shows modest variability — a chain mean of 4.34★ with a standard deviation of 0.20★. The best month, September 2025, hit 4.72★; the worst, December 2025, sat at 4.00★ — a 0.72★ spread between extremes, well within normal seasonal variation for a chain of this size.
Monthly review volume
28 monthsAverage star rating by month
scale 1–5What customers love
- Facility Cleanliness +0.63
- Staff +0.62
- Wash Quality +0.42
- Wait Time +0.12
Where customers complain
- Equipment Working -0.53
- Membership Value -0.27
- Per-Wash Price -0.18
Aspect score = (pos − neg) / (pos + neg + mixed), range −1 to +1. See per-pillar leaderboards →
Operational health signals
How much competition does McBee's Coffee & Carwash face at each site?
The average McBee's Coffee & Carwash location operates in a market with 3.4 other car-wash businesses within a 1-mile radius — moderate trade-area density by the standards of the broader US industry. Expanding the ring outward, density grows to 15.3 competitors within the 1–3 mile band and 19.7 within the 3–5 mile band, for a total of roughly 38 nearby car-wash operators inside the 5-mile trade-area boundary on average.
The distribution across locations is uneven. 0 sites (0%) have no other car wash within 1 mile, 3 (33%) have 1–2 competitors at that range, 6 (67%) have 3–5, and 0 (0%) operate in densely-competitive urban-core markets with 6 or more car washes inside a 1-mile ring. Median competitor counts (a less-skewed view than averages): 3 within 1 mile, 14 within 3 miles, 15 within 5 miles.
Quality of nearby competition matters as much as raw count. The average Google rating of competitors within 1 mile of a McBee's Coffee & Carwash location is 4.27★ — that's the bar each site is benchmarked against by customers choosing where to wash. Per our Car Wash Cannibalization Research, trade areas with 3–10 same-quality competitors typically produce the strongest customer-ramp economics for new operators; empty markets and saturated markets both underperform.
Most-competitive sites in the network: Belton, MO (5 competitors within 1 mi, rating 4.4★); St Joseph, MO (5 competitors within 1 mi, rating 3.7★); Liberty, MO (5 competitors within 1 mi, rating 3.8★). Least-competitive sites: Greenbrier, AR (2 within 1 mi, rating 4.7★); North Little Rock, AR (2 within 1 mi, rating 4.6★); Independence, MO (2 within 1 mi, rating 4.6★).
Other car wash places within ring distances of each McBee's Coffee & Carwash location, computed by haversine distance against the WashIndex location index. Sister sites in the same chain are excluded.
What amenities do customers mention at McBee's Coffee & Carwash?
Dog washes are the most-mentioned amenity at McBee's Coffee & Carwash locations, surfacing in 7.1% of customer reviews. For chains where free vacuums lead, that's typically the strongest single retention amenity — express-tunnel customers explicitly value the post-wash vacuum bay and chains that remove or paywall the vacuums tend to see a measurable rating drop.
Beyond the top mention, the next tier of customer-noted features includes free vacuums (6.8%), air dryers (2.6%), tire shine (2.1%), paid vacuums (1.5%). These represent the chain's "talked-about" service mix — features customers either appreciate enough to mention or complain about when they're missing.
Membership-system infrastructure shows up in the data: 0.5% of reviews mention the mobile app and 1.1% mention license-plate recognition. These are the two strongest indicators of a modern subscription-driven business model — chains with both signals at >1% are typically operating with automated billing, LPR gate access, and an app-based experience layer that compounds member retention over time.
7.1% of reviews mention a dog-wash bay — distinctive among car wash chains, found mostly in upper-Midwest and Western markets where it's a known acquisition lever for adjacent customer segments.
Which metros and cities does McBee's Coffee & Carwash have locations in?
McBee's Coffee & Carwash operates across the metros and cities below. Each link drills into the WashIndex per-metro or per-city market analysis, with McBee's Coffee & Carwash's position alongside every other operator.
