> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://www.comet.com/docs/opik/integrations/llms.txt.

# Integrations

> Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

## Docs

- [Overview](https://www.comet.com/docs/opik/integrations/overview.md): Explore how to log, visualize, and evaluate LLM calls and RAG pipelines using Opik's robust integrations with popular frameworks.
- [Observability for coding agents](https://www.comet.com/docs/opik/integrations/coding-agents.md): How to get Claude Code, Cursor, GitHub Copilot and OpenAI Codex sessions into Opik, and when Cost Intelligence or the MCP server is the better fit.
- [Opik's MCP server](https://www.comet.com/docs/opik/mcp-server.md): Give your coding agent access to your traces — so it can find the failing ones, fix the code, and check its own work against real data. One command, no SDK.
- [Use cases](https://www.comet.com/docs/opik/mcp-server/use-cases.md): Prompts to paste into your coding assistant once it is connected to Opik — instrumenting a project, debugging a trace, reviewing a project, analysing experiments, and building evaluations.
- [MCP tools reference](https://www.comet.com/docs/opik/mcp-server/tools.md): Every tool the Opik MCP server exposes — what your assistant can read, what it can write, what it cannot do, and the skills that ship alongside.
- [Advanced setup](https://www.comet.com/docs/opik/mcp-server/advanced-setup.md): Configure the Opik MCP server by hand for any client, check what each client points at, and choose between the hosted and local server.
- [FAQ & troubleshooting](https://www.comet.com/docs/opik/mcp-server/faq.md): Fixes for the Opik MCP server not connecting, showing no tools, or returning data from the wrong workspace — plus answers on credentials, safety and updates.
- [Observability for Claude Code with Opik](https://www.comet.com/docs/opik/integrations/claude-code.md): Log Claude Code sessions to Opik with the Opik plugin, or export Claude Code's native OpenTelemetry spans to Opik, and know which one to pick.
- [Observability for Cursor with Opik](https://www.comet.com/docs/opik/integrations/cursor.md): Start here to integrate Opik into your Cursor-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for GitHub Copilot with Opik](https://www.comet.com/docs/opik/integrations/github-copilot.md): Send GitHub Copilot Chat (VS Code) and Copilot CLI sessions to Opik over OpenTelemetry, with clear content-capture and endpoint expectations.
- [Observability for OpenAI Codex with Opik](https://www.comet.com/docs/opik/integrations/openai-codex.md): Configure OpenAI Codex OpenTelemetry export to send trace telemetry to Opik.
- [Observability for BeeAI (TypeScript) with Opik](https://www.comet.com/docs/opik/integrations/beeai-typescript.md): Start here to integrate Opik into your BeeAI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for LangChain (JavaScript) with Opik](https://www.comet.com/docs/opik/integrations/langchainjs.md): Start here to integrate Opik into your LangChain-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Mastra with Opik](https://www.comet.com/docs/opik/integrations/mastra.md): Start here to integrate Opik into your Mastra-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Vercel AI SDK with Opik](https://www.comet.com/docs/opik/integrations/vercel-ai-sdk.md): Start here to integrate Opik into your Vercel AI SDK-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Cloudflare Workers AI with Opik](https://www.comet.com/docs/opik/integrations/cloudflare-workers-ai.md): Start here to integrate Opik into your Cloudflare Workers AI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Google Gemini (TypeScript) with Opik](https://www.comet.com/docs/opik/integrations/gemini-typescript.md): Start here to integrate Opik into your Google Gemini-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for OpenAI (TypeScript) with Opik](https://www.comet.com/docs/opik/integrations/openai-typescript.md): Start here to integrate Opik into your OpenAI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Opik TypeScript SDK](https://www.comet.com/docs/opik/integrations/typescript-sdk.md): Monitor and debug your JavaScript/TypeScript apps with Opik's SDK, enabling seamless integration for LLM applications and AI workflows.
- [Observability for AG2 with Opik](https://www.comet.com/docs/opik/integrations/ag2.md): Start here to integrate Opik into your AG2-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Agent Spec with Opik](https://www.comet.com/docs/opik/integrations/agentspec.md): Start here to integrate Opik into your Agent Spec-based application for end-to-end observability, unit testing, and optimization.
