---
title: "Guides"
description: "Every guide in Opik Documentation."
---

# Guides

Every guide in Opik Documentation.

- [.NET](./guides/net-index.md)
- [AI Coding Assistants](./guides/ai-coding-assistants-index.md)
- [Administration](./guides/administration-index.md)
- [Configuration](./guides/configuration-index.md)
- [Contributing](./guides/contributing-index.md)
- [Development](./guides/development-index.md)
- [Evaluation](./guides/evaluation-index.md)
- [Getting Started](./guides/getting-started-index.md)
- [Guardrails](./guides/guardrails-index.md)
- [Installation](./guides/installation-index.md)
- [Java](./guides/java-index.md)
- [Multi-Language](./guides/multi-language-index.md)
- [No-Code](./guides/no-code-index.md)
- [Observability](./guides/observability-index.md)
- [Overview](./guides/overview-index.md)
- [Production](./guides/production-index.md)
- [Python](./guides/python-index.md)
- [Python SDK](./guides/python-sdk-index.md)
- [Rest API](./guides/rest-api-index.md)
- [Ruby](./guides/ruby-index.md)
- [TypeScript](./guides/typescript-index.md)
- [Typescript SDK](./guides/typescript-sdk-index.md)
- [Anonymous usage statistics](./guides/configuration-anonymous-usage-statistics.md)
- [Contribution Overview](./guides/contributing-overview.md)
- [Development Overview](./guides/development-overview.md)
- [Evaluation Overview](./guides/evaluation-overview.md)
- [Frameworks](./guides/python-frameworks.md)
  - [Observability for AG2 with Opik](./guides/python-ag2.md)
  - [Observability for Agent Spec with Opik](./guides/python-agentspec.md)
  - [Observability for Agno with Opik](./guides/python-agno.md)
  - [Observability for BeeAI (Python) with Opik](./guides/python-beeai.md)
  - [Observability for Claude Agent SDK with Opik](./guides/python-claude-agent-sdk.md)
  - [Observability for AutoGen with Opik](./guides/python-autogen.md)
  - [Observability for CrewAI with Opik](./guides/python-crewai.md)
  - [Observability for DSPy with Opik](./guides/python-dspy.md)
  - [Observability for Google Agent Development Kit (Python) with Opik](./guides/python-adk.md)
  - [Observability for Haystack with Opik](./guides/python-haystack.md)
  - [Observability for Harbor with Opik](./guides/python-harbor.md)
  - [Structured Output Tracking for Instructor with Opik](./guides/python-instructor.md)
  - [Observability for LangChain (Python) with Opik](./guides/python-langchain.md)
  - [Observability for LangGraph with Opik](./guides/python-langgraph.md)
  - [Observability for LangServe with Opik](./guides/python-langserve.md)
  - [Observability for LiveKit with Opik](./guides/python-livekit.md)
  - [Observability for LlamaIndex with Opik](./guides/python-llama-index.md)
  - [Observability for Microsoft Agent Framework (Python) with Opik](./guides/python-microsoft-agent-framework.md)
  - [Observability for OpenAI Agents with Opik](./guides/python-openai-agents.md)
  - [Observability for Pipecat with Opik](./guides/python-pipecat.md)
  - [Observability for Pydantic AI with Opik](./guides/python-pydantic-ai.md)
  - [Observability for Semantic Kernel (Python) with Opik](./guides/python-semantic-kernel.md)
  - [Observability for Smolagents with Opik](./guides/python-smolagents.md)
  - [Observability for Strands Agents with Opik](./guides/python-strands-agents.md)
  - [Observability for Temporal with Opik](./guides/python-temporal.md)
  - [Observability for Twilio Agent Connect with Opik](./guides/python-twilio-agent-connect.md)
  - [Observability for VoltAgent with Opik](./guides/python-voltagent.md)
- [Frameworks](./guides/typescript-frameworks.md)
  - [Observability for BeeAI (TypeScript) with Opik](./guides/typescript-beeai-typescript.md)
