# Do coding agents recommend Cloud Tasks? > Cloud Tasks was chosen in 5% of 288 judged message queues sessions, ranking seventh. Measured with Claude Code, Codex and Cursor. Source: https://armature.tech/library/do-coding-agents-recommend-cloud-tasks Published: 2026-09-15 Publisher: Armature, Inc. (https://armature.tech) --- > Cloud Tasks was chosen in 5% of 288 judged message queues sessions, ranking seventh. It was also raised as a candidate in 30 further sessions without being chosen. This page reports what happened when Claude Code, Codex and Cursor 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 | 288 | | Sessions where Cloud Tasks was chosen | 15 | | Install share | 5% | | Rank in category | 7 of 25 | | Codebases it won in | 1 | | Raised as a candidate, not chosen | 30 | | Chosen when considered | 33% | | Site | cloud.google.com | ## By agent With 15 wins spread across three agents, the rates below are small numbers and a difference between them is not yet a finding. They are here because the direction is worth knowing, not because the gap is established. | Agent | Sessions | Chose Cloud Tasks | Share | | --- | --- | --- | --- | | Claude Code | 96 | 8 | 8% | | Codex | 96 | 4 | 4% | | Cursor | 96 | 3 | 3% | ## By who was asking Cloud Tasks performs similarly across the four kinds of buyer, from 0% to 13%. That is unusual: the category leader changed with the persona in 23 of the 28 categories we measured. | Who is asking | Sessions | Chose Cloud Tasks | Share | | --- | --- | --- | --- | | Vibe coder | 48 | 0 | 0% | | Junior developer | 120 | 15 | 13% | | Senior engineer | 48 | 0 | 0% | | Enterprise team | 72 | 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) | 49 | 17% | | 2 | Apache Kafka | 39 | 14% | | 3 | Amazon SQS | 27 | 9% | | 4 | Service Bus | 24 | 8% | | 5 | Laravel Queues | 20 | 7% | | 6 | Amazon Kinesis | 19 | 7% | | 7 | Cloudflare Queues | 19 | 7% | | 8 | Cloud Tasks **(this page)** | 15 | 5% | ## What this means Cloud Tasks was raised in 30 sessions and chosen in 15. 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 288 sessions in message queues are part of a published set of 7,852, run with real coding agents inside realistic codebases and judged blind. The full method is on one page: [how we measured this](/library/how-we-measured-this). Every message queues run can be replayed on [the board](/leaderboards/message-queues). 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. ## Common questions ### Do coding agents recommend Cloud Tasks? Yes. Cloud Tasks was chosen in 15 of the 288 judged sessions in message queues, a 5% install share, ranking seventh in its category. ### Does Claude Code recommend Cloud Tasks? In 8 of the 96 sessions in message queues run with Claude Code, which is 8%. ### Do different coding agents treat Cloud Tasks differently? Not much. The three agents chose it at similar rates, between 3% and 8% of their runs. ### How was this measured? Real coding agents at pinned versions were run in sandboxes inside 90 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 30 sessions without being chosen, and chosen in 15. That is a 33% conversion from considered to chosen. ## Read next - [How to get picked for message queues by coding agents](https://armature.tech/library/message-queues-coding-agents-playbook) (Markdown: https://armature.tech/library/message-queues-coding-agents-playbook.md) - [Do coding agents recommend Apache Kafka?](https://armature.tech/library/do-coding-agents-recommend-apache-kafka) (Markdown: https://armature.tech/library/do-coding-agents-recommend-apache-kafka.md) - [Do coding agents recommend Amazon SQS?](https://armature.tech/library/do-coding-agents-recommend-amazon-sqs) (Markdown: https://armature.tech/library/do-coding-agents-recommend-amazon-sqs.md) - [Do Claude Code, Codex and Cursor pick the same tools?](https://armature.tech/library/do-claude-code-and-codex-agree) (Markdown: https://armature.tech/library/do-claude-code-and-codex-agree.md) --- Armature helps software products get discovered and used by coding agents. Service: https://armature.tech/discoverability · Results: https://armature.tech/leaderboards/sectors · Contact: contact@armature.tech