# Docs by LangChain > Documentation for LangChain, LangGraph, LangSmith, and more. ## Docs - [](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/index.md) - [LangChain overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/overview.md): LangChain is an open source framework with a pre-built agent architecture and integrations for any model or tool — so you can build agents that adapt as fast as the ecosystem evolves - [Install LangChain](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/install.md) - [Quickstart](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/quickstart.md) - [Changelog](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/changelog-py.md) - [Philosophy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/philosophy.md): LangChain exists to be the easiest place to start building with LLMs, while also being flexible and production-ready. - [Agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/agents.md) - [Models](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/models.md) - [Messages](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/messages.md) - [Tools](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/tools.md) - [Short-term memory](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/short-term-memory.md) - [Streaming](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/streaming.md) - [Structured output](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/structured-output.md) - [Overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/middleware/overview.md): Control and customize agent execution at every step - [Built-in middleware](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/middleware/built-in.md): Prebuilt middleware for common agent use cases - [Custom middleware](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/middleware/custom.md) - [Guardrails](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/guardrails.md): Implement safety checks and content filtering for your agents - [Runtime](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/runtime.md) - [Context engineering in agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/context-engineering.md) - [Model Context Protocol (MCP)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/mcp.md) - [Human-in-the-loop](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/human-in-the-loop.md) - [Multi-agent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/index.md) - [Subagents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/subagents.md) - [Handoffs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/handoffs.md) - [Skills](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/skills.md) - [Router](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/router.md) - [Custom workflow](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/custom-workflow.md) - [Retrieval](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/retrieval.md) - [Long-term memory](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/long-term-memory.md) - [LangSmith Studio](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/studio.md) - [Test](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/test.md) - [Agent Chat UI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/ui.md) - [LangSmith Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/deploy.md) - [LangSmith Observability](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/observability.md) - [LangGraph overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/overview.md): Gain control with LangGraph to design agents that reliably handle complex tasks - [Install LangGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/install.md) - [Quickstart](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/quickstart.md) - [Run a local server](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/local-server.md) - [Changelog](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/changelog-py.md) - [Thinking in LangGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/thinking-in-langgraph.md): Learn how to think about building agents with LangGraph - [Workflows and agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/workflows-agents.md) - [Persistence](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/persistence.md) - [Durable execution](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/durable-execution.md) - [Streaming](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/streaming.md) - [Interrupts](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/interrupts.md) - [Use time-travel](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/use-time-travel.md) - [Memory](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/add-memory.md) - [Subgraphs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/use-subgraphs.md) - [Application structure](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/application-structure.md) - [Test](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/test.md) - [LangSmith Studio](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/studio.md) - [Agent Chat UI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/ui.md) - [LangSmith Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/deploy.md) - [LangSmith Observability](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/observability.md) - [Choosing between Graph and Functional APIs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/choosing-apis.md) - [Graph API overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/graph-api.md) - [Use the graph API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/use-graph-api.md) - [Functional API overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/functional-api.md) - [Use the functional API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/use-functional-api.md) - [LangGraph runtime](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/pregel.md) - [Deep Agents overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/overview.md): Build agents that can plan, use subagents, and leverage file systems for complex tasks - [Quickstart](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/quickstart.md): Build your first deep agent in minutes - [Customize Deep Agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/customization.md): Learn how to customize deep agents with system prompts, tools, subagents, and more - [Agent harness capabilities](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/harness.md) - [Backends](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/backends.md): Choose and configure filesystem backends for deep agents. You can specify routes to different backends, implement virtual filesystems, and enforce policies. - [Subagents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/subagents.md): Learn how to use subagents to delegate work and keep context clean - [Human-in-the-loop](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/human-in-the-loop.md): Learn how to configure human approval for sensitive tool operations - [Long-term memory](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/long-term-memory.md): Learn how to extend deep agents with persistent memory across threads - [Deep Agents Middleware](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/middleware.md): Understand the middleware that powers deep agents - [Deep Agents CLI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/deepagents/cli.md): Interactive command-line interface for building with Deep Agents - [LangChain integrations packages](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/providers/overview.md) - [All integration providers](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/providers/all_providers.md) - [OpenAI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/providers/openai.md) - [Anthropic (Claude)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/providers/anthropic.md) - [Google](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/providers/google.md) - [AWS (Amazon)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/providers/aws.md) - [Hugging Face](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/providers/huggingface.md) - [Microsoft](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/providers/microsoft.md) - [Ollama](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/providers/ollama.md) - [ChatGroq](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/chat/groq.md): Get started using Groq [chat models](/oss/python/langchain/models) in LangChain. - [Chat models](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/chat/index.md) - [Tools and toolkits](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/tools/index.md) - [Provider-specific middleware](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/middleware/index.md) - [Retrievers](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/retrievers/index.md) - [Text splitters](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/splitters/index.md) - [Embedding