Opik vs UpTrain
Side-by-side comparison of two AI agent tools
Short answer
- UpTrain has had no commit in 26 months; Opik is actively maintained (1,062 commits in the last 90 days).
- Opik is growing faster: +606 GitHub stars in the last 30 days vs +4 for UpTrain.
- Pick Opik for: debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive. Pick UpTrain for: open-source platform to evaluate and improve generative AI applications with 20+ preconfigured evaluations.
From GitHub data refreshed daily.
Opikopen-source
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.
UpTrainopen-source
Open-source platform to evaluate and improve generative AI applications with 20+ preconfigured evaluations
Metrics
| Opik | UpTrain | |
|---|---|---|
| Stars | 22.3k | 2.4k |
| Star velocity /mo | 606 | 4.2631578947368425 |
| Commits (90d) | 1.1k | 0 |
| Releases (6m) | 10 | 0 |
| Downloads (30d, npm + PyPI) | 160.4K | — |
| Overall score | 0.8395960884989896 | 0.17690248302421893 |
Pros
- +提供端到端的 AI 应用可观测性，包括详细的链路追踪和性能监控，帮助开发者快速定位问题
- +支持自动化评估和优化，能够自动改进提示词和工具配置，降低手动调优的工作量
- +完全开源且拥有活跃社区支持，提供灵活的部署选项和定制化能力
- +Open-source platform with active community support and transparency
- +Comprehensive evaluation framework with 20+ preconfigured checks covering multiple AI use cases
- +Unified platform approach that handles both evaluation and improvement recommendations
Cons
- -作为相对较新的工具，可能在某些企业级功能和集成方面还需要进一步完善
- -学习曲线可能较陡，需要开发者具备一定的 AI 应用开发和监控经验
- -May require technical expertise to implement and configure effectively
- -Evaluation accuracy depends on the quality and relevance of preconfigured checks
Use Cases
- •RAG 聊天机器人的性能监控和优化，追踪检索质量和回答准确性
- •代码助手应用的链路分析，监控代码生成质量和响应时间
- •复杂智能体工作流的调试和评估，跟踪多步骤推理过程的执行效果
- •Evaluating LLM application performance before production deployment
- •Systematic testing of code generation and language processing AI models
- •Quality assurance for embedding-based applications and retrieval systems
FAQ
- Which is more popular, Opik or UpTrain?
- Opik has more GitHub stars (22,349 vs 2,366).
- Which is more actively developed, Opik or UpTrain?
- Opik had more commits in the last 90 days (1,062 vs 0).
- Should I use Opik or UpTrain?
- Compare their capabilities, limitations and "best for" notes above. Both are open source, so trying each on a small task is the fastest way to decide.