  - [Observability for LangChain (JavaScript) with Opik](./guides/typescript-langchainjs.md)
  - [Observability for Mastra with Opik](./guides/typescript-mastra.md)
  - [Observability for Vercel AI SDK with Opik](./guides/typescript-vercel-ai-sdk.md)
- [Guardrails overview](./guides/guardrails-overview.md)
- [Home](./guides/getting-started-home.md)
- [Installation overview](./guides/installation-overview.md)
- [Observability Overview](./guides/observability-overview.md)
- [Observability for Dify with Opik](./guides/no-code-dify.md)
- [Observability for Microsoft Agent Framework (.NET) with Opik](./guides/net-microsoft-agent-framework-dotnet.md)
- [Observability for Spring AI (Java) with Opik](./guides/java-spring-ai.md)
- [Observability for coding agents](./guides/ai-coding-assistants-coding-agents.md)
- [Online Evaluation rules](./guides/production-online-evaluation-rules.md)
- [OpenTelemetry](./guides/multi-language-opentelemetry.md)
- [OpenTelemetry Ruby SDK](./guides/ruby-opentelemetry-ruby-sdk.md)
- [Opik TS - Interactive Setup Tool](./guides/typescript-sdk-opik-ts.md)
- [Overview](./guides/administration-overview.md)
- [Overview](./guides/overview-integrations-overview.md)
- [Overview](./guides/rest-api-overview.md)
- [REST API Client](./guides/python-sdk-rest-api.md)
- [Agent playground](./guides/development-observability-agent-sandbox.md)
- [Batching and update operations](./guides/python-sdk-troubleshooting-batching-and-updates.md)
- [Cost Intelligence](./guides/overview-cost-intelligence-overview.md)
- [Gateway](./guides/production-gateway.md)
  - [Gateway](./guides/production-gateway-guardrails-gateway.md)
  - [Anonymizers](./guides/production-gateway-guardrails-anonymizers.md)
- [Getting started with Evaluation](./guides/evaluation-getting-started.md)
- [Getting started with Observability](./guides/observability-getting-started.md)
- [Large CSV uploads](./guides/configuration-large-csv-uploads.md)
- [MCP Server](./guides/ai-coding-assistants-mcp-server.md)
- [Observability for Flowise with Opik](./guides/no-code-flowise.md)
- [Observability for Quarkus LangChain4j with Opik](./guides/java-quarkus-langchain4j.md)
- [Plugin with MDM](./guides/installation-mdm.md)
- [Policies](./guides/guardrails-policies.md)
- [Prompts](./guides/typescript-sdk-prompts.md)
- [Quickstart](./guides/getting-started-quickstart.md)
- [Roles and Permissions](./guides/administration-roles-and-permissions.md)
- [Specific Contribution Guides](./guides/contributing-specific-contribution-guides.md)
  - [Documentation](./guides/contributing-guides-documentation.md)
  - [Local Development Setup](./guides/contributing-guides-local-development.md)
  - [Python SDK](./guides/contributing-guides-python-sdk.md)
  - [TypeScript SDK](./guides/contributing-guides-typescript-sdk.md)
  - [Opik Optimizer](./guides/contributing-guides-agent-optimizer-sdk.md)
  - [Frontend](./guides/contributing-guides-frontend.md)
  - [Backend](./guides/contributing-guides-backend.md)
- [Dataset versioning migration](./guides/configuration-dataset-versioning-migration.md)
- [Evaluation Concepts](./guides/evaluation-concepts.md)
- [Guards](./guides/guardrails-guardrails.md)
- [MCP Server](./guides/getting-started-mcp-server.md)
  - [Opik's MCP server](./guides/getting-started-prompt-engineering-mcp-server.md)
  - [Use cases](./guides/getting-started-prompt-engineering-mcp-server-use-cases.md)
  - [MCP tools reference](./guides/getting-started-prompt-engineering-mcp-server-tools.md)
  - [Advanced setup](./guides/getting-started-prompt-engineering-mcp-server-advanced-setup.md)
  - [FAQ & troubleshooting](./guides/getting-started-prompt-engineering-mcp-server-faq.md)
