# Middleware 的替代工具

根据功能和用途，为 Middleware（月访问量 3.6万，免费增值，定价请咨询）匹配的 12 个替代工具。

关于 Middleware: 配备可自动修复问题的 AI SRE 代理的全栈可观测性平台 — [工具详情（Markdown）](https://openaitools.app/zh/tool/middleware.md)

| # | 工具名称 | 月访问量 | 月度环比增长率 | 定价模式 | 简介 | 对比 |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Datadog](https://openaitools.app/zh/tool/datadog) | 5,175,760 | -4.8% | 免费增值，免费试用，付费，定价请咨询，免费 | 面向云规模工程团队的统一可观测性、安全与事件响应平台 | [Middleware vs Datadog](https://openaitools.app/zh/compare/datadog-vs-middleware.md) |
| 2 | [Arize AI](https://openaitools.app/zh/tool/arize-com) | 249,028 | +3.2% | 付费，定价请咨询 | 面向生产级 AI 的智能体可观测性、评估与持续改进平台 | [Middleware vs Arize AI](https://openaitools.app/zh/compare/arize-com-vs-middleware.md) |
| 3 | [honeyhive.ai](https://openaitools.app/zh/tool/honeyhive-ai) | 8,835 | -52.5% | 免费增值，定价请咨询 | 在生产环境观测、评估与监控 AI 代理 | [Middleware vs honeyhive.ai](https://openaitools.app/zh/compare/honeyhive-ai-vs-middleware.md) |
| 4 | [Fiddler AI](https://openaitools.app/zh/tool/fiddler-ai) | 44,204 | -10.2% | 定价请咨询 | 值得信赖的企业智能体与模型控制平面 | [Middleware vs Fiddler AI](https://openaitools.app/zh/compare/fiddler-ai-vs-middleware.md) |
| 5 | [Maxim AI](https://openaitools.app/zh/tool/maxim-ai) | 121,351 | +10% | Contact for Pricing, Free Open Source | Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, | [Middleware vs Maxim AI](https://openaitools.app/zh/compare/maxim-ai-vs-middleware.md) |
| 6 | [Raindrop](https://openaitools.app/zh/tool/raindrop) | 42,807 | -18.4% | 免费试用，付费，定价请咨询 | 在用户之前发现并修复 AI Agent 的问题 | [Middleware vs Raindrop](https://openaitools.app/zh/compare/middleware-vs-raindrop.md) |
| 7 | [Openlayer](https://openaitools.app/zh/tool/openlayer) | 48,415 | -6.4% | 免费增值，定价请咨询 | Openlayer is a platform that tests AI systems before release, monitors them in production, and enforces policy and compliance requirements across every model and agent your company runs. | [Middleware vs Openlayer](https://openaitools.app/zh/compare/middleware-vs-openlayer.md) |
| 8 | [TraceRoot](https://openaitools.app/zh/tool/traceroot-ai) | 2,070 | -54.5% | Free + Paid | TraceRoot is an open-source, Y Combinator-backed observability platform that continuously improves AI agents using evidence from real production traffic. It traces every model and tool call, detects f | [Middleware vs TraceRoot](https://openaitools.app/zh/compare/middleware-vs-traceroot-ai.md) |
| 9 | [Future AGI](https://openaitools.app/zh/tool/future-agi) | 121,741 | -7.8% | Freemium, Usage-based | 构建、模拟、评估并监控可自我改进的 AI 智能体 | [Middleware vs Future AGI](https://openaitools.app/zh/compare/future-agi-vs-middleware.md) |
| 10 | [Anomify](https://openaitools.app/zh/tool/anomify) | 1,629 | -62% | 免费增值 | 面向关键基础设施的早期预警 AI 监控 | [Middleware vs Anomify](https://openaitools.app/zh/compare/anomify-vs-middleware.md) |
| 11 | [PromptLayer](https://openaitools.app/zh/tool/promptlayer) | 85,899 | -4.6% | 免费试用，定价请咨询 | AI 工程团队的协作层 | [Middleware vs PromptLayer](https://openaitools.app/zh/compare/middleware-vs-promptlayer.md) |
| 12 | [Confident AI](https://openaitools.app/zh/tool/confident-ai) | 83,400 | -3.3% | 免费增值，付费，定价请咨询 | 在整个组织内统一 LLM 评估、可观测性与红队测试标准 | [Middleware vs Confident AI](https://openaitools.app/zh/compare/confident-ai-vs-middleware.md) |

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来源：https://openaitools.app/zh/alternatives/middleware

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