# Dedalus Docs

> Dedalus is the AI cloud for agents. Deploy MCP servers, orchestrate with any model from any provider.

- [Overview](https://docs.dedaluslabs.ai/dcs/index.md): The compute substrate for AI agents
- [What are Dedalus Machines?](https://docs.dedaluslabs.ai/dcs/dm/dedalus-machines.md): DCS Linux VMs for agents and software workloads.
- [Quickstart](https://docs.dedaluslabs.ai/dcs/dm/quickstart.md): Use the Dedalus CLI to create a Dedalus Machine.
- [Lifecycle](https://docs.dedaluslabs.ai/dcs/dm/lifecycle.md): Sleep, wake, and delete Dedalus Machines
- [Executions](https://docs.dedaluslabs.ai/dcs/dm/executions.md): Run arbitrary shell commands on Dedalus Machines
- [SSH](https://docs.dedaluslabs.ai/dcs/dm/ssh.md): Open an SSH session to a Dedalus Machine
- [Terminals](https://docs.dedaluslabs.ai/dcs/dm/terminals.md): PTY sessions on a Dedalus Machine, streamed over WebSocket
- [Ports](https://docs.dedaluslabs.ai/dcs/dm/ports.md): Expose a port on a Dedalus Machine over a public HTTPS URL
- [Dedalus Machines Pricing](https://docs.dedaluslabs.ai/dcs/dm/pricing.md): Per-second compute, persistent storage, no idle tax
- [Agents API](https://docs.dedaluslabs.ai/api/index.md): One endpoint. Any model. OpenAI-compatible.
- [Supported Models](https://docs.dedaluslabs.ai/api/models.md): Every model from every major provider, reachable through one OpenAI-compatible endpoint.
- [CLI](https://docs.dedaluslabs.ai/dcs/cli.md): Install, update, and use the Dedalus CLI for Cloud Services.
- [DCS TypeScript SDK](https://docs.dedaluslabs.ai/sdk/dcs/typescript.md): v0.4.0
- [DCS Python SDK](https://docs.dedaluslabs.ai/sdk/dcs/python.md): v0.4.0
- [DCS Go SDK](https://docs.dedaluslabs.ai/sdk/dcs/go.md): v0.4.0
- [Quickstart](https://docs.dedaluslabs.ai/sdk/agents/index.md): Learn how to build, run, and deploy agents with the Dedalus SDK in minutes
- [Runner Reference](https://docs.dedaluslabs.ai/sdk/agents/runner.md): Complete reference for DedalusRunner.run() parameters
- [Dedalus Runner](https://docs.dedaluslabs.ai/sdk/agents/runner/python.md): Complete reference for DedalusRunner.run() parameters
- [Dedalus Runner](https://docs.dedaluslabs.ai/sdk/agents/runner/typescript.md): Complete reference for DedalusRunner.run() parameters
- [Models](https://docs.dedaluslabs.ai/sdk/agents/models.md): One SDK, every model
- [Chat](https://docs.dedaluslabs.ai/sdk/agents/chat.md): Send messages and get responses from any model
- [Tools](https://docs.dedaluslabs.ai/sdk/agents/tools.md): Give agents the ability to take actions
- [MCP Servers](https://docs.dedaluslabs.ai/sdk/agents/mcp.md): Connect to any model to any MCP server
- [Structured Outputs](https://docs.dedaluslabs.ai/sdk/agents/structured-outputs.md): Type-safe JSON responses with Pydantic, Zod, or Effect schemas
- [Streaming](https://docs.dedaluslabs.ai/sdk/agents/streaming.md): Display responses as they're generated
- [Handoffs](https://docs.dedaluslabs.ai/sdk/agents/handoffs.md): Route tasks to different models based on their strengths
- [Images & Vision](https://docs.dedaluslabs.ai/sdk/agents/images.md): Generate, edit, and analyze images
- [Image](https://docs.dedaluslabs.ai/sdk/agents/image.md): Generate, edit, and analyze image content
- [Audio](https://docs.dedaluslabs.ai/sdk/agents/audio.md): Speech-to-text, translation, and text-to-speech with the Dedalus SDK
- [Policies](https://docs.dedaluslabs.ai/sdk/agents/policies.md): Control agent behavior dynamically at runtime
- [Bring Your Own Key (BYOK)](https://docs.dedaluslabs.ai/sdk/agents/byok.md): Use your own API keys to call providers directly through Dedalus
- [Model Providers](https://docs.dedaluslabs.ai/sdk/agents/guides/providers.md): Mix and match models from supported providers.
- [MCP server guidelines](https://docs.dedaluslabs.ai/sdk/agents/guides/server-guidelines.md): Best practices for building MCP servers that work well with the Dedalus SDK
- [FAQ](https://docs.dedaluslabs.ai/sdk/agents/guides/faq.md): Frequently Asked Questions
- [Web Search Agent](https://docs.dedaluslabs.ai/sdk/agents/use-cases/web-search-agent.md): Create a web search agent using multiple search MCPs to find and analyze information from the web.
- [Data Analyst](https://docs.dedaluslabs.ai/sdk/agents/use-cases/data-analyst.md): Create a data analyst agent that can search for real-time data, write and execute Python code to analyze it, and generate insights.
- [Travel Agent](https://docs.dedaluslabs.ai/sdk/agents/use-cases/travel-agent.md): Creating a travel planning agent that can search for flights, hotels, and provide travel recommendations.