- [Observability for Claude Code with Opik](./guides/ai-coding-assistants-claude-code.md)
- [Observability for Hermes with Opik](./guides/no-code-hermes.md)
- [Opik Query Language (OQL)](./guides/typescript-sdk-opik-query-language.md)
- [Plugin with managed settings](./guides/installation-managed-settings.md)
- [Prompt Playground](./guides/development-prompt-engineering-playground.md)
- [Reduce coding agent spend](./guides/overview-cost-intelligence-reduce-agent-spend.md)
- [Tracing Core Concepts](./guides/observability-tracing-concepts.md)
- [Workspace Settings](./guides/administration-workspace-settings.md)
  - [Overview](./guides/administration-workspace-settings-overview.md)
  - [Feedback Definitions](./guides/administration-workspace-settings-feedback-definitions.md)
  - [AI Providers](./guides/administration-workspace-settings-ai-providers.md)
  - [Workspace Preferences](./guides/administration-workspace-settings-workspace-preferences.md)
  - [Workspace Members](./guides/administration-workspace-settings-workspace-members.md)
- [Advanced](./guides/evaluation-advanced.md)
  - [Building Test Suites](./guides/evaluation-building-evaluation-suites.md)
  - [Evaluate your agent](./guides/evaluation-advanced-evaluate-your-llm.md)
  - [Resume an interrupted evaluation](./guides/evaluation-advanced-resume-evaluations.md)
  - [Manage datasets](./guides/evaluation-advanced-manage-datasets.md)
  - [Evaluate agent trajectories](./guides/evaluation-advanced-evaluate-agent-trajectory.md)
  - [Evaluate multi-turn agents](./guides/evaluation-advanced-evaluate-multi-turn-agents.md)
  - [Annotation Queues](./guides/evaluation-advanced-annotation-queues.md)
  - [Manually logging experiments](./guides/evaluation-advanced-log-experiments-with-rest-api.md)
  - [Exporting experiment results](./guides/evaluation-advanced-export-experiment-results.md)
- [Debugging agents with Ollie](./guides/observability-debug-agents.md)
- [Evaluation](./guides/typescript-sdk-evaluation.md)
  - [Evaluation](./guides/typescript-sdk-evaluation-overview.md)
  - [Quick Start](./guides/typescript-sdk-evaluation-quick-start.md)
  - [Datasets](./guides/typescript-sdk-evaluation-datasets.md)
  - [Evaluate Function](./guides/typescript-sdk-evaluation-evaluate-function.md)
  - [evaluatePrompt Function](./guides/typescript-sdk-evaluation-evaluate-prompt-function.md)
  - [Models](./guides/typescript-sdk-evaluation-models.md)
  - [Evaluation Metrics](./guides/typescript-sdk-evaluation-metrics.md)
  - [Experiments](./guides/typescript-sdk-evaluation-experiments.md)
  - [Test Suites](./guides/typescript-sdk-evaluation-test-suites.md)
- [LLM Model Registry Configuration](./guides/configuration-llm-model-registry.md)
- [Observability for Cursor with Opik](./guides/ai-coding-assistants-cursor.md)
- [Observability for Langflow with Opik](./guides/no-code-langflow.md)
- [Prompt injection model](./guides/guardrails-prompt-injection-model.md)
- [Prompt library](./guides/development-prompt-library.md)
  - [Prompt Library Overview](./guides/development-prompt-engineering-overview.md)
  - [Getting started with the Prompt Library](./guides/development-prompt-engineering-getting-started.md)
  - [Text and chat prompts](./guides/development-prompt-engineering-prompt-types.md)
  - [Version control](./guides/development-prompt-engineering-version-control.md)
- [Roll out cost policies](./guides/overview-cost-intelligence-roll-out-cost-policies.md)
- [macOS app with MDM](./guides/installation-macos-app.md)
- [Alerts](./guides/production-alerts-alerts.md)
- [Custom models](./guides/guardrails-custom-guardrails.md)
- [Data, privacy and security](./guides/overview-cost-intelligence-data-privacy-security.md)
