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Buying question

Which coding agent is best for taking an issue, working in the background, running tests, and returning a reviewable pull request?

Which brands each model API named when asked this question, and which pages it cited. Answer text is not published.
Snapshot Sep 16, 2026. Each category is re-run in rotation, every few weeks.

Recommendation

Kind of question

3

Model APIs

6

Brands named

13

Pages cited

Brands

Brands the answers named

Ordered by how many model APIs named the brand, then by mentions. A mention is not an endorsement or a position.
Rank#BrandModel APIsMentionsOwn-site citationsNamed by
1Claude Codeanthropic.com240OpenAI · Google
2Cursorcursor.com240OpenAI · Google
3GitHub Copilotgithub.com232OpenAI · Google
4OpenAI Codexopenai.com230OpenAI · Google
5Devincognition.ai220OpenAI · Anthropic
6Windsurfwindsurf.com110Google

Model APIs

What each model API returned

One row per model API. The hash identifies the exact answer without publishing it.
Model APIModelBrands namedCitationsDomainsAnswer hash
OpenAIopenai/gpt-4o-miniCursor · GitHub Copilot · Claude Code · OpenAI Codex · Devin55c6a0809b…86507
Anthropicanthropic/claude-haiku-4-5Devin0084f02a91…907d5
Googlegoogle/gemini-2.5-flashCursor · GitHub Copilot · Claude Code · OpenAI Codex · Windsurf990d3c726e…3736b

Sources

Pages the answers cited

Hostnames come from the URLs the answers returned. Best position is the earliest place a page was cited in an answer.
DomainCited pageBest positionCited byCitations
reddit.comhttps://reddit.com/r/ExperiencedDevs/comments/1nfzhqd/anyone_experimenting_with_ai_agents_that_pick_up/1OpenAI · Google2
youtube.comhttps://youtube.com/watch?v=45Fv0Rx31Zk1OpenAI1
arxiv.orghttps://arxiv.org/html/2602.08915v22OpenAI1
mightybot.aihttps://mightybot.ai/blog/coding-ai-agents-for-accelerating-engineering-workflows/2Google1
coderabbit.aihttps://coderabbit.ai/blog/a-very-brief-history-of-ai-coding-from-copilot-to-next-gen-agents3OpenAI1
tessl.iohttps://tessl.io/blog/anthropic-launches-ai-code-review-agents-that-scan-pull-requests-for-bugs3Google1
abstracta.ushttps://abstracta.us/blog/ai/best-ai-agent-for-coding4Google1
github.comhttps://github.com/orgs/community/discussions/1635725OpenAI1
github.comhttps://github.com/The-PR-Agent/pr-agent5Google1
stackoverflow.bloghttps://stackoverflow.blog/2024/06/07/saumil-patel-squire-ai-agents-pr-pull-request-reviews-code/6Google1
medium.comhttps://medium.com/@manuelmj12310/how-i-built-an-ai-powered-workflow-to-auto-generate-github-pull-requests-842d37012b287Google1
youtube.comhttps://youtube.com/watch?v=htufvoQfGI08Google1
huuhka.nethttps://huuhka.net/building-your-own-pr-reviewer-with-coding-agents/9Google1
Snapshots
c9215e33-a54f-4c63-a494-a8a96cb24c2b
Question set
ai-developer-tools-2026-07-27
Benchmark version
4-ai-developer-tools-2026-07-27-models-64232fd32583
What is kept
Measured in AI developer tools. Full answers are not stored or published, and no customer data is included.

See how often AI names you.

Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.

  • Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
  • Who gets namedEvery competitor in the answers, most named first.
  • The pages AI readsThe sources behind each answer.
  • Three fixesWhat to fix first, with a brief for the first article.