Which states does McBee's Coffee & Carwash operate in?
Missouri is the chain's heartland: 7 of 9 locations (78%) operate within the state, with 2 locations spread across 1 other states. McBee's Coffee & Carwash is geographically concentrated — operational risks, regulatory exposure, and local labor-market dynamics are dominated by one state, which has implications for both expansion strategy and resilience to state-specific shocks.
Customer ratings vary materially by state: Arkansas runs highest at 4.63★, while Missouri sits lowest at 4.29★ — a 0.34★ spread across the footprint.
| State | Locations | Total Reviews | Avg Rating |
|---|---|---|---|
| Missouri | 7 | 2,263 | 4.29 |
| Arkansas | 2 | 665 | 4.63 |
What are the top McBee's Coffee & Carwash locations by review volume?
Across the 9 McBee's Coffee & Carwash locations with scored review data, the median Google rating is 4.4★ and the chain-wide mean is 4.32★. Standard deviation across locations is 0.35★ — a measure of how consistently the chain operates from site to site. A standard deviation below 0.2 indicates highly consistent operations; above 0.4 indicates the chain has meaningful per-location quality variance, often tied to acquired versus organically-built sites.
Distribution by rating band: 0 locations below 3.5★ (0%), 2 between 3.5–4.0★ (22%), 1 between 4.0–4.4★ (11%), and 6 at 4.4★ or higher (67%). The most-resilient car-wash operators in our research typically have at least 60% of locations in the 4.0–4.4★ band — that's the rating tier with the lowest cannibalization risk when new competitors arrive.
Highest-rated location in the network: Greenbrier, AR at 4.7★ (189 reviews). Lowest-rated: St Joseph, MO at 3.7★ — a 1.0★ spread between the chain's best and worst-performing sites. The busiest location by review volume is Independence, MO with 542 reviews, reflecting both market size and customer-traffic density.
Standard deviation of 0.35★ across locations is wider than the consistency benchmark we typically see for operationally-mature chains (≤0.2★). The size of the spread between best (4.7★) and worst (3.7★) suggests the network includes a mix of organically-built sites running at chain standard and acquired sites that haven't yet been brought up to that standard — a known operational signature for chains in active consolidator-growth mode.
Expand any row in the table below to see that location's full operating profile: trade-area competitor rings (count and avg rating within 1, 3, and 5 miles), the per-location damage rate and membership-cancellation friction rate where sample size allows, the four most-distinctive aspect-sentiment signals (e.g. staff, equipment, value), and a monthly review-velocity sparkline showing how that specific site has trended over the data window.
Independence, MO 1503 East 23rd St S 4.6 542 reviews 4 / 30 / 36
Trade-Area Competitors
- Wash Pro's 0.14 mi · 4.5★
- Swift Shine Car Wash 0.41 mi · 4.0★
- Icy Shine Car Wash 0.96 mi · 4.8★
- Butch's Car Wash 0.99 mi · 4.2★
Operational Signals
- Facility Cleanliness +0.86
- Staff +0.76
- Wash Quality +0.62
- Wait Time +0.40
Monthly Review Velocity
Belton, MO 590 E North Ave 4.4 531 reviews 5 / 7 / 15
Trade-Area Competitors
- Hy-Vee Car Wash 0.51 mi · 3.3★
- Carwash 0.73 mi · 3.0★