- [Diagnostics](./guides/observability-diagnostics.md)
- [Observability for GitHub Copilot with Opik](./guides/ai-coding-assistants-github-copilot.md)
- [Observability for n8n with Opik](./guides/no-code-n8n.md)
- [UUIDv7 ingestion validation](./guides/configuration-uuid-validation.md)
- [Advanced](./guides/observability-advanced.md)
  - [Log traces](./guides/observability-tracing-advanced-log-traces.md)
  - [Log conversations](./guides/observability-tracing-advanced-log-chat-conversations.md)
  - [Log media & attachments](./guides/observability-tracing-advanced-log-multimodal-traces.md)
  - [Log Agent Graphs](./guides/observability-tracing-advanced-log-agent-graphs.md)
  - [Log distributed traces](./guides/observability-tracing-advanced-log-distributed-traces.md)
  - [Log user feedback](./guides/observability-tracing-advanced-annotate-traces.md)
  - [Cost tracking](./guides/observability-tracing-advanced-cost-tracking.md)
  - [Export data](./guides/observability-export-data.md)
  - [Migrate data](./guides/observability-migrate-data.md)
  - [SDK configuration](./guides/observability-tracing-advanced-sdk-configuration.md)
  - [Offline fallback and message replay](./guides/observability-tracing-advanced-offline-fallback.md)
- [Guardrails server](./guides/guardrails-server.md)
- [MCP OAuth](./guides/configuration-mcp-oauth.md)
- [Model Providers](./guides/typescript-model-providers.md)
  - [Observability for Cloudflare Workers AI with Opik](./guides/typescript-cloudflare-workers-ai.md)
  - [Observability for Google Gemini (TypeScript) with Opik](./guides/typescript-gemini-typescript.md)
  - [Observability for OpenAI (TypeScript) with Opik](./guides/typescript-openai-typescript.md)
- [Observability for OpenAI Codex with Opik](./guides/ai-coding-assistants-openai-codex.md)
- [Observability for OpenClaw with Opik](./guides/no-code-openclaw.md)
- [Overview](./guides/overview-self-host-overview.md)
- [Migrating to Opik 2.0](./guides/overview-self-host-v1-to-v2-migration.md)
- [Observability for OpenWebUI with Opik](./guides/no-code-openwebui.md)
- [Local deployment](./guides/overview-self-host-local-deployment.md)
- [Observability for Prompt Flow with Opik](./guides/no-code-prompt-flow.md)
- [Admin Dashboard](./guides/administration-admin-dashboard.md)
  - [Admin Dashboard](./guides/administration-admin-dashboard-overview.md)
  - [Workspaces](./guides/administration-admin-dashboard-workspaces.md)
  - [Users](./guides/administration-admin-dashboard-users.md)
  - [Organization Settings](./guides/administration-admin-dashboard-organization-settings.md)
  - [Service Accounts](./guides/administration-admin-dashboard-service-accounts.md)
- [Kubernetes deployment](./guides/overview-self-host-kubernetes.md)
- [Ollie](./guides/getting-started-ollie.md)
- [Optimization runs](./guides/development-optimization-runs.md)
  - [Agent Optimization](./guides/development-optimization-runs-overview.md)
  - [Optimization Studio](./guides/development-optimization-runs-optimization-studio.md)
  - [Quickstart](./guides/development-optimization-runs-quickstart.md)
  - [Optimizer Introduction Cookbook](./guides/development-optimization-runs-quickstart-notebook.md)
  - [Optimizer Frequently Asked Questions](./guides/development-optimization-runs-faq.md)
  - [Changelog](./guides/development-optimization-runs-changelog.md)
  - [Known Issues](./guides/development-optimization-runs-known-issues.md)
  - [Optimization](./guides/development-optimization.md)
    - [Opik Agent Optimizer Core Concepts](./guides/development-optimization-runs-optimization-concepts.md)
    - [Configuring LLM Providers](./guides/development-optimization-runs-optimization-configure-models.md)
