Do coding agents recommend Vercel Workflow?
Vercel Workflow was chosen in 3% of 636 judged message queues sessions, ranking ninth. Measured with Claude Code, Codex, Cursor, Grok Build CLI and Muse Code.
Vercel Workflow was chosen in 3% of 636 judged message queues sessions, ranking ninth. It was also raised as a candidate in 6 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 Vercel Workflow. 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 Vercel Workflow was chosen | 18 |
| Install share | 3% |
| Rank in category | 9 of 29 |
| Codebases it won in | 1 |
| Raised as a candidate, not chosen | 6 |
| Chosen when considered | 75% |
| Site | vercel.com |
By agent
With 18 wins spread across 5 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 Vercel Workflow | Share |
|---|---|---|---|
| Claude Code | 138 | 2 | 1% |
| Codex | 192 | 9 | 5% |
| Cursor | 134 | 5 | 4% |
| Grok Build CLI | 35 | 2 | 6% |
| Muse Code | 137 | 0 | 0% |
By who was asking
Vercel Workflow does much better with one kind of buyer than another. It won 17% of sessions asked as vibe coder and 0% of those asked as enterprise team.
| Who is asking | Sessions | Chose Vercel Workflow | Share |
|---|---|---|---|
| Vibe coder | 104 | 18 | 17% |
| Junior developer | 207 | 0 | 0% |
| Senior engineer | 107 | 0 | 0% |
| Enterprise team | 218 | 0 | 0% |
What Vercel Workflow 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 | 40 | 6% |
| 8 | Cloudflare Queues | 35 | 6% |
What this means
Agents almost never raise Vercel Workflow without choosing it: 6 sessions raised against 18 chosen. When it gets considered, it usually wins. The constraint is how rarely it gets considered at all, which is a presence problem: templates, framework integrations and pages that answer the configuration and production questions agents actually search for.
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 Vercel Workflow: 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 Vercel Workflow?
Yes. Vercel Workflow was chosen in 18 of the 636 judged sessions in message queues, a 3% install share, ranking ninth in its category.
Does Claude Code recommend Vercel Workflow?
In 2 of the 138 sessions in message queues run with Claude Code, which is 1%.
Do different coding agents treat Vercel Workflow differently?
Not much. Claude Code, Codex, Cursor, Grok Build CLI and Muse Code chose it at similar rates, between 0% and 6% 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 Vercel Workflow considered but not chosen?
It was raised as a candidate in 6 sessions without being chosen, and chosen in 18. That is a 75% 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.