models](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/text_embedding/index.md) - [Vector stores](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/vectorstores/index.md) - [Document loaders](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/document_loaders/index.md) - [Key-value stores](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/integrations/stores/index.md) - [Learn](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/learn.md): Tutorials, conceptual guides, and resources to help you get started. - [Build a semantic search engine with LangChain](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/knowledge-base.md) - [Build a RAG agent with LangChain](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/rag.md) - [Build a SQL agent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/sql-agent.md) - [Build a voice agent with LangChain](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/voice-agent.md) - [Build a personal assistant with subagents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/subagents-personal-assistant.md) - [Build customer support with handoffs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/handoffs-customer-support.md) - [Build a multi-source knowledge base with routing](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/router-knowledge-base.md) - [Build a SQL assistant with on-demand skills](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/multi-agent/skills-sql-assistant.md) - [Build a custom RAG agent with LangGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/agentic-rag.md) - [Build a custom SQL agent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/sql-agent.md) - [Component architecture](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/component-architecture.md) - [Memory overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/concepts/memory.md) - [Context overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/concepts/context.md) - [LangChain Academy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/academy.md) - [Case studies](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langgraph/case-studies.md) - [Get help](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/langchain/get-help.md) - [Reference](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/reference/overview.md) - [LangChain SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/reference/langchain-python.md) - [LangGraph SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/reference/langgraph-python.md) - [Integrations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/reference/integrations-python.md) - [Deep Agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/reference/deepagents-python.md) - [Errors](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/common-errors.md) - [Versioning](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/versioning.md) - [Changelog](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/releases/changelog.md): Log of updates and improvements to our Python packages - [What's new in LangChain v1](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/releases/langchain-v1.md) - [What's new in LangGraph v1](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/releases/langgraph-v1.md) - [LangChain v1 migration guide](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/migrate/langchain-v1.md) - [LangGraph v1 migration guide](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/migrate/langgraph-v1.md) - [Release policy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/release-policy.md) - [Security policy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/security-policy.md) - [Contributing](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/contributing/overview.md) - [Contributing to documentation](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/contributing/documentation.md) - [Contributing to code](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/contributing/code.md) - [Contributing integrations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/contributing/integrations-langchain.md) - [Implement a LangChain integration](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/contributing/implement-langchain.md) - [Using standard tests](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/contributing/standard-tests-langchain.md) - [Publish an integration](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/contributing/publish-langchain.md) - [Co-marketing](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/python/contributing/comarketing.md) - [LangChain overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/overview.md): LangChain is an open source framework with a pre-built agent architecture and integrations for any model or tool — so you can build agents that adapt as fast as the ecosystem evolves - [Install LangChain](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/install.md) - [Quickstart](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/quickstart.md) - [Changelog](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/changelog-js.md) - [Philosophy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/philosophy.md): LangChain exists to be the easiest place to start building with LLMs, while also being flexible and production-ready. - [Agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/agents.md) - [Models](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/models.md) - [Messages](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/messages.md) - [Tools](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/tools.md) - [Short-term memory](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/short-term-memory.md) - [Streaming](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/streaming.md) - [Structured output](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/structured-output.md) - [Overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/middleware/overview.md): Control and customize agent execution at every step - [Built-in middleware](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/middleware/built-in.md): Prebuilt middleware for common agent use cases - [Custom middleware](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/middleware/custom.md) - [Guardrails](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/guardrails.md): Implement safety checks and content filtering for your agents - [Runtime](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/runtime.md) - [Context engineering in agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/context-engineering.md) - [Model Context Protocol (MCP)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/mcp.md) - [Human-in-the-loop](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/human-in-the-loop.md) - [Multi-agent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/multi-agent/index.md) - [Subagents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/multi-agent/subagents.md) - [Handoffs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/multi-agent/handoffs.md) - [Skills](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/multi-agent/skills.md) - [Router](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/multi-agent/router.md) - [Custom workflow](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/multi-agent/custom-workflow.md) - [Retrieval](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/retrieval.md) - [Long-term memory](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/long-term-memory.md) - [LangSmith Studio](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/studio.md) - [Test](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/test.md) - [Agent Chat UI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/ui.md) - [LangSmith Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/deploy.md) - [LangSmith Observability](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/observability.md) - [LangGraph overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/overview.md): Gain control with LangGraph to design agents that reliably handle complex tasks - [Install LangGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/install.md) - [Quickstart](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/quickstart.md) - [Run a local server](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/local-server.md) - [Changelog](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/changelog-js.md) - [Thinking in LangGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/thinking-in-langgraph.md): Learn how to think about building agents with LangGraph - [Workflows and agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/workflows-agents.md) - [Persistence](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/persistence.md) - [Durable execution](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/durable-execution.md) - [Streaming](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/streaming.md) - [Interrupts](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/interrupts.md) - [Use