Opinion page / measured product / rank 41
CatDoes Reviews and Ratings (2026)
Reader ratings for CatDoes, aggregated on the same 0 to 100 scale we use for the lab index, with our own commentary underneath. If you are looking for CatDoes opiniones, reviews or a rating you can check, the measurements behind every claim are on the CatDoes benchmark page.
Reader index
not rated yet
0 voters, 0 axis scores. Never blended into the lab index.
Lab index
55.27
Measured on the vibeOps spec
Strict pass rate
48.9%
22 clean and 13 failed executions
Median per prompt
137.1 s
p90 249.0 s
Reader index
One score per reader per axis on a 0 to 100 scale, editable at any time.
Reader index
not rated yet
Lab index
55.27
No reader has scored CatDoes yet. The first 3 voters put the column on the board.
The reader index is a weighted mean of reader submitted axis scores using the published index weights, renormalised over the axes readers have scored. It is never blended into the lab index. How this works.
Score CatDoes
Your scores feed the reader column only. Submitting an axis again edits your existing score rather than adding a second vote.
Reader scores need an account so one person cannot vote twice. Create a reader account or sign in.
Reader scores are published in a separate reader index column. They never move the measured lab index.
Reader lab notes on CatDoes
Written by readers with an account. Sorted by upvotes, then by date.
No reader lab notes yet. A note has to describe something you actually built, so the first one here is worth reading.
Write a lab note
What you built, what broke, what you measured. Short opinions belong in the open rating form further down.
Open rating distribution
Open ratings submitted without an account. Neither the lab index nor the reader index is part of this average.
| Band | Share | Ratings |
|---|---|---|
| 90 to 100 | 0 | |
| 80 to 89 | 0 | |
| 70 to 79 | 0 | |
| 60 to 69 | 0 | |
| 0 to 59 | 0 |
Lab commentary
Our reading of the numbers, kept separate from the reader ratings.
Aimed at mobile applications rather than web, which is why it posts one of the smallest no JavaScript payloads in the index and the weakest SEO subscore: there is barely a crawlable surface to measure. Judged on the parts of the spec it can reach it holds up, and the generated interface is genuinely good. The webhook and background job prompts were outside what the platform exposes.
On the measured axes, CatDoes is strongest at design output with a subscore of 80.0 and weakest at speed at 22.9. Because speed carries 7 of the 100 index points, that weakness costs it roughly 5.40 points against a perfect result on that axis alone.
Reader ratings and lab measurements answer different questions. A reader rating carries the thing a harness cannot capture: whether the product was pleasant to work with over weeks, how support behaved, whether the bill matched the plan. The lab index carries the thing an opinion cannot: 45 timed executions of the same specification with the failures counted. Read them side by side and treat a large gap between the two as the interesting signal.
0 open ratings
Newest first, no account needed. Moderated for spam and vendor astroturfing, not for sentiment.
No reader ratings published yet. Yours would be the first.
Add an open rating
No account needed. For a score that counts toward the reader index, use the axis form above.