    - [Define datasets](./guides/development-optimization-runs-optimization-define-datasets.md)
    - [Define metrics](./guides/development-optimization-runs-optimization-define-metrics.md)
    - [Optimize prompts](./guides/development-optimization-runs-optimization-optimize-prompts.md)
    - [Optimize tools (MCP)](./guides/development-optimization-runs-optimization-optimize-tools.md)
    - [Optimize agents](./guides/development-optimization-runs-optimization-optimize-agents.md)
    - [Optimize multimodal prompts](./guides/development-optimization-runs-optimization-optimize-multimodal.md)
    - [Dashboard results](./guides/development-optimization-runs-optimization-dashboard-results.md)
  - [Optimization Algorithms](./guides/development-optimization-algorithms.md)
    - [Optimization algorithms overview](./guides/development-optimization-runs-algorithms-overview.md)
    - [Optimizer benchmarks](./guides/development-optimization-runs-algorithms-benchmarks.md)
    - [MetaPrompt Optimizer](./guides/development-optimization-runs-algorithms-metaprompt-optimizer.md)
    - [HRPO (Hierarchical Reflective Prompt Optimizer)](./guides/development-optimization-runs-algorithms-hierarchical-adaptive-optimizer.md)
    - [Few-Shot Bayesian Optimizer](./guides/development-optimization-runs-algorithms-fewshot-bayesian-optimizer.md)
    - [Evolutionary Optimizer: Genetic Algorithms](./guides/development-optimization-runs-algorithms-evolutionary-optimizer.md)
    - [GEPA Optimizer](./guides/development-optimization-runs-algorithms-gepa-optimizer.md)
    - [Parameter Optimizer: Bayesian Parameter Tuning](./guides/development-optimization-runs-algorithms-parameter-optimizer.md)
    - [Tool Optimization (MCP & Function Calling)](./guides/development-optimization-runs-algorithms-tool-optimization.md)
  - [Cookbooks & Tutorials](./guides/development-cookbooks-tutorials.md)
    - [Synthetic Data Optimizer Cookbook](./guides/development-optimization-runs-cookbooks-synthetic-data-optimizer-cookbook.md)
    - [ARC-AGI Optimization Tutorial](./guides/development-optimization-runs-cookbooks-arc-agi-optimizer-cookbook.md)
    - [Multimodal Agent Optimization Tutorial](./guides/development-optimization-runs-cookbooks-multimodal-agent-optimizer-cookbook.md)
  - [Advanced Topics](./guides/development-advanced-topics.md)
    - [Extending Optimizers](./guides/development-optimization-runs-advanced-extending-optimizers.md)
    - [Custom metrics](./guides/development-optimization-runs-advanced-custom-metrics.md)
    - [Custom Optimizer Prompts](./guides/development-optimization-runs-advanced-prompt-customization.md)
    - [Sampling controls](./guides/development-optimization-runs-advanced-n-samples.md)
    - [Multiple Completions (n parameter)](./guides/development-optimization-runs-advanced-multiple-completions.md)
    - [Chaining optimizers](./guides/development-optimization-runs-advanced-chaining-optimizers.md)
    - [Opik Agent Optimizer API Reference](./guides/development-optimization-runs-advanced-api-reference.md)
- [Bounty Program](./guides/contributing-developer-programs-bounties.md)
- [FAQ](./guides/getting-started-faq.md)
- [Migrating from Bitnami Charts and Images](./guides/overview-self-host-helm.md)
- [Opik TypeScript SDK](./guides/typescript-typescript-sdk.md)
- [Changelog](./guides/getting-started-changelog.md)
  - [Changelog 2026 09 21](./guides/getting-started-changelog-2026-09-21.md)
  - [Changelog 2026 09 14](./guides/getting-started-changelog-2026-09-14.md)
  - [Changelog 2026 09 07](./guides/getting-started-changelog-2026-09-07.md)
  - [Changelog 2026 08 31](./guides/getting-started-changelog-2026-08-31.md)
  - [Changelog 2026 08 24](./guides/getting-started-changelog-2026-08-24.md)