- Brite Carwash 0.73 mi · 4.4★
- Tunnel Car Wash 0.73 mi · 4.0★
- Jewels Auto Detailing and Upholstery Cleaning 0.92 mi · 5.0★
Operational Signals
- Facility Cleanliness +1.00
- Staff +0.60
- Wash Quality +0.56
- Equipment Working -0.55
Monthly Review Velocity
North Little Rock, AR 4315 McCain Blvd 4.6 476 reviews 2 / 21 / 29
Trade-Area Competitors
- Shell 0.06 mi · 3.8★
- CARWASH EXPRESS 0.08 mi · 3.6★
Operational Signals
- Wait Time +0.73
- Staff +0.69
- Equipment Working -0.67
- Wash Quality +0.49
Monthly Review Velocity
Liberty, MO 320 N State Rte 291 3.8 469 reviews 5 / 14 / 3
Trade-Area Competitors
- Dr Spotless Car Wash 0.07 mi · 3.8★
- Lay-Rite Customs 0.35 mi · 4.8★
- Charlie's Car Wash 0.42 mi · 4.2★
- Brewer’s Auto Detail & Shine 0.89 mi · 4.0★
- The Better Wash - Liberty 0.96 mi · 4.4★
Operational Signals
- Equipment Working -0.77
- Membership Value -0.45
- Per-Wash Price -0.41
- Staff +0.40
Monthly Review Velocity
Independence, MO 15912 E US Hwy 24 4.4 352 reviews 3 / 12 / 31
Trade-Area Competitors
- Care Detailing & Reconditioning 0.07 mi · 4.8★
- 24 Hwy Car Wash 0.71 mi · 3.9★
- Bright Star Auto Pros LLC 0.71 mi · 4.4★
Operational Signals
- Facility Cleanliness +1.00
- Staff +0.68
- Wash Quality +0.49
- Equipment Working -0.33
Monthly Review Velocity
Greenbrier, AR 159 S Broadview St 4.7 189 reviews 2 / 2 / 4
Trade-Area Competitors
- D.W. Detailing 0.55 mi
- Splash Car Wash 0.60 mi · 4.3★
Operational Signals
- Wait Time +1.00
- Facility Cleanliness +1.00
- Wash Quality +0.73
- Staff +0.67
Monthly Review Velocity
Smithville, MO 121 Richardson St 4.1 144 reviews 3 / 1 / 0
Trade-Area Competitors
- PRO CAR WASH SOUTH 0.59 mi · 4.3★
- Clear Vision Auto Protection, LLC 0.68 mi · 5.0★
- Branded Detailing 0.93 mi · 4.9★
Operational Signals
- Facility Cleanliness +1.00
- Staff +0.65
- Equipment Working -0.42
- Wash Quality +0.24
Monthly Review Velocity
Independence, MO 4121 Little Blue Pkwy 4.6 136 reviews 2 / 27 / 45
Trade-Area Competitors
- Brandt Mobile Detailing Kansas City Ceramic Coatings 0.93 mi · 5.0★
- Club Car Wash 0.96 mi · 4.3★
Operational Signals
- Facility Cleanliness +1.00
- Staff +0.88
- Per-Wash Price +0.75
- Wash Quality +0.69
Monthly Review Velocity
St Joseph, MO 3016 N Belt Hwy 3.7 89 reviews 5 / 24 / 14
Trade-Area Competitors
- Precision Tune Auto Care 0.19 mi
- East Ridge Car Wash 0.29 mi · 4.8★
- FRITZ'S EXPRESS TUNNEL 0.58 mi
- Fritz's Auto Spa 0.58 mi · 4.3★
- Minit Mart Touch-Free Car Wash 0.75 mi · 3.4★
Operational Signals
- Equipment Working -1.00
- Facility Cleanliness -1.00
- Wait Time +0.50
- Per-Wash Price -0.47
Monthly Review Velocity
About this profile
Every operating-quality signal on this page is derived from 1,489 customer reviews of McBee's Coffee & Carwash locations, processed through WashIndex’s 55-field LLM extraction pipeline. Competitor counts within 1 / 3 / 5 mi rings are computed by haversine distance against the WashIndex location index across the chain’s states and immediately adjacent ones (sister sites in the same chain are excluded). Monthly review and rating trends are pulled from the raw Google Maps review feed. 0 spam-flagged reviews were excluded from the aggregates.
See our full methodology for the extraction pipeline, validation samples, and aggregation logic.