time-travel](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/use-time-travel.md) - [Memory](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/add-memory.md) - [Subgraphs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/use-subgraphs.md) - [Application structure](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/application-structure.md) - [Test](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/test.md) - [LangSmith Studio](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/studio.md) - [Agent Chat UI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/ui.md) - [LangSmith Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/deploy.md) - [LangSmith Observability](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/observability.md) - [Choosing between Graph and Functional APIs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/choosing-apis.md) - [Graph API overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/graph-api.md) - [Use the graph API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/use-graph-api.md) - [Functional API overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/functional-api.md) - [Use the functional API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/use-functional-api.md) - [LangGraph runtime](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/pregel.md) - [Deep Agents overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/overview.md): Build agents that can plan, use subagents, and leverage file systems for complex tasks - [Quickstart](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/quickstart.md): Build your first deep agent in minutes - [Customize Deep Agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/customization.md): Learn how to customize deep agents with system prompts, tools, subagents, and more - [Agent harness capabilities](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/harness.md) - [Backends](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/backends.md): Choose and configure filesystem backends for deep agents. You can specify routes to different backends, implement virtual filesystems, and enforce policies. - [Subagents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/subagents.md): Learn how to use subagents to delegate work and keep context clean - [Human-in-the-loop](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/human-in-the-loop.md): Learn how to configure human approval for sensitive tool operations - [Long-term memory](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/long-term-memory.md): Learn how to extend deep agents with persistent memory across threads - [Deep Agents Middleware](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/middleware.md): Understand the middleware that powers deep agents - [Deep Agents CLI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/deepagents/cli.md): Interactive command-line interface for building with Deep Agents - [Integration Packages](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/providers/overview.md) - [All integrations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/providers/all_providers.md) - [Overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/providers/openai.md) - [ChatOpenAI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/chat/openai.md) - [OpenAIEmbeddings](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/text_embedding/openai.md) - [Tools](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/tools/openai.md) - [Overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/providers/anthropic.md) - [ChatAnthropic](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/chat/anthropic.md) - [Tools](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/tools/anthropic.md) - [Overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/providers/google.md) - [ChatGoogleGenerativeAI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/chat/google_generative_ai.md) - [Overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/providers/aws.md) - [BedrockChat](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/chat/bedrock.md) - [BedrockEmbeddings](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/text_embedding/bedrock.md) - [Overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/providers/microsoft.md) - [AzureChatOpenAI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/chat/azure.md) - [AzureOpenAIEmbeddings](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/text_embedding/azure_openai.md) - [Chat models](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/chat/index.md) - [Tools and Toolkits](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/tools/index.md) - [LLMs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/llms/index.md) - [Provider-specific middleware](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/middleware/index.md) - [Key-value stores](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/stores/index.md) - [Document transformers](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/document_transformers/index.md) - [Model caches](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/llm_caching/index.md) - [Callbacks](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/callbacks/index.md) - [Retrievers](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/retrievers/index.md) - [Text splitters](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/splitters/index.md) - [Embedding models](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/text_embedding/index.md) - [Vector stores](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/vectorstores/index.md) - [Document loaders](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/integrations/document_loaders/index.md) - [Learn](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/learn.md): Tutorials, conceptual guides, and resources to help you get started. - [Build a semantic search engine with LangChain](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/knowledge-base.md) - [Build a RAG agent with LangChain](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/rag.md) - [Build a SQL agent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/sql-agent.md) - [Build a voice agent with LangChain](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/voice-agent.md) - [Build a personal assistant with subagents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/multi-agent/subagents-personal-assistant.md) - [Build a multi-source knowledge base with routing](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/multi-agent/router-knowledge-base.md) - [Build a custom RAG agent with LangGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/agentic-rag.md) - [Component architecture](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/component-architecture.md) - [Memory overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/concepts/memory.md) - [Context overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/concepts/context.md) - [LangChain Academy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/academy.md) - [Case studies](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langgraph/case-studies.md) - [Get help](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/langchain/get-help.md) - [Reference](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/reference/overview.md) - [LangChain SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/reference/langchain-javascript.md) - [LangGraph SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/reference/langgraph-javascript.md) - [Deep Agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/reference/deepagents-javascript.md) - [Errors](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/common-errors.md) - [Versioning](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/versioning.md) - [Changelog](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/releases/changelog.md): Log of updates and improvements to our JavaScript/TypeScript packages - [What's new in LangChain v1](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/releases/langchain-v1.md) - [What's new in LangGraph v1](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/releases/langgraph-v1.md) - [LangChain v1 migration guide](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/migrate/langchain-v1.md) - [LangGraph v1 migration guide](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/migrate/langgraph-v1.md) - [Release policy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/release-policy.md) - [Security policy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/security-policy.md) - [Contributing](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/contributing/overview.md) - [Contributing to documentation](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/contributing/documentation.md) - [Contributing