  - [Changelog 2026 08 17](./guides/getting-started-changelog-2026-08-17.md)
  - [Changelog 2026 08 10](./guides/getting-started-changelog-2026-08-10.md)
  - [Changelog 2026 07 20](./guides/getting-started-changelog-2026-07-20.md)
  - [Changelog 2026 07 13](./guides/getting-started-changelog-2026-07-13.md)
  - [Changelog 2026 07 06](./guides/getting-started-changelog-2026-07-06.md)
  - [Changelog 2026 06 23](./guides/getting-started-changelog-2026-06-23.md)
  - [Changelog 2026 06 16](./guides/getting-started-changelog-2026-06-16.md)
  - [Changelog 2026 06 09](./guides/getting-started-changelog-2026-06-09.md)
  - [Changelog 2026 06 02](./guides/getting-started-changelog-2026-06-02.md)
  - [Changelog 2026 05 26](./guides/getting-started-changelog-2026-05-26.md)
  - [Changelog 2026 05 19](./guides/getting-started-changelog-2026-05-19.md)
  - [Changelog 2026 05 12](./guides/getting-started-changelog-2026-05-12.md)
  - [Changelog 2026 05 05](./guides/getting-started-changelog-2026-05-05.md)
  - [Changelog 2026 03 03](./guides/getting-started-changelog-2026-03-03.md)
  - [Changelog 2026 02 10](./guides/getting-started-changelog-2026-02-10.md)
  - [Changelog 2026 01 27](./guides/getting-started-changelog-2026-01-27.md)
  - [Changelog 2026 01 13](./guides/getting-started-changelog-2026-01-13.md)
  - [Changelog 2025 12 18](./guides/getting-started-changelog-2025-12-18.md)
  - [Changelog 2025 12 09](./guides/getting-started-changelog-2025-12-09.md)
  - [Changelog 2025 11 18](./guides/getting-started-changelog-2025-11-18.md)
  - [Changelog 2025 11 04](./guides/getting-started-changelog-2025-11-04.md)
  - [Changelog 2025 10 21](./guides/getting-started-changelog-2025-10-21.md)
  - [Changelog 2025 10 03](./guides/getting-started-changelog-2025-10-03.md)
  - [Changelog 2025 09 05](./guides/getting-started-changelog-2025-09-05.md)
  - [Changelog 2025 08 22](./guides/getting-started-changelog-2025-08-22.md)
  - [Changelog 2025 08 01](./guides/getting-started-changelog-2025-08-01.md)
  - [Changelog 2025 07 18](./guides/getting-started-changelog-2025-07-18.md)
  - [Changelog 2025 07 04](./guides/getting-started-changelog-2025-07-04.md)
  - [Changelog 2025 06 20](./guides/getting-started-changelog-2025-06-20.md)
  - [Changelog 2025 06 06](./guides/getting-started-changelog-2025-06-06.md)
  - [Changelog 2025 05 23](./guides/getting-started-changelog-2025-05-23.md)
  - [Changelog 2025 05 05](./guides/getting-started-changelog-2025-05-05.md)
  - [Changelog 2025 04 28](./guides/getting-started-changelog-2025-04-28.md)
  - [Changelog 2025 04 21](./guides/getting-started-changelog-2025-04-21.md)
  - [Changelog 2025 04 14](./guides/getting-started-changelog-2025-04-14.md)
  - [Changelog 2025 04 07](./guides/getting-started-changelog-2025-04-07.md)
  - [Changelog 2025 03 31](./guides/getting-started-changelog-2025-03-31.md)
  - [Changelog 2025 03 24](./guides/getting-started-changelog-2025-03-24.md)
  - [Changelog 2025 03 17](./guides/getting-started-changelog-2025-03-17.md)
  - [Changelog 2025 03 10](./guides/getting-started-changelog-2025-03-10.md)
  - [Changelog 2025 03 03](./guides/getting-started-changelog-2025-03-03.md)
  - [Changelog 2025 02 24](./guides/getting-started-changelog-2025-02-24.md)
  - [Changelog 2025 02 17](./guides/getting-started-changelog-2025-02-17.md)
  - [Changelog 2025 02 10](./guides/getting-started-changelog-2025-02-10.md)
  - [Changelog 2025 02 03](./guides/getting-started-changelog-2025-02-03.md)
  - [Changelog 2025 01 27](./guides/getting-started-changelog-2025-01-27.md)
  - [Changelog 2025 01 20](./guides/getting-started-changelog-2025-01-20.md)
  - [Changelog 2025 01 13](./guides/getting-started-changelog-2025-01-13.md)
  - [Changelog 2025 01 06](./guides/getting-started-changelog-2025-01-06.md)
  - [Changelog 2024 12 30](./guides/getting-started-changelog-2024-12-30.md)
  - [Changelog 2024 12 23](./guides/getting-started-changelog-2024-12-23.md)
  - [Changelog 2024 12 16](./guides/getting-started-changelog-2024-12-16.md)
  - [Changelog 2024 12 09](./guides/getting-started-changelog-2024-12-09.md)
  - [Changelog 2024 12 02](./guides/getting-started-changelog-2024-12-02.md)
  - [Changelog 2024 11 25](./guides/getting-started-changelog-2024-11-25.md)
  - [Changelog 2024 11 18](./guides/getting-started-changelog-2024-11-18.md)
  - [Changelog 2024 11 11](./guides/getting-started-changelog-2024-11-11.md)
  - [Changelog 2024 11 04](./guides/getting-started-changelog-2024-11-04.md)
  - [Changelog 2024 10 21](./guides/getting-started-changelog-2024-10-21.md)
  - [Changelog 2024 10 18](./guides/getting-started-changelog-2024-10-18.md)
  - [Changelog 2024 10 14](./guides/getting-started-changelog-2024-10-14.md)
  - [Changelog 2024 10 07](./guides/getting-started-changelog-2024-10-07.md)
  - [Changelog 2024 09 30](./guides/getting-started-changelog-2024-09-30.md)
- [ClickHouse Cold-Tier Migration](./guides/overview-self-host-clickhouse-cold-tier-migration.md)
- [Platform Architecture](./guides/overview-self-host-architecture.md)
- [Scaling Opik](./guides/overview-self-host-scaling.md)
- [Advanced clickhouse backup](./guides/overview-self-host-backup.md)
- [Metrics](./guides/evaluation-metrics.md)
  - [Overview](./guides/evaluation-metrics-overview.md)
  - [Heuristic metrics](./guides/evaluation-metrics-heuristic-metrics.md)
  - [Hallucination](./guides/evaluation-metrics-hallucination.md)
  - [LLM Juries](./guides/evaluation-metrics-llm-juries.md)
  - [G-Eval](./guides/evaluation-metrics-g-eval.md)
  - [Conversation-level GEval Metrics](./guides/evaluation-metrics-g-eval-conversation-metrics.md)
  - [Compliance risk](./guides/evaluation-metrics-compliance-risk.md)
  - [Prompt uncertainty](./guides/evaluation-metrics-prompt-diagnostics.md)
  - [Moderation](./guides/evaluation-metrics-moderation.md)
  - [Meaning Match](./guides/evaluation-metrics-meaning-match.md)
  - [Usefulness](./guides/evaluation-metrics-usefulness.md)
  - [Summarization consistency](./guides/evaluation-metrics-summarization-consistency.md)
  - [Summarization coherence](./guides/evaluation-metrics-summarization-coherence.md)
  - [Dialogue helpfulness](./guides/evaluation-metrics-dialogue-helpfulness.md)
  - [Answer relevance](./guides/evaluation-metrics-answer-relevance.md)
  - [Context precision](./guides/evaluation-metrics-context-precision.md)
  - [Context recall](./guides/evaluation-metrics-context-recall.md)
  - [Trajectory accuracy](./guides/evaluation-metrics-trajectory-accuracy.md)
  - [Agent task completion](./guides/evaluation-metrics-agent-task-completion.md)
  - [Agent tool correctness](./guides/evaluation-metrics-agent-tool-correctness.md)
  - [Conversational metrics](./guides/evaluation-metrics-conversation-threads-metrics.md)
  - [Custom model](./guides/evaluation-metrics-custom-model.md)
  - [Advanced configuration](./guides/evaluation-metrics-advanced-configuration.md)
  - [Custom metric](./guides/evaluation-metrics-custom-metric.md)
  - [Custom conversation metric](./guides/evaluation-metrics-custom-conversation-metric.md)
  - [Structured Output Compliance](./guides/evaluation-metrics-structure-output-compliance.md)
  - [Task span metrics](./guides/evaluation-metrics-task-span-metrics.md)
- [Authentication](./guides/administration-authentication.md)
  - [Authentication Overview](./guides/administration-authentication-overview.md)
  - [SAML SSO](./guides/administration-authentication-saml.md)
  - [OIDC SSO](./guides/administration-authentication-oidc.md)
  - [JWT Authentication](./guides/administration-authentication-jwt.md)
- [Troubleshooting](./guides/overview-self-host-troubleshooting.md)
- [Self-host changelog](./guides/overview-self-host-changelog.md)
- [Overview](./guides/overview-reference-overview.md)
- [Dashboards](./guides/observability-dashboards.md)
  - [Dashboards](./guides/observability-tracing-dashboards-dashboards.md)
  - [Production monitoring](./guides/observability-tracing-dashboards-production-monitoring.md)
- [Model Providers](./guides/python-model-providers.md)
  - [Observability for Anthropic with Opik](./guides/python-anthropic.md)
  - [Observability for AWS Bedrock with Opik](./guides/python-bedrock.md)
  - [Observability for BytePlus with Opik](./guides/python-byteplus.md)
  - [Observability for Cohere with Opik](./guides/python-cohere.md)
  - [Observability for DeepSeek with Opik](./guides/python-deepseek.md)
  - [Observability for Fireworks AI with Opik](./guides/python-fireworks-ai.md)
  - [Observability for Google Gemini (Python) with Opik](./guides/python-gemini.md)
  - [Observability for Groq with Opik](./guides/python-groq.md)
  - [Observability for TypeSafe AI (Python) with Opik](./guides/python-typesafe.md)
  - [Observability for MiniMax with Opik](./guides/python-minimax.md)
  - [Observability for Mistral AI (Python) with Opik](./guides/python-mistral.md)
  - [Observability for Novita AI with Opik](./guides/python-novita-ai.md)
  - [Observability for Ollama with Opik](./guides/python-ollama.md)
  - [Observability for OpenAI (Python) with Opik](./guides/python-openai.md)
  - [Observability for Qianfan with Opik](./guides/python-qianfan.md)
  - [Observability for Predibase with Opik](./guides/python-predibase.md)
  - [Observability for Together AI with Opik](./guides/python-together-ai.md)
  - [Observability for IBM watsonx with Opik](./guides/python-watsonx.md)
  - [Observability for xAI Grok with Opik](./guides/python-xai-grok.md)
- [Tutorials](./guides/evaluation-tutorials.md)
  - [Best practices for evaluating agents](./guides/evaluation-evaluate-agents.md)
  - [Evaluate threads](./guides/evaluation-evaluate-threads.md)
  - [Cookbook - Evaluate hallucination metric](./guides/evaluation-evaluate-hallucination-metric.md)
  - [Cookbook - Evaluate moderation metric](./guides/evaluation-evaluate-moderation-metric.md)
- [Observability for Hugging Face Datasets with Opik](./guides/python-huggingface-datasets.md)
- [Evaluate LLM Applications with Ragas Metrics in Opik](./guides/python-ragas.md)
- [Gateways](./guides/python-gateways.md)
  - [Observability for Opik LLM Gateway with Opik](./guides/python-opik-llm-gateway.md)
  - [Observability for Kong AI Gateway with Opik](./guides/python-kong-ai-gateway.md)
  - [Observability for AISuite with Opik](./guides/python-aisuite.md)
  - [Observability for Helicone with Opik](./guides/python-helicone.md)
  - [Observability for LiteLLM with Opik](./guides/python-litellm.md)
  - [Observability for OpenRouter with Opik](./guides/python-openrouter.md)
  - [Observability for Portkey with Opik](./guides/python-portkey.md)
  - [Observability for TrueFoundry with Opik](./guides/python-truefoundry.md)
  - [Observability for Vercel AI Gateway with Opik](./guides/python-vercel-ai-gateway.md)
- [Validation Tracking for Guardrails AI with Opik](./guides/python-guardrails-ai.md)
- [Opik Python SDK](./guides/python-python-sdk.md)
- [OpenTelemetry Python SDK](./guides/python-opentelemetry-python-sdk.md)
- [Upgrading to Opik 2.0](./guides/getting-started-opik-v2-upgrade.md)

# Agent Instructions

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