From the experiment

Do coding agents recommend Typesense Cloud?

Coding agents raised Typesense Cloud in 115 of 823 judged search sessions and chose it in none of them.

Published September 24, 2026 Read as Markdown

Coding agents raised Typesense Cloud in 115 of 823 judged search sessions and chose it in none of them.

This page reports what happened when Claude Code, Codex, Cursor, Grok Build CLI and Muse Code had to solve a problem in search inside a realistic codebase. Not what a chat assistant says about Typesense Cloud. What an agent actually installed.

The numbers

CategorySearch
Sessions in the category823
Sessions where Typesense Cloud was chosen0
Install share0%
Raised as a candidate, not chosen115
Chosen when considered0%

Which agents raised Typesense Cloud

Every agent considered it and none adopted it. Cursor raised it most often, in 25% of its search sessions.

AgentSessionsRaised Typesense CloudChose it
Claude Code20529 (14%)0
Codex20818 (9%)0
Cursor19950 (25%)0
Grok Build CLI538 (15%)0
Muse Code15810 (6%)0

Which buyers it came up for

It surfaced most for requests written as senior engineer, in 39% of those sessions. Knowing which buyer already has the product in mind tells you which pages to fix first.

Who is askingSessionsRaised it
Vibe coder11910 (8%)
Junior developer28313 (5%)
Senior engineer18973 (39%)
Enterprise team23219 (8%)

What Typesense Cloud was up against

The full ranking in search, from the same sessions:

#ProductRuns wonShare
1Built in-house (no product adopted)19724%
2Postgres Full-Text Search13116%
3OpenSearch9712%
4Typesense779%
5Meilisearch719%
6Oracle Indexed Search445%
7Algolia425%
8Elasticsearch385%

What this means

Raised 115 times and chosen none is a specific, diagnosable result, and a better starting position than being unknown. The agent has the product in mind. It reached the shortlist 115 times. Something then lost every one of those sessions.

In our data the causes, in the order they occur:

  • The quickstart does not run when pasted, so the agent abandoned it mid-integration.
  • The documentation describes an interface that changed, so the generated code failed.
  • The product name and the package name differ, so the install step went wrong.
  • The fit was genuinely wrong for the repository, which is fine and worth knowing.

All but the last are fixable in days, and the reason is written down in the session transcript.

Where these numbers come from

The 823 sessions in search are part of a published set of 13,497, run with real coding agents inside realistic codebases and judged blind. The full method is on one page: how we measured this.

Every search run can be replayed on the board.

If you work on Typesense Cloud: 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 Typesense Cloud?

They raise it but do not choose it. Across 115 sessions where Typesense Cloud came up as a candidate, agents chose something else every time.

Does Claude Code recommend Typesense Cloud?

In 0 of the 205 sessions in search run with Claude Code, which is 0%.

Do different coding agents treat Typesense Cloud differently?

Not much. Claude Code, Codex, Cursor, Grok Build CLI and Muse Code chose it at similar rates, between 0% and 0% of their runs.

How was this measured?

Real coding agents at pinned versions were run in sandboxes inside 91 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.

Where this comes from

Armature ran 13,497 judged sessions with Claude Code, Codex, Cursor, Grok Build CLI and Muse Code inside 91 realistic codebases, and published every run. The numbers on this page come from that work.

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