
免费 / 开源面向生产级 AI 的智能体可观测性、评估与持续改进平台

根据功能和用途,为你挑选 12 款 Raindrop 的替代工具。
| 排名 | 工具和标语 | 官方域名 | 月访问量 | 月度增长 (MoM) | 定价模式 |
|---|
| 主要市场 |
|---|
| 评分 |
|---|
| 比较 |
|---|
| ● | Raindrop | raindrop.ai | 4.28万 | -9630 (-18.4%) | 免费试用,付费,定价请咨询 | 美国 | 4.4 | 概览 |
| 1 | Arize AI | arize.com | 24.9万 | 7668 (+3.2%) | 付费,定价请咨询 | 美国 | 4.6 | 比较 |
| 2 | Datadog | datadoghq.com | 517.58万 | -26.36万 (-4.8%) | 免费增值,免费试用,付费,定价请咨询,免费 | 美国 | 4.7 | 比较 |
| 3 | Maxim AI | getmaxim.ai | 12.14万 | 1.11万 (+10%) | Contact for Pricing, Free Open Source | 印度 | 4.3 | 比较 |
| 4 | TraceRoot | traceroot.ai | 2070 | -2484 (-54.5%) | Free + Paid | 美国 | 4.7 | 比较 |
| 5 | honeyhive.ai | honeyhive.ai | 8835 | -9754 (-52.5%) | 免费增值,定价请咨询 | 美国 | 4.4 | 比较 |
| 6 | Future AGI | futureagi.com | 12.17万 | -1.03万 (-7.8%) | Freemium, Usage-based | 印度 | 4.4 | 比较 |
| 7 | Cekura | cekura.ai | 7.32万 | -1.71万 (-18.9%) | 定价请咨询 | 美国 | 4.2 | 比较 |
| 8 | Confident AI | confident-ai.com | 8.34万 | -2834 (-3.3%) | 免费增值,付费,定价请咨询 | 美国 | 4.5 | 比较 |
| 9 | Middleware | middleware.io | 3.6万 | -5047 (-12.3%) | 免费增值,定价请咨询 | 印度 | 4.3 | 比较 |
| 10 | Latitude | latitude.so | 4.82万 | -2.13万 (-30.6%) | Freemium, Open Source, Enterprise | 美国 | 4.4 | 比较 |
| 11 | Laminar | lmnr.ai | 0 | 0 (0%) | 免费增值 | 全球 | 4.7 | 比较 |
| 12 | PromptLayer | promptlayer.com | 8.59万 | -4176 (-4.6%) | 免费试用,定价请咨询 | 美国 | 4.5 | 比较 |

免费 / 开源面向生产级 AI 的智能体可观测性、评估与持续改进平台

免费 / 开源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, agent simulation, and production observability.
免费 / 开源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, agent simulation, and production observability.

免费 / 开源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 failing runs with LLM judges, groups them into root-cause signals, and lets a background coding agent reproduce and patch bugs against your GitHub repo.
免费 / 开源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 failing runs with LLM judges, groups them into root-cause signals, and lets a background coding agent reproduce and patch bugs against your GitHub repo.
在生产环境观测、评估与监控 AI 代理
免费 / 开源构建、模拟、评估并监控可自我改进的 AI 智能体
在整个组织内统一 LLM 评估、可观测性与红队测试标准
配备可自动修复问题的 AI SRE 代理的全栈可观测性平台

免费 / 开源开源可观测性:发现 AI Agent 的故障,并直接修复
专项更强AI 工程团队的协作层