Documentation for Future AGI — the AI lifecycle platform for building, evaluating, observing, and optimizing AI applications. https://docs.futureagi.com en Fri, 05 Jun 2026 10:15:30 GMT https://docs.futureagi.com/docs/tracing/concepts/traces https://docs.futureagi.com/docs/tracing/concepts/traces A trace in Future AGI represents the full execution flow of an AI request, composed of spans that capture each LLM call, tool use, and retrieval step. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/concepts/spans https://docs.futureagi.com/docs/tracing/concepts/spans Understand spans in Future AGI tracing. Learn about span types including LLM, tool, chain, retriever, and embedding spans with their attributes. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/concepts/otel https://docs.futureagi.com/docs/tracing/concepts/otel Learn how Future AGI uses OpenTelemetry for vendor-neutral, high-performance tracing of AI applications with standardized telemetry collection. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/concepts/traceai https://docs.futureagi.com/docs/tracing/concepts/traceai Learn about traceAI, Future AGI's open-source package for standardized AI application tracing built on OpenTelemetry with framework-specific instrumentors. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/concepts https://docs.futureagi.com/docs/tracing/concepts Core concepts behind LLM observability in Future AGI: what gets captured, how data is structured, and why monitoring matters for AI applications. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/openai https://docs.futureagi.com/docs/tracing/auto/openai Set up auto-instrumentation for OpenAI with Future AGI tracing. Install traceAI-openai to capture chat completion, embedding, and tool call spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/vertexai https://docs.futureagi.com/docs/tracing/auto/vertexai Set up auto-instrumentation for Vertex AI with Future AGI tracing. Install traceAI-vertexai to capture Gemini model invocation and response spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/mistralai https://docs.futureagi.com/docs/tracing/auto/mistralai Set up auto-instrumentation for Mistral AI with Future AGI tracing. Install traceAI-mistralai to capture model inference spans and metadata. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/togetherai https://docs.futureagi.com/docs/tracing/auto/togetherai Set up auto-instrumentation for Together AI with Future AGI tracing. Use traceAI-openai to capture inference spans from Together AI models. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/ollama https://docs.futureagi.com/docs/tracing/auto/ollama Set up auto-instrumentation for Ollama with Future AGI tracing. Use traceAI-openai to capture spans from Ollama's OpenAI-compatible local LLM API. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/portkey https://docs.futureagi.com/docs/tracing/auto/portkey Set up auto-instrumentation for Portkey with Future AGI tracing. Install traceAI-portkey to capture routed LLM call spans and gateway metrics. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/langchain https://docs.futureagi.com/docs/tracing/auto/langchain Set up auto-instrumentation for LangChain with Future AGI tracing. Install traceAI-langchain to capture chain, tool, and LLM call spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/langgraph https://docs.futureagi.com/docs/tracing/auto/langgraph Set up auto-instrumentation for LangGraph with Future AGI tracing. Capture agent graph execution and state transition spans via LangChain instrumentor. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/llamaindex https://docs.futureagi.com/docs/tracing/auto/llamaindex Set up auto-instrumentation for LlamaIndex with Future AGI tracing. Install traceAI-llamaindex to capture query, retrieval, and response spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/llamaindex-workflows https://docs.futureagi.com/docs/tracing/auto/llamaindex-workflows Set up auto-instrumentation for LlamaIndex Workflows with Future AGI tracing. Trace workflow agent execution via the LlamaIndex instrumentor. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/litellm https://docs.futureagi.com/docs/tracing/auto/litellm Set up auto-instrumentation for LiteLLM with Future AGI tracing. Install traceAI-litellm to capture spans across multiple LLM provider calls. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/openai_agents https://docs.futureagi.com/docs/tracing/auto/openai_agents Set up auto-instrumentation for OpenAI Agents SDK with Future AGI tracing. Install traceAI-openai-agents to capture agent workflow spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/smol_agents https://docs.futureagi.com/docs/tracing/auto/smol_agents Set up auto-instrumentation for Smol Agents with Future AGI tracing. Install traceAI-smolagents to capture lightweight agent execution spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/promptflow https://docs.futureagi.com/docs/tracing/auto/promptflow Set up auto-instrumentation for Prompt Flow with Future AGI tracing. Use traceAI-openai to capture prompt flow execution and LLM call spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/mcp https://docs.futureagi.com/docs/tracing/auto/mcp Set up auto-instrumentation for MCP with Future AGI tracing. Install traceAI-mcp to capture Model Context Protocol server and tool call spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/mastra https://docs.futureagi.com/docs/tracing/auto/mastra Set up auto-instrumentation for Mastra with Future AGI tracing. Configure @traceai/mastra to export TypeScript agent spans to Future AGI. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/vercel https://docs.futureagi.com/docs/tracing/auto/vercel Set up auto-instrumentation for Vercel AI SDK with Future AGI tracing. Install @traceai/vercel to capture AI function call spans in Next.js apps. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/livekit https://docs.futureagi.com/docs/tracing/auto/livekit Integrate LiveKit with Future AGI for voice agent observability. Trace real-time voice interactions and monitor agent performance with traceAI-livekit. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/pipecat https://docs.futureagi.com/docs/tracing/auto/pipecat Set up auto-instrumentation for Pipecat voice apps with Future AGI tracing. Install traceAI-pipecat to capture voice pipeline and processing spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/java https://docs.futureagi.com/docs/tracing/auto/java Set up TraceAI for Java applications. Initialize the tracer, configure credentials, and instrument your LLM clients, vector databases, and frameworks. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/spring-boot https://docs.futureagi.com/docs/tracing/auto/spring-boot Add tracing to Spring Boot apps with Spring AI. Configure application.yml, wrap your ChatModel and EmbeddingModel, and traces are collected automatically. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/java/openai https://docs.futureagi.com/docs/tracing/auto/java/openai Trace OpenAI chat completions, embeddings, and streaming responses in Java with TracedOpenAIClient. Part of the Future AGI Java observability SDK. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/java/bedrock https://docs.futureagi.com/docs/tracing/auto/java/bedrock Trace AWS Bedrock model invocations in Java with TracedBedrockRuntimeClient. Supports both InvokeModel (raw JSON) and Converse (typed API). Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/java/cohere https://docs.futureagi.com/docs/tracing/auto/java/cohere Trace Cohere chat, embedding, and reranking operations in Java with TracedCohereClient. Part of the Future AGI Java SDK for LLM observability. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/java/pinecone https://docs.futureagi.com/docs/tracing/auto/java/pinecone Trace Pinecone vector operations in Java with TracedPineconeIndex. Query, upsert, delete, and fetch with full span instrumentation. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/java/llm-providers https://docs.futureagi.com/docs/tracing/auto/java/llm-providers Trace Google GenAI, Vertex AI, Azure OpenAI, Ollama, and Watsonx in Java with Future AGI. All providers use the same TracedClient wrapper pattern. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/java/vector-databases https://docs.futureagi.com/docs/tracing/auto/java/vector-databases Trace vector database operations in Java. Qdrant, Milvus, ChromaDB, Weaviate, MongoDB, Redis, pgvector, Azure AI Search, and Elasticsearch. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/java/frameworks https://docs.futureagi.com/docs/tracing/auto/java/frameworks Trace LangChain4j and Semantic Kernel operations in Java. Framework-level wrappers that instrument chains, agents, and prompt invocations. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto https://docs.futureagi.com/docs/tracing/auto Auto-instrumentation integrations for LLM frameworks in Python, JavaScript, and Java. Install a traceAI package to start capturing spans automatically. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/anthropic https://docs.futureagi.com/docs/tracing/auto/anthropic Set up auto-instrumentation for Anthropic Claude with Future AGI tracing. Install traceAI-anthropic to capture LLM spans, inputs, and outputs. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/bedrock https://docs.futureagi.com/docs/tracing/auto/bedrock Set up auto-instrumentation for AWS Bedrock with Future AGI tracing. Install traceAI-bedrock to capture model invocation spans and metadata. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/google_genai https://docs.futureagi.com/docs/tracing/auto/google_genai Set up auto-instrumentation for Google GenAI with Future AGI tracing. Install traceAI-google-genai to capture Gemini model interaction spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/google_adk https://docs.futureagi.com/docs/tracing/auto/google_adk Set up auto-instrumentation for Google ADK with Future AGI tracing. Install traceai-google-adk to capture agent and tool execution spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/groq https://docs.futureagi.com/docs/tracing/auto/groq Set up auto-instrumentation for Groq with Future AGI tracing. Install traceAI-groq to capture high-speed inference spans and performance data. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/crewai https://docs.futureagi.com/docs/tracing/auto/crewai Set up auto-instrumentation for CrewAI with Future AGI tracing. Install traceAI-crewai to capture crew task execution and agent interaction spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/autogen https://docs.futureagi.com/docs/tracing/auto/autogen Set up auto-instrumentation for Autogen with Future AGI tracing. Install traceAI-autogen to capture multi-agent conversation spans automatically. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/haystack https://docs.futureagi.com/docs/tracing/auto/haystack Set up auto-instrumentation for Haystack with Future AGI tracing. Install traceAI-haystack to capture document pipeline and retrieval spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/dspy https://docs.futureagi.com/docs/tracing/auto/dspy Set up auto-instrumentation for DSPy with Future AGI tracing. Install traceAI-DSPy to capture program compilation and prediction spans automatically. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/instructor https://docs.futureagi.com/docs/tracing/auto/instructor Set up auto-instrumentation for Instructor with Future AGI tracing. Install traceAI-instructor to capture structured output extraction spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/guardrails https://docs.futureagi.com/docs/tracing/auto/guardrails Set up auto-instrumentation for Guardrails AI with Future AGI tracing. Install traceAI-guardrails to trace validation and LLM interaction spans. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/tracing/auto/java/anthropic https://docs.futureagi.com/docs/tracing/auto/java/anthropic Trace Anthropic Messages API calls in Java with TracedAnthropicClient. Uses reflection for cross-version compatibility with the Future AGI Java SDK. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/simulation https://docs.futureagi.com/docs/simulation Test AI agents and prompts through controlled simulations before deploying to production. Run voice and chat simulations, score results, and iterate. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/simulation/features/run-simulation https://docs.futureagi.com/docs/simulation/features/run-simulation Create and run voice simulation tests from the Future AGI platform to evaluate your agent against predefined scenarios and personas. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/simulation/features/simulation-using-sdk https://docs.futureagi.com/docs/simulation/features/simulation-using-sdk Run Future AGI chat simulations from Python by providing an agent callback and executing Run Tests. Automate and scale simulation testing with the SDK. Fri, 05 Jun 2026 10:13:36 GMT https://docs.futureagi.com/docs/simulation/features/observe-to-simulate https://docs.futureagi.com/docs/simulation/features/observe-to-simulate Replay real production sessions in a dev environment using chat simulation to debug, iterate, and improve your agent. Works with Observe data. Fri, 05 Jun 2026 10:13:36 GMT