- [Observability for Agno with Opik](https://www.comet.com/docs/opik/integrations/agno.md): Start here to integrate Opik into your Agno-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for BeeAI (Python) with Opik](https://www.comet.com/docs/opik/integrations/beeai.md): Start here to integrate Opik into your BeeAI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Claude Agent SDK with Opik](https://www.comet.com/docs/opik/integrations/claude-agent-sdk.md): Configure Claude Code telemetry and OTLP export settings with clear signal and compatibility expectations for Opik.
- [Observability for AutoGen with Opik](https://www.comet.com/docs/opik/integrations/autogen.md): Start here to integrate Opik into your AutoGen-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for CrewAI with Opik](https://www.comet.com/docs/opik/integrations/crewai.md): Start here to integrate Opik into your CrewAI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for DSPy with Opik](https://www.comet.com/docs/opik/integrations/dspy.md): Start here to integrate Opik into your DSPy-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Google Agent Development Kit (Python) with Opik](https://www.comet.com/docs/opik/integrations/adk.md): Start here to integrate Opik into your Google Agent Development Kit-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Haystack with Opik](https://www.comet.com/docs/opik/integrations/haystack.md): Start here to integrate Opik into your Haystack-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Harbor with Opik](https://www.comet.com/docs/opik/integrations/harbor.md): Start here to integrate Opik into your Harbor benchmark evaluation runs for end-to-end agent observability and analysis.
- [Structured Output Tracking for Instructor with Opik](https://www.comet.com/docs/opik/integrations/instructor.md): Start here to integrate Opik into your Instructor-based genai application for structured output tracking, schema validation monitoring, and LLM call observability.
- [Observability for LangChain (Python) with Opik](https://www.comet.com/docs/opik/integrations/langchain.md): Start here to integrate Opik into your LangChain-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for LangGraph with Opik](https://www.comet.com/docs/opik/integrations/langgraph.md): Start here to integrate Opik into your LangGraph-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for LangServe with Opik](https://www.comet.com/docs/opik/integrations/langserve.md): Configure LangServe host-level OpenTelemetry export for Opik with clear applicability and minimal setup guidance.
- [Observability for LiveKit with Opik](https://www.comet.com/docs/opik/integrations/livekit.md): Start here to integrate Opik into your LiveKit-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for LlamaIndex with Opik](https://www.comet.com/docs/opik/integrations/llama_index.md): Start here to integrate Opik into your LlamaIndex-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Microsoft Agent Framework (Python) with Opik](https://www.comet.com/docs/opik/integrations/microsoft-agent-framework.md): Start here to integrate Opik into your Microsoft Agent Framework-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for OpenAI Agents with Opik](https://www.comet.com/docs/opik/integrations/openai_agents.md): Start here to integrate Opik into your OpenAI Agents-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Pipecat with Opik](https://www.comet.com/docs/opik/integrations/pipecat.md): Start here to integrate Opik into your Pipecat-based real-time voice agent application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Pydantic AI with Opik](https://www.comet.com/docs/opik/integrations/pydantic-ai.md): Start here to integrate Opik into your Pydantic AI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Semantic Kernel (Python) with Opik](https://www.comet.com/docs/opik/integrations/semantic-kernel.md): Start here to integrate Opik into your Semantic Kernel-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Smolagents with Opik](https://www.comet.com/docs/opik/integrations/smolagents.md): Start here to integrate Opik into your Smolagents-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Strands Agents with Opik](https://www.comet.com/docs/opik/integrations/strands-agents.md): Start here to integrate Opik into your Strands Agents-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Temporal with Opik](https://www.comet.com/docs/opik/integrations/temporal.md): Configure Temporal Python OpenTelemetry tracing and export to Opik.
- [Observability for Twilio Agent Connect with Opik](https://www.comet.com/docs/opik/integrations/twilio-agent-connect.md): Start here to integrate Opik into your Twilio Agent Connect voice agent for end-to-end LLM observability, unit testing, and optimization.
