Visão geral
The repository contains the Opik server backend, web application and components for tracing, datasets, experiments, evaluations, prompt management, online evaluation and agent optimization. It is framework-agnostic and can capture LLM calls, conversations, retrieval steps, tool executions and nested agent activity as trace trees. Evaluation capabilities include code-based metrics, datasets, experiments and LLM-as-a-judge metrics for hallucination detection, moderation and RAG assessment.
Principais recursos
- Nested tracing for LLM calls, conversations, retrieval steps, tool executions and multi-step agents
- Datasets, experiments, code-based metrics and LLM-as-a-judge evaluation
- RAG evaluation metrics including answer relevance and context precision
- Hallucination detection and moderation evaluation
- Prompt management and Prompt Playground
- Production dashboards and online evaluation rules
- Feedback scores for traces and spans through the Python SDK or UI
- PyTest integration for CI/CD evaluation
- Agent Optimizer and guardrails capabilities
- Python, TypeScript and Ruby-via-OpenTelemetry client support plus a REST API
- Hosted and self-hosted deployment options
- Docker Compose scripts and Kubernetes/Helm deployment guidance
Requisitos, instalação e início rápido
Uso
Compatibilidade do modelo e casos de uso
Opik is described as framework-agnostic rather than tied to one model. The supplied README excerpt explicitly lists integrations involving Anthropic, Amazon Bedrock, BytePlus, Cloudflare Workers AI, Cohere, DeepSeek, Fireworks AI, Google Gemini, Groq and other frameworks or platforms. It also names integrations such as Google ADK, AG2, Agno, Autogen, BeeAI, CrewAI, Dify, DSPy and Flowise AI. OpenAI appears in the repository topics, but explicit OpenAI integration details are not included in the supplied excerpt. MCP support is not stated in the repository metadata.
Observações sobre licença e riscos
Repository metadata identifies the license as Apache-2.0. The README states that the server, web application and core observability and evaluation platform can be self-hosted without a commercial license. Review the repository license before deployment or redistribution: https://api.github.com/licenses/apache-2.0
Lançamento e manutenção
The README directs users to the changelog and specifically warns that version 1.7.0 includes important updates and breaking changes. The repository metadata reports the default branch as `main` and the latest supplied push timestamp as 2026-08-03T09:50:41Z. A specific current release version is not stated in the repository metadata.