The best AI models for sysadmins and DevOps engineers. Ranked by critical capabilities: function calling for automation, reasoning for troubleshooting, JSON mode for structured outputs和large context windows for analyzing logs and configurations。
| # | 模型 | 评分 |
|---|---|---|
| 1 | GPT-5.4 ProOpenAI | 120 |
| 2 | GPT-5.4OpenAI | 120 |
| 3 | GPT-5.4 MiniOpenAI | 119 |
| 4 | GPT-5.2 ProOpenAI | 119 |
| 5 | GPT-5.2OpenAI | 119 |
| 6 | Claude Opus 4.6Anthropic | 118 |
| 7 | GPT-5 ProOpenAI | 118 |
| 8 | o3 Deep ResearchOpenAI | 118 |
| 9 | Claude Opus 4.5Anthropic | 116 |
| 10 | GPT-5OpenAI | 116 |
| 11 | Claude Sonnet 4.6Anthropic | 115 |
| 12 | Claude Sonnet 4.5Anthropic | 115 |
| 13 | Gemini 3 Pro PreviewGoogle | 114 |
| 14 | o3 ProOpenAI | 114 |
| 15 | Gemini 3 Flash PreviewGoogle | 113 |
| 16 | Grok 4.1 FastxAI | 113 |
| 17 | Grok 4xAI | 112 |
| 18 | Grok 4.20 BetaxAI | 112 |
| 19 | o3OpenAI | 112 |
| 20 | GPT-5.1OpenAI | 111 |
| 21 | GPT-5.4 NanoOpenAI | 111 |
| 22 | GPT-5.3-CodexOpenAI | 111 |
| 23 | GPT-5.2-CodexOpenAI | 111 |
| 24 | GPT-5.1-Codex-MaxOpenAI | 111 |
| 25 | o4 Mini Deep ResearchOpenAI | 111 |
| 26 | o4 Mini HighOpenAI | 111 |
| 27 | Grok Code Fast 1xAI | 111 |
| 28 | o4 MiniOpenAI | 110 |
| 29 | Gemini 3.1 Pro PreviewGoogle | 110 |
| 30 | Grok 4 FastxAI | 109 |
AI models with strong reasoning and function calling can generate complex bash, PowerShell, and Python automation scripts. They handle error handling, edge cases, and system-specific quirks. JSON mode support enables structured script configuration.
Large context windows (128K+) let you paste entire application logs, stack traces, and system diagnostics for analysis. AI can identify root causes, correlate events across logs, and suggest fixes in real time.
Models with JSON mode and function calling excel at generating infrastructure-as-code (Terraform, Ansible, CloudFormation). They understand constraints, validate configurations, and explain deployment strategies.
Reasoning capabilities enable AI to work through complex troubleshooting scenarios step-by-step. Combine with web search to find relevant documentation, patches, and CVEs. Function calling integrates with monitoring tools for automated diagnostics.
The most critical capability for sysadmins. Function calling lets AI call APIs, run commands, query monitoring systems, and trigger automation without manual copy-paste. Essential for agentic workflows and autonomous remediation.
Models with extended reasoning work through complex troubleshooting methodically. They handle multi-step diagnostics, correlate symptoms to root causes, and explain their reasoning - critical for production incident response.
A 128K+ context window lets you paste entire application logs, configuration files, error traces, and system snapshots in one request. Avoids token exhaustion and ensures AI has full context for accurate diagnostics.
Structured output is essential for parsing by scripts and monitoring systems. JSON mode ensures reliable parsing, enables automation of responses, and integrates cleanly with infrastructure tools like Terraform and Ansible.
Discover other AI models for specialized tasks, compare specific models head-to-head, or explore pricing and capabilities.
根据我们每小时更新的综合评分，本页顶部显示了排名靠前的模型。排名综合考虑了基准测试、定价、功能和社区采用情况。
是的，本页列出的几款模型提供免费套餐或完全开源。请查看上方定价列中标记为免费的模型。
我们使用综合评分系统，结合基准性能、功能匹配、定价、上下文窗口大小和社区采用情况。评分每小时更新一次。
排名每小时使用基准测试、API测试和社区指标的实时数据刷新。显示的数据始终反映最新的性能。