- [Observability for VoltAgent with Opik](https://www.comet.com/docs/opik/integrations/voltagent.md): Start here to integrate Opik into your VoltAgent-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Anthropic with Opik](https://www.comet.com/docs/opik/integrations/anthropic.md): Start here to integrate Opik into your Anthropic-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for AWS Bedrock with Opik](https://www.comet.com/docs/opik/integrations/bedrock.md): Start here to integrate Opik into your AWS Bedrock-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for BytePlus with Opik](https://www.comet.com/docs/opik/integrations/byteplus.md): Start here to integrate Opik into your BytePlus-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Cohere with Opik](https://www.comet.com/docs/opik/integrations/cohere.md): Start here to integrate Opik into your Cohere-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for DeepSeek with Opik](https://www.comet.com/docs/opik/integrations/deepseek.md): Start here to integrate Opik into your DeepSeek-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Fireworks AI with Opik](https://www.comet.com/docs/opik/integrations/fireworks-ai.md): Start here to integrate Opik into your Fireworks AI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Google Gemini (Python) with Opik](https://www.comet.com/docs/opik/integrations/gemini.md): Start here to integrate Opik into your Google Gemini-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Groq with Opik](https://www.comet.com/docs/opik/integrations/groq.md): Start here to integrate Opik into your Groq-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for TypeSafe AI (Python) with Opik](https://www.comet.com/docs/opik/integrations/typesafe.md): Start here to integrate Opik into your TypeSafe AI-based application for end-to-end observability of System One (Jev) decisions.
- [Observability for MiniMax with Opik](https://www.comet.com/docs/opik/integrations/minimax.md): Track MiniMax model calls with Opik through the OpenAI-compatible or Anthropic-compatible API.
- [Observability for Mistral AI (Python) with Opik](https://www.comet.com/docs/opik/integrations/mistral.md): Start here to integrate Opik into your Mistral AI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Novita AI with Opik](https://www.comet.com/docs/opik/integrations/novita-ai.md): Start here to integrate Opik into your Novita AI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Ollama (Python) with Opik](https://www.comet.com/docs/opik/integrations/ollama.md): Start here to integrate Opik into your Ollama-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for OpenAI (Python) with Opik](https://www.comet.com/docs/opik/integrations/openai.md): Start here to integrate Opik into your OpenAI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Qianfan with Opik](https://www.comet.com/docs/opik/integrations/qianfan.md): Start here to integrate Opik into your Qianfan-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Predibase with Opik](https://www.comet.com/docs/opik/integrations/predibase.md): Start here to integrate Opik into your Predibase-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Together AI with Opik](https://www.comet.com/docs/opik/integrations/together-ai.md): Start here to integrate Opik into your Together AI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for IBM watsonx with Opik](https://www.comet.com/docs/opik/integrations/watsonx.md): Start here to integrate Opik into your IBM watsonx-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for xAI Grok with Opik](https://www.comet.com/docs/opik/integrations/xai-grok.md): Start here to integrate Opik into your xAI Grok-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Hugging Face Datasets with Opik](https://www.comet.com/docs/opik/integrations/huggingface-datasets.md): Start here to integrate Opik with Hugging Face Datasets for end-to-end LLM observability, unit testing, and optimization.
- [Evaluate LLM Applications with Ragas Metrics in Opik](https://www.comet.com/docs/opik/integrations/ragas.md): Use Ragas evaluation metrics to assess your LLM application quality and automatically track results in Opik for comprehensive performance monitoring.
- [Observability for Opik LLM Gateway with Opik](https://www.comet.com/docs/opik/integrations/opik-llm-gateway.md): Start here to integrate Opik LLM Gateway into your genai application for centralized LLM provider access using a consistent API format.
- [Observability for Kong AI Gateway with Opik](https://www.comet.com/docs/opik/integrations/kong-ai-gateway.md): Start here to integrate Kong AI Gateway with Opik for production-ready LLM gateway capabilities with enterprise features.
- [Observability for AISuite with Opik](https://www.comet.com/docs/opik/integrations/aisuite.md): Start here to integrate Opik into your AISuite-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Helicone with Opik](https://www.comet.com/docs/opik/integrations/helicone.md): Learn how to integrate Helicone with Opik to log and monitor your LLM traffic using the standard Helicone integration setup.
