Do coding agents recommend Cloud Tasks?
Cloud Tasks was chosen in 6% of 636 judged message queues sessions, ranking sixth. Measured with Claude Code, Codex, Cursor, Grok Build CLI and Muse Code.
Cloud Tasks was chosen in 6% of 636 judged message queues sessions, ranking sixth. It was also raised as a candidate in 45 further sessions without being chosen.
This page reports what happened when Claude Code, Codex, Cursor, Grok Build CLI and Muse Code had to solve a problem in message queues inside a realistic codebase. Not what a chat assistant says about Cloud Tasks. What an agent actually installed.
One thing to read first: every one of those wins came from a single codebase. That is a result about one repository rather than about message queues in general, and the splits below cannot separate the two. Treat them as a description of that repository.
The numbers
| Category | Message queues |
| Sessions in the category | 636 |
| Sessions where Cloud Tasks was chosen | 40 |
| Install share | 6% |
| Rank in category | 6 of 29 |
| Codebases it won in | 1 |
| Raised as a candidate, not chosen | 45 |
| Chosen when considered | 47% |
| Site | cloud.google.com |
By agent
Claude Code, Codex, Cursor, Grok Build CLI and Muse Code land within 6 points of each other on Cloud Tasks, which is closer than most products in this experiment manage.
| Agent | Sessions | Chose Cloud Tasks | Share |
|---|---|---|---|
| Claude Code | 138 | 12 | 9% |
| Codex | 192 | 9 | 5% |
| Cursor | 134 | 6 | 4% |
| Grok Build CLI | 35 | 1 | 3% |
| Muse Code | 137 | 12 | 9% |
By who was asking
Cloud Tasks does much better with one kind of buyer than another. It won 19% of sessions asked as junior developer and 0% of those asked as enterprise team.
| Who is asking | Sessions | Chose Cloud Tasks | Share |
|---|---|---|---|
| Vibe coder | 104 | 0 | 0% |
| Junior developer | 207 | 40 | 19% |
| Senior engineer | 107 | 0 | 0% |
| Enterprise team | 218 | 0 | 0% |
What Cloud Tasks was up against
The full ranking in message queues, from the same sessions:
| # | Product | Runs won | Share |
|---|---|---|---|
| 1 | Built in-house (no product adopted) | 106 | 17% |
| 2 | Apache Kafka | 83 | 13% |
| 3 | Amazon SQS | 72 | 11% |
| 4 | Service Bus | 53 | 8% |
| 5 | Amazon Kinesis | 45 | 7% |
| 6 | Laravel Queues | 43 | 7% |
| 7 | Cloud Tasks (this page) | 40 | 6% |
| 8 | Cloudflare Queues | 35 | 6% |
What this means
Cloud Tasks was raised in 45 sessions and chosen in 40. That ratio is balanced enough that the ceiling is presence rather than integration: the product converts reasonably when it is on the table, and it is not on the table often enough.
Where these numbers come from
The 636 sessions in message queues are part of a published set of 15,051, run with real coding agents inside realistic codebases and judged blind. The full method is on one page: how we measured this.
Every message queues run can be replayed on the board.
If you work on Cloud Tasks: the judge recorded a reason for every session where it was raised and passed over. Those reasons are in the transcripts.
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Common questions
Do coding agents recommend Cloud Tasks?
Yes. Cloud Tasks was chosen in 40 of the 636 judged sessions in message queues, a 6% install share, ranking sixth in its category.
Does Claude Code recommend Cloud Tasks?
In 12 of the 138 sessions in message queues run with Claude Code, which is 9%.
Do different coding agents treat Cloud Tasks differently?
Not much. Claude Code, Codex, Cursor, Grok Build CLI and Muse Code chose it at similar rates, between 3% and 9% of their runs.
How was this measured?
Real coding agents at pinned versions were run in sandboxes inside 92 realistic codebases and asked to solve real tasks. A simulated project owner approved or questioned each recommendation before any code was written, and a judge from a model family that builds none of the agents read every session blind.
How often is Cloud Tasks considered but not chosen?
It was raised as a candidate in 45 sessions without being chosen, and chosen in 40. That is a 47% conversion from considered to chosen.
Where this comes from
Armature ran 15,051 judged sessions with Claude Code, Codex, Cursor, Grok Build CLI and Muse Code inside 92 realistic codebases, and published every run. The numbers on this page come from that work.