to code](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/contributing/code.md) - [Contributing integrations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/contributing/integrations-langchain.md) - [Implement a LangChain integration](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/contributing/implement-langchain.md) - [Using standard tests](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/contributing/standard-tests-langchain.md) - [Publish an integration](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/contributing/publish-langchain.md) - [Co-marketing](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/oss/javascript/contributing/comarketing.md) - [LangSmith docs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/home.md) - [Pricing plans](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/pricing-plans.md) - [Create an account and API key](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/create-account-api-key.md) - [Overview](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/administration-overview.md) - [Set up hierarchy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/set-up-hierarchy.md) - [Manage your organization using the API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/manage-organization-by-api.md) - [Manage billing in your account](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/billing.md) - [Set up resource tags](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/set-up-resource-tags.md) - [User management](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/user-management.md) - [LangSmith Polly](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/polly.md) - [Data storage and privacy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/data-storage-and-privacy.md) - [Data purging for compliance](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/data-purging-compliance.md) - [Role-based access control](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/rbac.md) - [Organization and workspace operations reference](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/organization-workspace-operations.md) - [Authentication methods](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/authentication-methods.md) - [Scalability & resilience](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/scalability-and-resilience.md) - [Frequently asked questions](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/faq.md) - [Regions FAQ](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/regions-faq.md) - [Frequently Asked Questions](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/pricing-faq.md) - [LangSmith status](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/status.md) - [LangSmith Observability](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/observability.md) - [Tracing quickstart](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/observability-quickstart.md) - [Observability concepts](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/observability-concepts.md) - [Trace a RAG application tutorial](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/observability-llm-tutorial.md) - [Integrations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/integrations.md) - [Trace with LangChain (Python and JS/TS)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-langchain.md) - [Trace with LangGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-langgraph.md) - [Trace with Anthropic](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-anthropic.md) - [Trace with OpenAI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-openai.md) - [Trace with AutoGen](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-autogen.md) - [Trace Claude Agent SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-claude-agent-sdk.md) - [Trace Claude Code](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-claude-code.md) - [Trace with CrewAI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-crewai.md) - [Trace with Google ADK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-google-adk.md) - [Trace with Instructor](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-instructor.md) - [Trace with OpenAI Agents SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-openai-agents-sdk.md) - [Trace with OpenTelemetry](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-opentelemetry.md) - [Trace with PydanticAI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-pydantic-ai.md) - [Trace with Semantic Kernel](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-semantic-kernel.md) - [Trace with the Vercel AI SDK (JS/TS only)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-vercel-ai-sdk.md) - [Trace with LiveKit](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-livekit.md) - [Trace with Pipecat](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-pipecat.md) - [Custom instrumentation](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/annotate-code.md) - [Trace with API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-with-api.md) - [Log LLM calls](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/log-llm-trace.md) - [Log retriever traces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/log-retriever-trace.md) - [Metadata parameters reference](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/ls-metadata-parameters.md) - [Upload files with traces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/upload-files-with-traces.md) - [Configure threads](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/threads.md) - [Log traces to a specific project](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/log-traces-to-project.md) - [Trace without setting environment variables](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-without-env-vars.md) - [Set a sampling rate for traces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/sample-traces.md) - [Cost tracking](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/cost-tracking.md) - [Implement distributed tracing](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/distributed-tracing.md) - [Trace JS functions in serverless environments](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/serverless-environments.md) - [Log multimodal traces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/log-multimodal-traces.md) - [Trace generator functions](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-generator-functions.md) - [Add metadata and tags to traces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/add-metadata-tags.md) - [Prevent logging of sensitive data in traces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/mask-inputs-outputs.md) - [Troubleshoot trace nesting](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/nest-traces.md) - [Troubleshoot variable caching](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/troubleshooting-variable-caching.md) - [Beta LangSmith Collector-Proxy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/collector-proxy.md) - [Filter traces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/filter-traces-in-application.md) - [Query traces (SDK)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/export-traces.md) - [Compare traces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/compare-traces.md) - [Share or unshare a trace publicly](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/share-trace.md) - [LangSmith Fetch](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/langsmith-fetch.md) - [View server logs for a trace](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/platform-logs.md) - [Bulk exporting trace data](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/data-export.md) - [Set up automation rules](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/rules.md) - [Configure webhook notifications for rules](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/webhooks.md) - [Log user feedback using the SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/attach-user-feedback.md) - [Set up online evaluators](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/online-evaluations.md) - [Monitor projects with dashboards](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/dashboards.md) - [Alerts in LangSmith](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/alerts.md) - [Configure webhook notifications for LangSmith alerts](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/alerts-webhook.md) - [Discover errors and usage patterns with the Insights Agent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/insights.md) - [Run (span) data format](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/run-data-format.md) - [Feedback data format](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/feedback-data-format.md) - [Trace query syntax](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trace-query-syntax.md) - [LangSmith Evaluation](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluation.md) - [Evaluation