- [Observability for LiteLLM with Opik](https://www.comet.com/docs/opik/integrations/litellm.md): Start here to integrate Opik into your LiteLLM-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for OpenRouter with Opik](https://www.comet.com/docs/opik/integrations/openrouter.md): Start here to integrate Opik into your OpenRouter-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Portkey with Opik](https://www.comet.com/docs/opik/integrations/portkey.md): Start here to integrate Portkey with Opik for enterprise-grade LLM gateway capabilities with advanced routing and fallback features.
- [Observability for TrueFoundry with Opik](https://www.comet.com/docs/opik/integrations/truefoundry.md): Start here to integrate the TrueFoundry AI Gateway with Opik and trace every LLM and MCP call that passes through the gateway.
- [Observability for Vercel AI Gateway with Opik](https://www.comet.com/docs/opik/integrations/vercel-ai-gateway.md): Start here to integrate Vercel AI Gateway with Opik for unified access to multiple AI providers with edge-optimized performance.
- [Validation Tracking for Guardrails AI with Opik](https://www.comet.com/docs/opik/integrations/guardrails-ai.md): Start here to integrate Opik into your Guardrails AI-based genai application for validation tracking, compliance monitoring, and guard evaluation.
- [Opik Python SDK](https://www.comet.com/docs/opik/integrations/python-sdk.md): Learn to instrument your Python applications with the Opik Python SDK to send trace data to Opik for better observability.
- [OpenTelemetry Python SDK](https://www.comet.com/docs/opik/integrations/opentelemetry-python-sdk.md): Learn to instrument your Python applications with OpenTelemetry SDK to effectively send trace data to Opik for better observability.
- [Observability for Spring AI (Java) with Opik](https://www.comet.com/docs/opik/integrations/spring-ai.md): Start here to integrate Opik into your Spring AI-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Quarkus LangChain4j with Opik](https://www.comet.com/docs/opik/integrations/quarkus-langchain4j.md): Configure Quarkus LangChain4j OpenTelemetry export to send traces to Opik.
- [Observability for Microsoft Agent Framework (.NET) with Opik](https://www.comet.com/docs/opik/integrations/microsoft-agent-framework-dotnet.md): Start here to integrate Opik into your Microsoft Agent Framework-based .NET application for end-to-end LLM observability, unit testing, and optimization.
- [OpenTelemetry Ruby SDK](https://www.comet.com/docs/opik/integrations/opentelemetry-ruby-sdk.md): Configure OpenTelemetry SDK in your Ruby app to send telemetry data to Opik efficiently and enhance your observability.
- [Observability for Dify with Opik](https://www.comet.com/docs/opik/integrations/dify.md): Start here to integrate Opik into your Dify-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Flowise with Opik](https://www.comet.com/docs/opik/integrations/flowise.md): Start here to integrate Opik into your Flowise-based genai application for end-to-end LLM observability, unit testing, and optimization.
- [Observability for Hermes with Opik](https://www.comet.com/docs/opik/integrations/hermes.md): Install and configure the opik-hermes plugin to export LLM, tool, and agent traces to Opik.
- [Observability for Langflow with Opik](https://www.comet.com/docs/opik/integrations/langflow.md): Start here to integrate Opik into your Langflow applications for end-to-end LLM observability.
- [Observability for n8n with Opik](https://www.comet.com/docs/opik/integrations/n8n.md): Start here to integrate Opik into your n8n-based workflow automation for end-to-end LLM observability.
- [Observability for OpenClaw with Opik](https://www.comet.com/docs/opik/integrations/openclaw.md): Install and configure the OpenClaw community plugin to export LLM, tool, and agent traces to Opik.
- [Observability for OpenWebUI with Opik](https://www.comet.com/docs/opik/integrations/openwebui.md): Start here to integrate Opik into your OpenWebUI-based AI application for end-to-end LLM observability and monitoring.
- [Observability for Prompt Flow with Opik](https://www.comet.com/docs/opik/integrations/prompt-flow.md): Configure Prompt Flow tracing with OpenTelemetry endpoint settings compatible with Opik deployment modes.
- [OpenTelemetry](https://www.comet.com/docs/opik/integrations/opentelemetry.md): Integrate OpenTelemetry SDKs with Opik to enhance your ML/AI apps with distributed tracing and streamline monitoring.