The verdict
Devin appears in 1 AI-ranked category — best position #2 for background coding agent.
Positioning brief — for the Devin team
Why the models put Devin at #2 for background coding agent
- end-to-end autonomous workflow Gemini · Grok · Claude · GPT“The most mature end-to-end autonomous workflow for ticket-driven teams”
- persistent environments and cloud sandboxes Gemini · Grok · Claude · GPT“True cloud sandbox autonomy for end-to-end tasks like features/bug fixes/migrations”
- first-class workflow integrations Claude · GPT“first-class GitHub, GitLab, Bitbucket, Azure DevOps, Jira, Linear, Slack, and Teams integrations”
- organizational knowledge and reusable playbooks Claude · GPT“organizational knowledge/playbooks that improve repeat tasks”
What the models credit GitHub Copilot Coding Agent (#1) with — and don’t credit Devin
- plan-first steerability Gemini“Its structured "plan-first" visual interface allows developers to inspect, modify, and validate the agent's plan before execution”
- native one-click issue assignment Claude“assign the issue to Copilot" is a native one-click act”
- security scanning and conservative permissions GPT“security scanning, auditability, and conservative branch permissions”
What would move the rank — the models’ fix lines, unified
- high unpredictable costs at scale GPT · Claude · Gemini · Grok“Its high and sometimes difficult-to-predict compute cost is poor value for most individuals and small teams”
- scope tasks tightly and review Claude · Gemini · Grok“it is not for teams unwilling to invest in scoping tickets tightly and building playbooks”
- reliability, latency, and circular loops Claude · Gemini“it is prone to getting stuck in circular agent loops and racking up compute bills on complex or loosely scoped tasks”
Restructured from verbatim model output · nothing invented · every quote machine-verified
Leading raw agentic autonomy with a fully sandboxed browser, terminal, and editor. Can ingest a ticket, research the code, write/run tests, and debug in an isolated environment to deliver ready-to-merge PRs. (NEAR-TIE WITH FACTORY.AI: Devin wins on raw multi-tool capability and developer independence, whereas Factory.ai is vastly superior for enterprise guardrails).
Grok True cloud sandbox autonomy for end-to-end tasks like features/bug fixes/migrations, can handle longer-horizon work and open PRs with strong enterprise traction (e.g., large refactors).
Claude The most mature end-to-end autonomous workflow for ticket-driven teams — native Slack/Linear/Jira assignment, parallel Devin fleets, persistent machine snapshots, and organizational knowledge/playbooks that improve repeat tasks; post-Windsurf-acquisition pricing ($20 entry) fixed its old value problem.
GPT The most complete autonomous-engineering workflow, with persistent environments, browser use, CI repair, reusable knowledge, automations, and first-class GitHub, GitLab, Bitbucket, Azure DevOps, Jira, Linear, Slack, and Teams integrations.
Where Devin falls short, per the models
- GPT Its high and sometimes difficult-to-predict compute cost is poor value for most individuals and small teams unless deep autonomy and integrations are heavily used.
- Claude ACU-based costs still balloon at scale and reliability variance on large, ambiguous tasks remains its reputation drag — it is not for teams unwilling to invest in scoping tickets tightly and building playbooks.
- Gemini High operational costs and latency; it is prone to getting stuck in circular agent loops and racking up compute bills on complex or loosely scoped tasks.
- Grok Expensive for routine use and may overstep without sufficient scoping/review; better for supervised complex tasks than lightweight tickets.
Poll history — On this board 2 of 2 polls since Jul 13 · now #2
#4 → #2
Top alternatives per the models: GitHub Copilot Coding Agent · OpenAI Codex · Claude Code · OpenHands
Head-to-head — how the models call it
Watch Devin
Boards re-poll weekly and the models change their minds. One short email only when Devin's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.
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Devin ranks #2 for best background coding agent by AI-model consensus. Put the badge in your README, docs or site — it updates automatically as the models re-rank.
[](https://modelsagree.com/best/best-background-coding-agent?utm_source=badge&utm_medium=embed&utm_campaign=badge-devin)<a href="https://modelsagree.com/best/best-background-coding-agent?utm_source=badge&utm_medium=embed&utm_campaign=badge-devin"><img src="https://modelsagree.com/badge/devin.svg" alt="Devin — ranked #2 for Best background coding agent by AI models on ModelsAgree" height="28"></a>Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology