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Arize Phoenix este platforma open-source de observabilitate AI a Arize, concepută pentru experimentare, evaluare și depanare. Pentru fluxuri de lucru de producție gestionate, Arize oferă și [Arize AX](https://arize.com/products/ax/?utm_source=github&utm_medium=community&utm_campaign=px-to-ax&utm_content=readme-ro). Phoenix oferă: - [**_Tracing_**](https://arize.com/docs/phoenix/tracing/llm-traces) - Urmăriți execuția aplicației dumneavoastră LLM cu instrumentare bazată pe OpenTelemetry. - [**_Evaluare_**](https://arize.com/docs/phoenix/evaluation/llm-evals) - Folosiți LLM-uri pentru a măsura performanța aplicației prin evaluări ale răspunsurilor și ale regăsirii. - [**_Dataseturi_**](https://arize.com/docs/phoenix/datasets-and-experiments/overview-datasets) - Creați dataseturi versionate de exemple pentru experimentare, evaluare și fine-tuning. - [**_Experimente_**](https://arize.com/docs/phoenix/datasets-and-experiments/overview-datasets#experiments) - Urmăriți și evaluați modificările aduse prompturilor, LLM-urilor și regăsirii. - [**_Playground_**](https://arize.com/docs/phoenix/prompt-engineering/overview-prompts)- Optimizați prompturi, comparați modele, ajustați parametri și reluați apeluri LLM urmărite. - [**_Gestionarea prompturilor_**](https://arize.com/docs/phoenix/prompt-engineering/overview-prompts/prompt-management)- Gestionați și testați sistematic modificările prompturilor folosind controlul versiunilor, etichetarea și experimentarea. - [**_PXI (Phoenix Intelligence)_**](https://arize.com/docs/phoenix/pxi) - Un agent de inginerie AI integrat în Phoenix pentru depanarea trace-urilor, iterarea pe prompturi și navigarea în produs. - [**_Server MCP la distanță_**](https://arize.com/docs/phoenix/integrations/mcp#remote-mcp-server) - Conectați Claude Code, Cursor și alți clienți MCP direct la endpointul `/mcp` al instanței dumneavoastră Phoenix pentru a interoga trace-uri, dataseturi, experimente și multe altele.

Phoenix este independent de furnizor și de limbaj, cu suport nativ pentru framework-uri populare ([OpenAI Agents SDK](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai-agents-sdk), [Claude Agent SDK](https://arize.com/docs/phoenix/integrations/python/claude-agent-sdk), [LangGraph](https://arize.com/docs/phoenix/tracing/integrations-tracing/langchain), [Vercel AI SDK](https://arize.com/docs/phoenix/tracing/integrations-tracing/vercel-ai-sdk), [Mastra](https://arize.com/docs/phoenix/integrations/typescript/mastra), [CrewAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/crewai), [LlamaIndex](https://arize.com/docs/phoenix/tracing/integrations-tracing/llamaindex), [DSPy](https://arize.com/docs/phoenix/tracing/integrations-tracing/dspy)) și furnizori de LLM ([OpenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai), [Anthropic](https://arize.com/docs/phoenix/tracing/integrations-tracing/anthropic), [Google GenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/google-genai), [Google ADK](https://arize.com/docs/phoenix/integrations/llm-providers/google-gen-ai/google-adk-tracing), [AWS Bedrock](https://arize.com/docs/phoenix/tracing/integrations-tracing/bedrock), [OpenRouter](https://arize.com/docs/phoenix/integrations/python/openrouter), [LiteLLM](https://arize.com/docs/phoenix/tracing/integrations-tracing/litellm) și alții). Pentru detalii despre auto-instrumentare, consultați proiectul [OpenInference](https://github.com/Arize-ai/openinference). Phoenix rulează practic oriunde, inclusiv pe mașina dumneavoastră locală, într-o implementare containerizată sau în cloud. Consultați [Medii](https://arize.com/docs/phoenix/self-hosting) pentru o prezentare a fiecărei opțiuni sau treceți direct la [Ghidul rapid de tracing](https://arize.com/docs/phoenix/get-started/get-started-tracing). > [!NOTE] > Phoenix este open-source și găzduit de dumneavoastră (self-hosted). Pentru o platformă gestionată, Arize oferă [Arize AX](https://arize.com/products/ax/?utm_source=github&utm_medium=community&utm_campaign=px-to-ax&utm_content=readme-ro) — aceeași instrumentare OpenTelemetry/OpenInference funcționează cu ambele. Consultați [comparația completă](https://arize.com/docs/phoenix/resources/frequently-asked-questions/what-is-the-difference-between-phoenix-and-arize). ## Cuprins - [Rulare locală](#rulare-locală) - [Tracing pentru aplicația dumneavoastră](#tracing-pentru-aplicația-dumneavoastră) - [Implementare](#implementare) - [Pachete](#pachete) - [Integrări de tracing](#integrări-de-tracing) - [Sandbox-uri](#sandbox-uri) - [Pentru oameni și agenți de programare](#pentru-oameni-și-agenți-de-programare) - [Securitate și confidențialitate](#securitate-și-confidențialitate) - [Comunitate](#comunitate) ## Rulare locală Instalați Phoenix prin `pip` sau `conda` și veți avea un Phoenix complet funcțional. Pentru toate opțiunile de instalare și găzduire, consultați [ghidul de instalare](https://arize.com/docs/phoenix). ```shell pip install arize-phoenix phoenix serve ``` Sau rulați-l fără instalare folosind [`uvx`](https://docs.astral.sh/uv/): ```shell uvx arize-phoenix serve ``` ## Tracing pentru aplicația dumneavoastră Cea mai rapidă modalitate de a trimite trace-uri este să lăsați [agentul dumneavoastră de programare](https://arize.com/docs/phoenix/integrations/developer-tools/coding-agents) (Claude Code, Codex, Cursor și alții) să vă instrumenteze aplicația. Din directorul proiectului, rulați: ```shell npx @arizeai/phoenix-cli setup # sau, cu Phoenix instalat: px setup ``` Configurarea detectează framework-ul și furnizorul de LLM, instalează instrumentarea [OpenInference](https://github.com/Arize-ai/openinference) potrivită și configurează exportul de trace-uri. Preferați să o configurați în cod? Consultați [documentația de tracing](https://arize.com/docs/phoenix/tracing/llm-traces). ## Implementare Imaginile de container Phoenix sunt disponibile pe [Docker Hub](https://hub.docker.com/r/arizephoenix/phoenix) și pot fi implementate folosind Docker sau Kubernetes prin [chart-ul Helm](https://github.com/Arize-ai/phoenix/tree/main/helm). Pentru Docker Compose, Kubernetes/Helm și alte opțiuni de implementare, consultați [documentația de self-hosting](https://arize.com/docs/phoenix/self-hosting).

> [!NOTE] > Butonul Google Cloud construiește Phoenix din sursă în Cloud Shell, în loc să implementeze imaginea Docker Hub precompilată. Șablonul Azure servește HTTP simplu (Azure Container Instances nu termină TLS) — plasați în fața lui un proxy TLS, cum ar fi un Application Gateway, înainte de utilizarea în producție. ## Pachete Pachetul `arize-phoenix` include întreaga platformă Phoenix. Totuși, dacă ați implementat deja platforma Phoenix, există subpachete Python și pachete TypeScript ușoare care pot fi folosite împreună cu platforma. ### Subpachete Python | Pachet | Versiune și documentație | Descriere | | --------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------ | | [arize-phoenix-otel](https://github.com/Arize-ai/phoenix/tree/main/packages/phoenix-otel) | [![PyPI Version](https://img.shields.io/pypi/v/arize-phoenix-otel)](https://pypi.org/project/arize-phoenix-otel/) [![Docs](https://img.shields.io/badge/docs-blue?logo=readthedocs&logoColor=white)](https://arize-phoenix.readthedocs.io/projects/otel/en/latest/index.html) | Oferă un wrapper ușor peste primitivele OpenTelemetry, cu valori implicite adaptate pentru Phoenix | | [arize-phoenix-client](https://github.com/Arize-ai/phoenix/tree/main/packages/phoenix-client) | [![PyPI Version](https://img.shields.io/pypi/v/arize-phoenix-client)](https://pypi.org/project/arize-phoenix-client/) [![Docs](https://img.shields.io/badge/docs-blue?logo=readthedocs&logoColor=white)](https://arize-phoenix.readthedocs.io/projects/client/en/latest/index.html) | Client ușor pentru interacțiunea cu serverul Phoenix prin interfața sa REST OpenAPI | | [arize-phoenix-evals](https://github.com/Arize-ai/phoenix/tree/main/packages/phoenix-evals) | [![PyPI Version](https://img.shields.io/pypi/v/arize-phoenix-evals)](https://pypi.org/project/arize-phoenix-evals/) [![Docs](https://img.shields.io/badge/docs-blue?logo=readthedocs&logoColor=white)](https://arize-phoenix.readthedocs.io/projects/evals/en/latest/index.html) | Instrumente pentru evaluarea aplicațiilor LLM, inclusiv relevanța RAG, relevanța răspunsurilor și altele | ### Subpachete TypeScript | Pachet | Versiune și documentație | Descriere | | --------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------ | | [@arizeai/phoenix-otel](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-otel) | [![NPM Version](https://img.shields.io/npm/v/%40arizeai%2Fphoenix-otel)](https://www.npmjs.com/package/@arizeai/phoenix-otel) [![Docs](https://img.shields.io/badge/docs-blue?logo=typescript&logoColor=white)](https://arize-ai.github.io/phoenix/) | Oferă un wrapper ușor peste primitivele OpenTelemetry, cu valori implicite adaptate pentru Phoenix | | [@arizeai/phoenix-client](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-client) | [![NPM Version](https://img.shields.io/npm/v/%40arizeai%2Fphoenix-client)](https://www.npmjs.com/package/@arizeai/phoenix-client) [![Docs](https://img.shields.io/badge/docs-blue?logo=typescript&logoColor=white)](https://arize-ai.github.io/phoenix/) | Client pentru API-ul Arize Phoenix | | [@arizeai/phoenix-evals](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-evals) | [![NPM Version](https://img.shields.io/npm/v/%40arizeai%2Fphoenix-evals)](https://www.npmjs.com/package/@arizeai/phoenix-evals) [![Docs](https://img.shields.io/badge/docs-blue?logo=typescript&logoColor=white)](https://arize-ai.github.io/phoenix/) | Bibliotecă TypeScript de evaluare pentru aplicații LLM (versiune alpha) | | [@arizeai/phoenix-cli](https://github.com/Arize-ai/phoenix/tree/main/js/packages/phoenix-cli) | [![NPM Version](https://img.shields.io/npm/v/%40arizeai%2Fphoenix-cli)](https://www.npmjs.com/package/@arizeai/phoenix-cli) [![Docs](https://img.shields.io/badge/docs-blue?logo=typescript&logoColor=white)](https://arize.com/docs/phoenix/sdk-api-reference/typescript/arizeai-phoenix-cli) | CLI pentru preluarea trace-urilor, dataseturilor și experimentelor, pentru utilizare cu Claude Code, Cursor și alți agenți de programare | ## Integrări de tracing Phoenix este construit pe OpenTelemetry și este independent de furnizor, limbaj și framework. Pentru detalii despre integrările de tracing și aplicații de exemplu, consultați proiectul [OpenInference](https://github.com/Arize-ai/openinference) și [documentația integrărilor](https://arize.com/docs/phoenix/integrations). **Integrări Python** | | Integrare | Pachet | Versiune | |:---:|---|---|---| |

| [OpenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai) | `openinference-instrumentation-openai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai) | |

| [OpenAI Agents](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai-agents-sdk) | `openinference-instrumentation-openai-agents` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai-agents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) | |

| [LlamaIndex](https://arize.com/docs/phoenix/tracing/integrations-tracing/llamaindex) | `openinference-instrumentation-llama-index` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-llama-index.svg)](https://pypi.python.org/pypi/openinference-instrumentation-llama-index) | | | [DSPy](https://arize.com/docs/phoenix/tracing/integrations-tracing/dspy) | `openinference-instrumentation-dspy` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-dspy.svg)](https://pypi.python.org/pypi/openinference-instrumentation-dspy) | |

| [AWS Bedrock](https://arize.com/docs/phoenix/tracing/integrations-tracing/bedrock) | `openinference-instrumentation-bedrock` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-bedrock.svg)](https://pypi.python.org/pypi/openinference-instrumentation-bedrock) | |

| [LangChain](https://arize.com/docs/phoenix/tracing/integrations-tracing/langchain) | `openinference-instrumentation-langchain` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-langchain.svg)](https://pypi.python.org/pypi/openinference-instrumentation-langchain) | |

| [LangGraph](https://arize.com/docs/phoenix/integrations/python/langgraph) | `openinference-instrumentation-langchain` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-langchain.svg)](https://pypi.python.org/pypi/openinference-instrumentation-langchain) | |

| [MistralAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/mistralai) | `openinference-instrumentation-mistralai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mistralai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mistralai) | |

| [Cohere](https://arize.com/docs/phoenix/integrations/llm-providers/cohere) | `openinference-instrumentation-cohere` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-cohere.svg)](https://pypi.python.org/pypi/openinference-instrumentation-cohere) | |

| [Together AI](https://arize.com/docs/phoenix/integrations/llm-providers/together) | `openinference-instrumentation-together` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-together.svg)](https://pypi.python.org/pypi/openinference-instrumentation-together) | |

| [Ollama](https://arize.com/docs/phoenix/integrations/llm-providers/ollama) | `openinference-instrumentation-ollama` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-ollama.svg)](https://pypi.python.org/pypi/openinference-instrumentation-ollama) | |

| [Google GenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/google-gen-ai) | `openinference-instrumentation-google-genai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-genai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-genai) | |

| [Google ADK](https://arize.com/docs/phoenix/integrations/llm-providers/google-gen-ai/google-adk-tracing) | `openinference-instrumentation-google-adk` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-google-adk.svg)](https://pypi.python.org/pypi/openinference-instrumentation-google-adk) | | | [Guardrails](https://arize.com/docs/phoenix/tracing/integrations-tracing/guardrails) | `openinference-instrumentation-guardrails` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-guardrails.svg)](https://pypi.python.org/pypi/openinference-instrumentation-guardrails) | |

| [VertexAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/vertexai) | `openinference-instrumentation-vertexai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-vertexai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-vertexai) | |

| [CrewAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/crewai) | `openinference-instrumentation-crewai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-crewai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-crewai) | | | [Haystack](https://arize.com/docs/phoenix/tracing/integrations-tracing/haystack) | `openinference-instrumentation-haystack` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-haystack.svg)](https://pypi.python.org/pypi/openinference-instrumentation-haystack) | | | [LiteLLM](https://arize.com/docs/phoenix/tracing/integrations-tracing/litellm) | `openinference-instrumentation-litellm` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-litellm.svg)](https://pypi.python.org/pypi/openinference-instrumentation-litellm) | | | [OpenRouter](https://arize.com/docs/phoenix/integrations/llm-providers/openrouter) | `openinference-instrumentation-openai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai) | | | [OrcaRouter](https://arize.com/docs/phoenix/integrations/llm-providers/orcarouter) | `openinference-instrumentation-openai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai) | |

| [Groq](https://arize.com/docs/phoenix/tracing/integrations-tracing/groq) | `openinference-instrumentation-groq` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-groq.svg)](https://pypi.python.org/pypi/openinference-instrumentation-groq) | | | [Instructor](https://arize.com/docs/phoenix/tracing/integrations-tracing/instructor) | `openinference-instrumentation-instructor` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-instructor.svg)](https://pypi.python.org/pypi/openinference-instrumentation-instructor) | |

| [Anthropic](https://arize.com/docs/phoenix/tracing/integrations-tracing/anthropic) | `openinference-instrumentation-anthropic` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-anthropic.svg)](https://pypi.python.org/pypi/openinference-instrumentation-anthropic) | |

| [Smolagents](https://huggingface.co/docs/smolagents/en/tutorials/inspect_runs) | `openinference-instrumentation-smolagents` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-smolagents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-smolagents) | | | [Agno](https://arize.com/docs/phoenix/tracing/integrations-tracing/agno) | `openinference-instrumentation-agno` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-agno.svg)](https://pypi.python.org/pypi/openinference-instrumentation-agno) | | | [BeeAI](https://arize.com/docs/phoenix/integrations/python/beeai) | `openinference-instrumentation-beeai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-beeai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-beeai) | | | [Strands Agents](https://arize.com/docs/phoenix/integrations/python/strands-agents) | `openinference-instrumentation-strands-agents` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-strands-agents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-strands-agents) | | | [Restate](https://arize.com/docs/phoenix/integrations/python/restate) | `openinference-instrumentation-openai-agents` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openai-agents.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openai-agents) | |

| [MCP](https://arize.com/docs/phoenix/tracing/integrations-tracing/model-context-protocol-mcp) | `openinference-instrumentation-mcp` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-mcp.svg)](https://pypi.python.org/pypi/openinference-instrumentation-mcp) | |

| [Pydantic AI](https://arize.com/docs/phoenix/integrations/python/pydantic) | `openinference-instrumentation-pydantic-ai` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-pydantic-ai.svg)](https://pypi.python.org/pypi/openinference-instrumentation-pydantic-ai) | | | [AG2](https://arize.com/docs/phoenix/integrations/python/ag2) | `openinference-instrumentation-ag2` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-ag2.svg)](https://pypi.python.org/pypi/openinference-instrumentation-ag2) | | | [Autogen AgentChat](https://arize.com/docs/phoenix/integrations/frameworks/autogen/autogen-tracing) | `openinference-instrumentation-autogen-agentchat` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-autogen-agentchat.svg)](https://pypi.python.org/pypi/openinference-instrumentation-autogen-agentchat) | | | [Portkey](https://arize.com/docs/phoenix/integrations/portkey) | `openinference-instrumentation-portkey` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-portkey.svg)](https://pypi.python.org/pypi/openinference-instrumentation-portkey) | | | [Agent Spec](https://arize.com/docs/phoenix/tracing/integrations-tracing/agentspec) | `openinference-instrumentation-agentspec` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-agentspec.svg)](https://pypi.python.org/pypi/openinference-instrumentation-agentspec) | |

| [Claude Agent SDK](https://arize.com/docs/phoenix/integrations/python/claude-agent-sdk) | `openinference-instrumentation-claude-agent-sdk` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-claude-agent-sdk.svg)](https://pypi.python.org/pypi/openinference-instrumentation-claude-agent-sdk) | | | [TypeSafe AI](https://arize.com/docs/phoenix/integrations/llm-providers/typesafe/typesafe-python) | `openinference-instrumentation-typesafe` | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-typesafe.svg)](https://pypi.python.org/pypi/openinference-instrumentation-typesafe) | ## Procesoare de span-uri Normalizați și convertiți datele provenite din alte biblioteci de instrumentare adăugând procesoare de span-uri care unifică datele. | Pachet | Descriere | Versiune | | ----------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [`openinference-instrumentation-openlit`](https://pypi.org/project/openinference-instrumentation-openlit/) | Procesor de span-uri OpenInference pentru trace-uri OpenLIT. | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openlit.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openlit) | | [`openinference-instrumentation-openllmetry`](https://pypi.org/project/openinference-instrumentation-openllmetry/) | Procesor de span-uri OpenInference pentru trace-uri OpenLLMetry (Traceloop). | [![PyPI Version](https://img.shields.io/pypi/v/openinference-instrumentation-openllmetry.svg)](https://pypi.python.org/pypi/openinference-instrumentation-openllmetry) | ### Integrări JavaScript | | Integrare | Pachet | Versiune | | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------------------- | --------------------------------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | |

| [OpenAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/openai-node-sdk) | `@arizeai/openinference-instrumentation-openai` | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-openai.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai) | |

| [OpenAI Agents](https://arize.com/docs/phoenix/integrations/typescript/openai-agents) | `@arizeai/openinference-instrumentation-openai-agents` | [![NPM Version](https://img.shields.io/npm/v/@arizeai%2Fopeninference-instrumentation-openai-agents.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-openai-agents) | |

| [LangChain.js](https://arize.com/docs/phoenix/tracing/integrations-tracing/langchain) | `@arizeai/openinference-instrumentation-langchain` | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-langchain.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-langchain) | | | [TanStack AI](https://arize.com/docs/phoenix/integrations/typescript/tanstack-ai) | `@arizeai/openinference-tanstack-ai` | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-tanstack-ai.svg)](https://www.npmjs.com/package/@arizeai/openinference-tanstack-ai) | |

| [Vercel AI SDK](https://arize.com/docs/phoenix/tracing/integrations-tracing/vercel-ai-sdk) | `@arizeai/openinference-vercel` | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-vercel)](https://www.npmjs.com/package/@arizeai/openinference-vercel) | | | [BeeAI](https://arize.com/docs/phoenix/tracing/integrations-tracing/beeai) | `@arizeai/openinference-instrumentation-beeai` | [![NPM Version](https://img.shields.io/npm/v/@arizeai/openinference-instrumentation-beeai.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-beeai) | |

| [Claude Agent SDK](https://arize.com/docs/phoenix/integrations/typescript/claude-agent-sdk) | `@arizeai/openinference-instrumentation-claude-agent-sdk` | [![NPM Version](https://img.shields.io/npm/v/@arizeai%2Fopeninference-instrumentation-claude-agent-sdk.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-claude-agent-sdk) | |

| [Mastra](https://arize.com/docs/phoenix/integrations/typescript/mastra) | `@mastra/arize` | [![NPM Version](https://img.shields.io/npm/v/@mastra/arize.svg)](https://www.npmjs.com/package/@mastra/arize) | |

| [MCP](https://arize.com/docs/phoenix/integrations/typescript/mcp) | `@arizeai/openinference-instrumentation-mcp` | [![NPM Version](https://img.shields.io/npm/v/@arizeai%2Fopeninference-instrumentation-mcp.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-mcp) | | | [TypeSafe AI](https://arize.com/docs/phoenix/integrations/llm-providers/typesafe/typesafe-typescript) | `@arizeai/openinference-instrumentation-typesafe` | [![NPM Version](https://img.shields.io/npm/v/@arizeai%2Fopeninference-instrumentation-typesafe.svg)](https://www.npmjs.com/package/@arizeai/openinference-instrumentation-typesafe) | ### Integrări Java | | Integrare | Pachet | Versiune | | :-------------------------------------------------------------------------------------------------: | --------------------------------------------------------------------------------------------------------------------------------- | ------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | |

| [LangChain4j](https://github.com/Arize-ai/openinference/tree/main/java/instrumentation/openinference-instrumentation-langchain4j) | `openinference-instrumentation-langchain4j` | [![Maven Central](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-langchain4j.svg)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-langchain4j) | | | SpringAI | `openinference-instrumentation-springAI` | [![Maven Central](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-springAI.svg)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-springAI) | |

| [Arconia](https://docs.arconia.io/arconia/latest/observability/semantic-conventions/openinference/) pentru Spring AI | `io.arconia:arconia-openinference-semantic-conventions` | [![Maven Central](https://img.shields.io/maven-central/v/io.arconia/arconia-openinference-ai-semantic-conventions.svg)](https://central.sonatype.com/artifact/io.arconia/arconia-openinference-ai-semantic-conventions) | |

| [Google ADK](https://arize.com/docs/phoenix/integrations/java/google-adk/google-adk-tracing) | `openinference-instrumentation-adk-java` | [![Maven Central](https://img.shields.io/maven-central/v/com.arize/openinference-instrumentation-adk-java.svg)](https://central.sonatype.com/artifact/com.arize/openinference-instrumentation-adk-java) | ### Integrări Go | | Integrare | Pachet | Versiune | | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | |

| [OpenAI](https://github.com/Arize-ai/openinference/tree/main/go/openinference-instrumentation-openai-go) | `github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go` | [![Go Reference](https://pkg.go.dev/badge/github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go.svg)](https://pkg.go.dev/github.com/Arize-ai/openinference/go/openinference-instrumentation-openai-go) | |

| [Anthropic](https://github.com/Arize-ai/openinference/tree/main/go/openinference-instrumentation-anthropic-sdk-go) | `github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go` | [![Go Reference](https://pkg.go.dev/badge/github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go.svg)](https://pkg.go.dev/github.com/Arize-ai/openinference/go/openinference-instrumentation-anthropic-sdk-go) | ### Platforme | | Platformă | Descriere | Documentație | | :----------------------------------------------------------------------------------------------: | -------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------- | | | [BeeAI](https://docs.beeai.dev/observability/agents-traceability) | Framework pentru agenți AI cu observabilitate integrată | [Ghid de integrare](https://docs.beeai.dev/observability/agents-traceability) | |

| [Dify](https://docs.dify.ai/en/guides/monitoring/integrate-external-ops-tools/integrate-phoenix) | Platformă open-source pentru dezvoltarea aplicațiilor LLM | [Ghid de integrare](https://docs.dify.ai/en/guides/monitoring/integrate-external-ops-tools/integrate-phoenix) | | | [Envoy AI Gateway](https://github.com/envoyproxy/ai-gateway) | Gateway AI construit pe Envoy Proxy pentru sarcini de lucru AI | [Ghid de integrare](https://github.com/envoyproxy/ai-gateway/tree/main/cmd/aigw#opentelemetry-setup-with-phoenix) | | | [LangFlow](https://arize.com/docs/phoenix/tracing/integrations-tracing/langflow) | Framework vizual pentru construirea aplicațiilor multi-agent și RAG | [Ghid de integrare](https://arize.com/docs/phoenix/tracing/integrations-tracing/langflow) | | | [LiteLLM Proxy](https://docs.litellm.ai/docs/observability/phoenix_integration#using-with-litellm-proxy) | Server proxy pentru LLM-uri | [Ghid de integrare](https://docs.litellm.ai/docs/observability/phoenix_integration#using-with-litellm-proxy) | | | [Flowise](https://arize.com/docs/phoenix/integrations/platforms/flowise) | Framework vizual pentru construirea aplicațiilor LLM | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/platforms/flowise) | | | [Prompt Flow](https://arize.com/docs/phoenix/integrations/platforms/prompt-flow) | Instrumentul Microsoft de orchestrare a fluxurilor de prompturi | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/platforms/prompt-flow) | |

| [NVIDIA NeMo](https://arize.com/docs/phoenix/integrations/python/nvidia) | NVIDIA NeMo Agent Toolkit pentru agenți enterprise | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/python/nvidia) | | | [Graphite](https://arize.com/docs/phoenix/integrations/python/graphite) | Framework pentru fluxuri de lucru LLM multi-agent, cu constructor vizual | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/python/graphite) | ### Baze de date vectoriale | Integrare | Descriere | Documentație | | ----------------------------------------------------------------------------------- | ---------------------------------------------------- | --------------------------------------------------------------------------------------- | | [Qdrant](https://arize.com/docs/phoenix/integrations/vector-databases/qdrant) | Tracing pentru căutare hibridă în etape, cu dense, sparse și RRF | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/vector-databases/qdrant) | ## Sandbox-uri Rulați [evaluatoarele de cod](https://arize.com/docs/phoenix/evaluation/server-evals/code-evaluators) Phoenix în furnizori de sandbox găzduiți, pentru izolare la nivel de kernel și instalarea dependențelor la runtime. | Integrare | Descriere | Documentație | | --------------------------------------------------------------------------------- | ---------------------------------------------------------------- | ---------------------------------------------------------------------------------- | | [E2B](https://arize.com/docs/phoenix/integrations/sandboxes/e2b) | Sandbox-uri micro-VM găzduite pentru cod generat de AI | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/sandboxes/e2b) | | [Daytona](https://arize.com/docs/phoenix/integrations/sandboxes/daytona) | Sandbox-uri de dezvoltare gestionate, cu pornire din snapshot | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/sandboxes/daytona) | | [Vercel Sandbox](https://arize.com/docs/phoenix/integrations/sandboxes/vercel) | Resurse de calcul efemere pe infrastructura Vercel | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/sandboxes/vercel) | | [Modal](https://arize.com/docs/phoenix/integrations/sandboxes/modal) | Platformă de containere serverless, orientată spre Python | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/sandboxes/modal) | | [Docker Sandboxes](https://arize.com/docs/phoenix/integrations/sandboxes/docker) | Sandbox-uri în cloud găzduite de Docker | [Ghid de integrare](https://arize.com/docs/phoenix/integrations/sandboxes/docker) | ## Pentru oameni și agenți de programare Phoenix este conceput pentru a fi utilizat atât de oameni, cât și de agenți AI de programare. Trei interfețe permit agenților (Claude Code, Codex, Cursor și alții) să lucreze cu trace-urile, dataseturile și experimentele dumneavoastră: - **[CLI](https://arize.com/docs/phoenix/sdk-api-reference/typescript/arizeai-phoenix-cli)** — `npx @arizeai/phoenix-cli` preia trace-uri, dataseturi și experimente și vă instrumentează aplicația (`setup`), astfel încât un agent poate obține context și poate acționa pe baza lui din terminal. - **[Skills](https://docs.anthropic.com/en/docs/claude-code/skills)** — [`skills/`](../../skills/) împachetează fluxuri de lucru care îi învață pe agenți cum să depaneze, să evalueze și să facă tracing cu Phoenix. - **[Server MCP la distanță](https://arize.com/docs/phoenix/integrations/mcp#remote-mcp-server)** — conectați orice client MCP la endpointul `/mcp` al instanței dumneavoastră pentru a interoga Phoenix direct. Consultați [documentația pentru agenți de programare](https://arize.com/docs/phoenix/integrations/developer-tools/coding-agents) pentru configurare și utilizare. | Skill | Descriere | | -------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------- | | [phoenix-cli](../../skills/phoenix-cli/) | Depanați aplicații LLM folosind Phoenix CLI — preluați trace-uri, analizați erori, examinați experimente și interogați API-ul GraphQL | | [phoenix-evals](../../skills/phoenix-evals/) | Construiți și rulați evaluatoare pentru aplicații AI/LLM folosind Phoenix | | [phoenix-tracing](../../skills/phoenix-tracing/) | Convenții semantice și instrumentare OpenInference pentru tracing-ul aplicațiilor LLM | ## Securitate și confidențialitate Tratăm foarte serios securitatea și confidențialitatea datelor. Pentru mai multe detalii, consultați [documentația privind securitatea și confidențialitatea](https://arize.com/docs/phoenix/self-hosting/security/privacy). ### Telemetrie În mod implicit, Phoenix colectează date analitice web de bază (de ex., vizualizări de pagini, interacțiuni cu interfața) pentru a ne ajuta să înțelegem cum este folosit Phoenix și să îmbunătățim produsul. **Niciuna dintre datele dumneavoastră de trace, rezultatele evaluărilor sau orice informație sensibilă nu este colectată vreodată.** Puteți renunța la telemetrie setând variabila de mediu: `PHOENIX_TELEMETRY_ENABLED=false` ## Comunitate Alăturați-vă comunității noastre pentru a intra în legătură cu mii de dezvoltatori AI. - 🌍 Alăturați-vă [comunității noastre Slack](https://join.slack.com/t/arize-ai/shared_invite/zt-3r07iavnk-ammtATWSlF0pSrd1DsMW7g). - 📚 Citiți [documentația](https://arize.com/docs/phoenix) noastră. - 💡 Puneți întrebări și oferiți feedback în canalul _#phoenix-support_. - 🌟 Lăsați-ne o stea pe [GitHub](https://github.com/Arize-ai/phoenix). - 🐞 Raportați erori prin [GitHub Issues](https://github.com/Arize-ai/phoenix/issues). - 𝕏 Urmăriți-ne pe [𝕏](https://twitter.com/ArizePhoenix). - 💼 Urmăriți-ne pe [LinkedIn](https://www.linkedin.com/showcase/113218220). - 🗺️ Consultați [roadmap-ul](https://github.com/orgs/Arize-ai/projects/45) nostru pentru a vedea încotro ne îndreptăm. - 🧑‍🏫 Aprofundați totul despre [agenți](http://arize.com/ai-agents/) și [evaluări LLM](https://arize.com/llm-evaluation) în Learning Hubs de la Arize. ## Modificări incompatibile Consultați [ghidul de migrare](../../MIGRATION.md) pentru lista modificărilor incompatibile. ## Drepturi de autor, brevete și licență Copyright 2025 Arize AI, Inc. Toate drepturile rezervate. Porțiuni din acest cod sunt protejate de unul sau mai multe brevete din SUA. Consultați [IP_NOTICE](https://github.com/Arize-ai/phoenix/blob/main/IP_NOTICE). Acest software este licențiat în conformitate cu termenii Elastic License 2.0 (ELv2). Consultați [LICENSE](https://github.com/Arize-ai/phoenix/blob/main/LICENSE). ## Star History Phoenix is fully open source and built in the open. If it helps you, please [⭐ star the repo](https://github.com/Arize-ai/phoenix) to support the project.