quickstart](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluation-quickstart.md) - [Evaluation concepts](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluation-concepts.md) - [Application-specific evaluation approaches](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluation-approaches.md) - [Create and manage datasets in the UI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/manage-datasets-in-application.md) - [How to create and manage datasets programmatically](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/manage-datasets-programmatically.md) - [Manage datasets](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/manage-datasets.md) - [Custom output rendering](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/custom-output-rendering.md) - [How to evaluate an LLM application](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluate-llm-application.md) - [Run an evaluation from the prompt playground](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/run-evaluation-from-prompt-playground.md) - [How to use prebuilt evaluators](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/prebuilt-evaluators.md) - [Evaluation types](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluation-types.md) - [How to define a code evaluator](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/code-evaluator.md) - [How to define an LLM-as-a-judge evaluator](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/llm-as-judge.md) - [Composite evaluators](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/composite-evaluators.md) - [How to define a summary evaluator](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/summary.md) - [How to run a pairwise evaluation](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluate-pairwise.md) - [How to run an evaluation asynchronously](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluation-async.md) - [How to run evaluations with pytest (beta)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/pytest.md) - [How to run evaluations with Vitest/Jest (beta)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/vitest-jest.md) - [How to use the REST API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/run-evals-api-only.md) - [Experiment configuration](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/experiment-configuration.md) - [How to define a target function to evaluate](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/define-target-function.md) - [How to evaluate an application's intermediate steps](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluate-on-intermediate-steps.md) - [How to return multiple scores in one evaluator](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/multiple-scores.md) - [How to return categorical vs numerical metrics](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/metric-type.md) - [Automatically run evaluators on experiments](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/bind-evaluator-to-dataset.md) - [How to evaluate with repetitions](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/repetition.md) - [How to handle model rate limits](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/rate-limiting.md) - [How to run an evaluation locally (Python only)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/local.md) - [How to read experiment results locally](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/read-local-experiment-results.md) - [How to evaluate a runnable](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/langchain-runnable.md) - [How to evaluate a graph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluate-graph.md) - [How to evaluate an existing experiment (Python only)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluate-existing-experiment.md) - [Run an evaluation with multimodal content](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluate-with-attachments.md) - [How to simulate multi-turn interactions](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/multi-turn-simulation.md) - [How to evaluate your agent with trajectory evaluations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/trajectory-evals.md) - [Improve LLM-as-judge evaluators using human feedback](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/improve-judge-evaluator-feedback.md) - [How to improve your evaluator with few-shot examples](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/create-few-shot-evaluators.md) - [Dynamic few shot example selection](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/index-datasets-for-dynamic-few-shot-example-selection.md) - [Evaluate a chatbot](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluate-chatbot-tutorial.md) - [Evaluate a RAG application](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluate-rag-tutorial.md) - [Test a ReAct agent with Pytest/Vitest and LangSmith](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/test-react-agent-pytest.md) - [Evaluate a complex agent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/evaluate-complex-agent.md) - [Run backtests on a new version of an agent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/run-backtests-new-agent.md) - [Analyze an experiment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/analyze-an-experiment.md) - [How to compare experiment results](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/compare-experiment-results.md) - [How to filter experiments in the UI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/filter-experiments-ui.md) - [How to fetch performance metrics for an experiment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/fetch-perf-metrics-experiment.md) - [How to upload experiments run outside of LangSmith with the REST API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/upload-existing-experiments.md) - [Use annotation queues](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/annotation-queues.md) - [Set up feedback criteria](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/set-up-feedback-criteria.md) - [Annotate traces and runs inline](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/annotate-traces-inline.md) - [How to audit evaluator scores](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/audit-evaluator-scores.md) - [Example data format](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/example-data-format.md) - [Dataset prebuilt JSON schema types](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/dataset-json-types.md) - [Dataset transformations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/dataset-transformations.md) - [Prompt engineering](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/prompt-engineering.md) - [Prompt engineering quickstart](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/prompt-engineering-quickstart.md) - [Prompt engineering concepts](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/prompt-engineering-concepts.md) - [Create a prompt](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/create-a-prompt.md) - [Manage prompts](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/manage-prompts.md) - [Manage prompts programmatically](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/manage-prompts-programmatically.md) - [Configure prompt settings](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/managing-model-configurations.md) - [Use tools in a prompt](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/use-tools.md) - [Include multimodal content in a prompt](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/multimodal-content.md) - [Write your prompt with AI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/write-prompt-with-ai.md) - [Connect to an OpenAI compliant model provider/proxy](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/custom-openai-compliant-model.md) - [Connect to a custom model](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/custom-endpoint.md) - [Optimize a classifier](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/optimize-classifier.md) - [How to sync prompts with GitHub](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/prompt-commit.md) - [Test multi-turn conversations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/multiple-messages.md) - [LangSmith Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/deployments.md) - [Run a LangGraph app locally](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/local-server.md) - [App development in LangSmith Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/app-development.md) - [Deploy your app to Cloud](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/deployment-quickstart.md) - [Application structure](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/application-structure.md) - [How to set up an application with requirements.txt](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/setup-app-requirements-txt.md) - [How to set up an application with pyproject.toml](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/setup-pyproject.md) - [How to set up a JavaScript application](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/setup-javascript.md) - [Monorepo support](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/monorepo-support.md) - [LangSmith Deployment components](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/components.md) - [Agent Server](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server.md) - [LangSmith data plane](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/data-plane.md) - [LangSmith control plane](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/control-plane.md) - [Rebuild graph at runtime](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/graph-rebuild.md) - [How to interact with a deployment using RemoteGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/use-remote-graph.md) - [How to add semantic search to your agent deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/semantic-search.md) - [How to add TTLs to your application](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/configure-ttl.md) - [Configure LangSmith Agent Server for scale](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-scale.md) - [Implement a CI/CD pipeline using LangSmith Deployment and Evaluation](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/cicd-pipeline-example.md) - [Deploy on Cloud](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/deploy-to-cloud.md) - [Deploy with control plane](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/deploy-with-control-plane.md) - [Self-host standalone servers](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/deploy-standalone-server.md) - [Troubleshooting for self-hosted deployments](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/diagnostics-self-hosted.md) - [Assistants](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/assistants.md) - [Manage assistants](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/configuration-cloud.md) - [Use threads](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/use-threads.md) - [How to kick off background runs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/background-run.md) - [How to run multiple agents on the same thread](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/same-thread.md) - [Use cron jobs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/cron-jobs.md) - [Stateless runs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/stateless-runs.md) - [Streaming API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/streaming.md) - [Human-in-the-loop using server API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/add-human-in-the-loop.md) - [Time travel using the server API](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/human-in-the-loop-time-travel.md) - [MCP endpoint in Agent Server](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/server-mcp.md) - [A2A endpoint in Agent Server](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/server-a2a.md) - [Distributed tracing with Agent Server](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-distributed-tracing.md): Unify traces when calling your deployed Agent Server from another service using RemoteGraph or the SDK. - [Use webhooks](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/use-webhooks.md) - [Double texting](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/double-texting.md) - [Interrupt concurrent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/interrupt-concurrent.md) - [Rollback Concurrent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/rollback-concurrent.md) - [Reject Concurrent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/reject-concurrent.md) - [Enqueue concurrent](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/enqueue-concurrent.md) - [Deploy other frameworks](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/deploy-other-frameworks.md) - [How to integrate LangGraph into your React application](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/use-stream-react.md) - [How to implement generative user interfaces with LangGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/generative-ui-react.md) - [LangSmith Studio](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/studio.md) - [Get started with Studio](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/quick-start-studio.md) - [How to use Studio](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/use-studio.md) - [Observability in Studio](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/observability-studio.md) - [Studio troubleshooting](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/troubleshooting-studio.md) - [Authentication & access control](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/auth.md) - [Add custom authentication](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/custom-auth.md) - [Set up custom authentication](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/set-up-custom-auth.md) - [Make conversations private](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/resource-auth.md) - [Connect an authentication provider](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/add-auth-server.md) - [Document API authentication in OpenAPI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/openapi-security.md) - [Set up Agent Auth (Beta)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-auth.md): Enable secure access from agents to any system using OAuth 2.0 credentials with Agent Auth. - [How to add custom lifespan events](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/custom-lifespan.md) - [How to add custom middleware](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/custom-middleware.md) - [How to add custom routes](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/custom-routes.md) - [Use HTTP headers for runtime configuration](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/configurable-headers.md) - [Include HTTP headers in server logs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/configurable-logs.md) - [Agent Builder](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder.md): Create helpful AI agents without code. Start from a template, connect your accounts, and let the agent handle routine work while you stay in control. - [Essentials](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-essentials.md): Tools, triggers, memory, sub-agents, and approvals—everything you need in one place. - [Templates](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-templates.md): Start faster with curated Agent Builder templates and customize tools, prompts, and triggers. - [Agent Builder setup](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-setup.md): Add required workspace secrets for models and tools used by Agent Builder. - [Workspace vs. private agents](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-workspace-vs-private.md): Understand visibility, auth, and secrets for personal and workspace agents in Agent Builder. - [Tools](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-tools.md) - [LangSmith Agent Builder App for Slack](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-slack-app.md): Connect the LangSmith Agent Builder to your Slack workspace to power AI agents. - [Auth-aware tool responses](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-auth-format.md): Format tool responses to trigger OAuth flows and resume execution automatically. - [Call agents from code](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-code.md): Invoke Agent Builder agents from Python or JavaScript using the LangGraph SDK. - [LangSmith Tool Server](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-mcp-framework.md) - [Updating MCP servers](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-builder-update-mcp-servers.md) - [Set up LangSmith](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/platform-setup.md) - [Cloud](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/cloud.md) - [Self-hosted on AWS](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/aws-self-hosted.md) - [Self-hosted on Azure](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/azure-self-hosted.md) - [Hybrid](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/hybrid.md) - [Set up hybrid LangSmith](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/deploy-hybrid.md) - [Self-hosted LangSmith](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-hosted.md) - [Self-host LangSmith on Kubernetes](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/kubernetes.md) - [Self-host LangSmith with Docker](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/docker.md) - [Enable LangSmith Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/deploy-self-hosted-full-platform.md) - [Interact with your self-hosted instance of LangSmith](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-usage.md) - [Upgrade an installation](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-upgrades.md) - [Egress for subscription metrics and operational metadata](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-egress.md) - [View trace counts across your organization](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-organization-charts.md) - [LangSmith-managed ClickHouse](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/langsmith-managed-clickhouse.md) - [Create an Ingress for installations (Kubernetes)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-ingress.md) - [Mirror images for your LangSmith installation](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-mirroring-images.md) - [Configure LangSmith for scale](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-scale.md) - [Enable TTL and data retention](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-ttl.md) - [How to customize the Dockerfile](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/custom-docker.md) - [Use environment variables for model providers](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-playground-environment-settings.md) - [Troubleshooting](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/troubleshooting.md) - [Enable blob storage](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-blob-storage.md) - [Connect to an external ClickHouse database](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-external-clickhouse.md) - [Connect to an external PostgreSQL database](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-external-postgres.md) - [Connect to an external Redis database](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-external-redis.md) - [Basic authentication with email and password](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-basic-auth.md) - [Set up SSO with OAuth2.0 and OIDC](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-sso.md) - [Customize user management](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-user-management.md) - [Configure custom TLS certificates](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-custom-tls-certificates.md) - [Use an existing secret for your installation (Kubernetes)](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-host-using-an-existing-secret.md) - [Export LangSmith telemetry to your observability backend](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/export-backend.md) - [Configure your collector for LangSmith telemetry](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/langsmith-collector.md) - [Deploy an observability stack for your LangSmith deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/observability-stack.md) - [Delete workspaces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/script-delete-a-workspace.md) - [Delete organizations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/script-delete-an-organization.md) - [Delete traces](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/script-delete-traces.md) - [Generate ClickHouse stats](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/script-generate-clickhouse-stats.md) - [Generate query stats](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/script-generate-query-stats.md) - [Run support queries against PostgreSQL](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/script-running-pg-support-queries.md) - [Run support queries against ClickHouse](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/script-running-ch-support-queries.md) - [LangSmith reference](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/reference.md) - [LangSmith Python SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/smith-python-sdk.md) - [LangSmith JS/TS SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/smith-js-ts-sdk.md) - [LangGraph Python SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/langgraph-python-sdk.md) - [LangGraph JS/TS SDK](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/langgraph-js-ts-sdk.md) - [LangSmith API reference](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/smith-api-ref.md) - [Agent Server API reference for LangSmith Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/server-api-ref.md) - [Create Assistant](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/create-assistant.md): Create an assistant. - [Search Assistants](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/search-assistants.md): Search for assistants. - [Count Assistants](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/count-assistants.md): Get the count of assistants matching the specified criteria. - [Get Assistant](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/get-assistant.md): Get an assistant by ID. - [Delete Assistant](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/delete-assistant.md): Delete an assistant by ID. - [Patch Assistant](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/patch-assistant.md): Update an assistant. - [Get Assistant Graph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/get-assistant-graph.md): Get an assistant by ID. - [Get Assistant Subgraphs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/get-assistant-subgraphs.md): Get an assistant's subgraphs. - [Get Assistant Subgraphs by Namespace](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/get-assistant-subgraphs-by-namespace.md): Get an assistant's subgraphs filtered by namespace. - [Get Assistant Schemas](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/get-assistant-schemas.md): Get an assistant by ID. - [Get Assistant Versions](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/get-assistant-versions.md): Get all versions of an assistant. - [Set Latest Assistant Version](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/assistants/set-latest-assistant-version.md): Set the latest version for an assistant. - [Create Thread](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/create-thread.md): Create a thread. - [Search Threads](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/search-threads.md): Search for threads. - [Count Threads](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/count-threads.md): Get the count of threads matching the specified criteria. - [Prune Threads](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/prune-threads.md): Prune threads by ID. The 'delete' strategy removes threads entirely. The 'keep_latest' strategy prunes old checkpoints but keeps threads and their latest state (requires FF_USE_CORE_API=true). - [Get Thread State](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/get-thread-state.md): Get state for a thread. - [Update Thread State](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/update-thread-state.md): Add state to a thread. - [Get Thread State At Checkpoint](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/get-thread-state-at-checkpoint.md): Get state for a thread at a specific checkpoint. - [Get Thread State At Checkpoint](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/get-thread-state-at-checkpoint-1.md): Get state for a thread at a specific checkpoint. - [Get Thread History](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/get-thread-history.md): Get all past states for a thread. - [Get Thread History Post](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/get-thread-history-post.md): Get all past states for a thread. - [Copy Thread](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/copy-thread.md): Create a new thread with a copy of the state and checkpoints from an existing thread. - [Get Thread](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/get-thread.md): Get a thread by ID. - [Delete Thread](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/delete-thread.md): Delete a thread by ID. - [Patch Thread](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/patch-thread.md): Update a thread. - [Join Thread Stream](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/threads/join-thread-stream.md): This endpoint streams output in real-time from a thread. The stream will include the output of each run executed sequentially on the thread and will remain open indefinitely. It is the responsibility of the calling client to close the connection. - [List Runs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/list-runs.md): List runs for a thread. - [Create Background Run](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/create-background-run.md): Create a run in existing thread, return the run ID immediately. Don't wait for the final run output. - [Create Run, Stream Output](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/create-run-stream-output.md): Create a run in existing thread. Stream the output. - [Create Run, Wait for Output](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/create-run-wait-for-output.md): Create a run in existing thread. Wait for the final output and then return it. - [Get Run](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/get-run.md): Get a run by ID. - [Delete Run](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/delete-run.md): Delete a run by ID. - [Join Run](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/join-run.md): Wait for a run to finish. - [Join Run Stream](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/join-run-stream.md): Join a run stream. This endpoint streams output in real-time from a run similar to the /threads/__THREAD_ID__/runs/stream endpoint. If the run has been created with `stream_resumable=true`, the stream can be resumed from the last seen event ID. - [Cancel Run](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/cancel-run.md) - [Cancel Runs](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/thread-runs/cancel-runs.md): Cancel one or more runs. Can cancel runs by thread ID and run IDs, or by status filter. - [Create Thread Cron](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/crons-plus-tier/create-thread-cron.md): Create a cron to schedule runs on a thread. - [Create Cron](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/crons-plus-tier/create-cron.md): Create a cron to schedule runs on new threads. - [Search Crons](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/crons-plus-tier/search-crons.md): Search all active crons - [Count Crons](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/crons-plus-tier/count-crons.md): Get the count of crons matching the specified criteria. - [Delete Cron](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/crons-plus-tier/delete-cron.md): Delete a cron by ID. - [Create Run, Stream Output](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/stateless-runs/create-run-stream-output.md): Create a run and stream the output. - [Create Run, Wait for Output](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/stateless-runs/create-run-wait-for-output.md): Create a run, wait for the final output and then return it. - [Create Background Run](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/stateless-runs/create-background-run.md): Create a run and return the run ID immediately. Don't wait for the final run output. - [Create Run Batch](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/stateless-runs/create-run-batch.md): Create a batch of runs and return immediately. - [Retrieve a single item.](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/store/retrieve-a-single-item.md) - [Store or update an item.](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/store/store-or-update-an-item.md) - [Delete an item.](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/store/delete-an-item.md) - [Search for items within a namespace prefix.](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/store/search-for-items-within-a-namespace-prefix.md) - [List namespaces with optional match conditions.](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/store/list-namespaces-with-optional-match-conditions.md) - [A2A Post](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/a2a/a2a-post.md): Communicate with an assistant using the Agent-to-Agent Protocol. Sends a JSON-RPC 2.0 message to the assistant. - [MCP Get](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/mcp/mcp-get.md): Implemented according to the Streamable HTTP Transport specification. - [MCP Post](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/mcp/mcp-post.md): Implemented according to the Streamable HTTP Transport specification. Sends a JSON-RPC 2.0 message to the server. - [Terminate Session](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/mcp/terminate-session.md): Implemented according to the Streamable HTTP Transport specification. Terminate an MCP session. The server implementation is stateless, so this is a no-op. - [Server Information](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/system/server-information.md): Get server version information, feature flags, and metadata. - [System Metrics](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/system/system-metrics.md): Get system metrics in Prometheus or JSON format for monitoring and observability. - [Health Check](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-api/system/health-check.md): Check the health status of the server. Optionally check database connectivity. - [Control plane API reference for LangSmith Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/api-ref-control-plane.md) - [List GitHub Integrations](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/integrations-v1/list-github-integrations.md): List available GitHub integrations for LangGraph Platfom Cloud SaaS. - [List GitHub Repositories](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/integrations-v1/list-github-repositories.md): List available GitHub repositories for an integration that are available to deploy to LangSmith Deployment. - [List Deployments](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/deployments-v2/list-deployments.md): List all deployments. - [Create Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/deployments-v2/create-deployment.md): Create a new deployment. - [Get Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/deployments-v2/get-deployment.md): Get a deployment by ID. - [Delete Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/deployments-v2/delete-deployment.md): Delete a deployment by ID. - [Patch Deployment](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/deployments-v2/patch-deployment.md): Patch a deployment by ID. - [List Revisions](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/deployments-v2/list-revisions.md): List all revisions for a deployment. - [Get Revision](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/deployments-v2/get-revision.md): Get a revision by ID for a deployment. - [Redeploy Revision](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/deployments-v2/redeploy-revision.md): Redeploy a specific revision ID. - [List Listeners](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/listeners-v2/list-listeners.md): List all listeners. - [Create Listener](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/listeners-v2/create-listener.md): Create a listener.

Creating a listener is only allowed for LangSmith organizations with self-hosted enterprise plans. - [Get Listener](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/listeners-v2/get-listener.md): Get a listener by ID. - [Delete Listener](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/listeners-v2/delete-listener.md): Delete a listener by ID. - [Patch Listener](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/listeners-v2/patch-listener.md): Patch a listener by ID. - [List Oauth Providers](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/list-oauth-providers.md): List OAuth providers. - [Create Oauth Provider](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/create-oauth-provider.md): Create a new OAuth provider. - [Oauth Callback](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/oauth-callback.md) - [Authenticate](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/authenticate.md): Get OAuth token or start authentication flow if needed. - [Wait For Auth Completion](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/wait-for-auth-completion.md): Wait for OAuth authentication completion. - [Get Oauth Provider](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/get-oauth-provider.md): Get a specific OAuth provider. - [Delete Oauth Provider](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/delete-oauth-provider.md): Delete an OAuth provider. - [Update Oauth Provider](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/update-oauth-provider.md): Update an OAuth provider. - [Check Oauth Token Exists](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/check-oauth-token-exists.md): Return whether the current user has any tokens for a given provider (across agents). - [Delete Oauth Tokens For User](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/api-reference/auth-service-v2/delete-oauth-tokens-for-user.md): Delete all tokens for the current user for the given provider (across agents). - [LangGraph CLI](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/cli.md) - [RemoteGraph](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/remote-graph.md) - [Environment variables](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/env-var.md) - [Agent Server changelog](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-changelog.md) - [Self-hosted LangSmith changelog](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/self-hosted-changelog.md) - [Release versions](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/release-versions.md) ## OpenAPI Specs - [openapi](https://api.host.langchain.com/openapi.json) - [agent-server-openapi](https://langchain-5e9cc07a-preview-retryp-1767650881-4680733.mintlify.site/langsmith/agent-server-openapi.json)