- [Weather Forecaster](https://docs.dedaluslabs.ai/sdk/agents/use-cases/weather-forecaster.md): Detailed weather analysis with recommendations
- [Concert Planner](https://docs.dedaluslabs.ai/sdk/agents/use-cases/concert-planner.md): Find concerts and venue information
- [TypeScript SDK](https://docs.dedaluslabs.ai/sdk/agents/typescript.md): Agents API TypeScript SDK v0.1.0-alpha.8
- [Python SDK](https://docs.dedaluslabs.ai/sdk/agents/python.md): Agents API Python SDK v0.3.0
- [Go SDK](https://docs.dedaluslabs.ai/sdk/agents/go.md): Agents API Go SDK v0.1.0-alpha.3
- [Python Framework](https://docs.dedaluslabs.ai/sdk/mcp/python/index.md): Build production MCP clients and servers with the Dedalus Python framework.
- [Installation](https://docs.dedaluslabs.ai/sdk/mcp/python/installation.md): Install Dedalus MCP
- [Quickstart](https://docs.dedaluslabs.ai/sdk/mcp/python/quickstart.md): Build and deploy an MCP server in 5 minutes.
- [Getting Started](https://docs.dedaluslabs.ai/sdk/mcp/python/authorization.md): Protect MCP servers with DAuth or external OAuth
- [Deploy](https://docs.dedaluslabs.ai/sdk/mcp/python/deploy.md): Host your MCP server and share it with others.
- [Examples](https://docs.dedaluslabs.ai/sdk/mcp/python/examples.md): Production MCP server examples
- [Testing](https://docs.dedaluslabs.ai/sdk/mcp/python/testing.md): Test MCP servers
- [Debugging](https://docs.dedaluslabs.ai/sdk/mcp/python/debugging.md): Debug MCP servers
- [Overview](https://docs.dedaluslabs.ai/sdk/mcp/python/server/overview.md): Build MCP servers with dedalus_mcp
- [Tools](https://docs.dedaluslabs.ai/sdk/mcp/python/server/tools.md): Expose functions to AI agents with the @tool decorator
- [Resources](https://docs.dedaluslabs.ai/sdk/mcp/python/server/resources.md): Expose data for AI agents to read with the @resource decorator
- [Prompts](https://docs.dedaluslabs.ai/sdk/mcp/python/server/prompts.md): Expose reusable message templates to MCP clients with the @prompt decorator
- [Context](https://docs.dedaluslabs.ai/sdk/mcp/python/server/context.md): Access MCP request features inside handlers
- [Progress](https://docs.dedaluslabs.ai/sdk/mcp/python/server/progress.md): Report progress of long-running operations
- [Sampling](https://docs.dedaluslabs.ai/sdk/mcp/python/server/sampling.md): Request LLM completions from the client
- [Elicitation](https://docs.dedaluslabs.ai/sdk/mcp/python/server/elicitation.md): Request user input during tool execution
- [Roots](https://docs.dedaluslabs.ai/sdk/mcp/python/server/roots.md): Access client filesystem boundaries
- [Logging](https://docs.dedaluslabs.ai/sdk/mcp/python/server/logging.md): Send log messages to connected clients
- [Overview](https://docs.dedaluslabs.ai/sdk/mcp/python/client/index.md): Programmatic client for interacting with MCP servers
- [Tools](https://docs.dedaluslabs.ai/sdk/mcp/python/client/tools.md): List and call tools on MCP servers
- [Resources](https://docs.dedaluslabs.ai/sdk/mcp/python/client/resources.md): List and read resources from MCP servers
- [Prompts](https://docs.dedaluslabs.ai/sdk/mcp/python/client/prompts.md): List and render prompts from MCP servers
- [Sampling](https://docs.dedaluslabs.ai/sdk/mcp/python/client/sampling.md): Handle LLM completion requests from servers
- [Elicitation](https://docs.dedaluslabs.ai/sdk/mcp/python/client/elicitation.md): Gather user input during tool execution
- [Roots](https://docs.dedaluslabs.ai/sdk/mcp/python/client/roots.md): Advertise filesystem boundaries to servers
- [Logging](https://docs.dedaluslabs.ai/sdk/mcp/python/client/logging.md): Receive log messages from servers
- [Bearer Auth](https://docs.dedaluslabs.ai/sdk/mcp/python/client/bearer-auth.md): Authenticate with Bearer tokens
- [OAuth](https://docs.dedaluslabs.ai/sdk/mcp/python/client/oauth.md): Authenticate with OAuth browser flow
- [Connections](https://docs.dedaluslabs.ai/sdk/mcp/python/connections.md): How connections are named and resolved
- [Creative Patterns](https://docs.dedaluslabs.ai/sdk/mcp/python/patterns.md): Unconventional ways to use MCP primitives
- [DAuth Architecture](https://docs.dedaluslabs.ai/sdk/mcp/python/dauth-architecture.md): How DAuth protects credentials with sealed execution
- [TypeScript Framework](https://docs.dedaluslabs.ai/sdk/mcp/typescript/index.md): Alpha MCP framework for TypeScript.
- [DCS Python SDK](https://docs.dedaluslabs.ai/sdk/dcs/python/v0.0.4.md): v0.0.4
- [DCS Go SDK](https://docs.dedaluslabs.ai/sdk/dcs/go/v0.0.4.md): v0.0.4
- [TypeScript SDK](https://docs.dedaluslabs.ai/sdk/agents/typescript/v0.0.4.md): Agents API TypeScript SDK v0.0.4
- [Python SDK](https://docs.dedaluslabs.ai/sdk/agents/python/v0.0.4.md): Agents API Python SDK v0.0.4
- [Go SDK](https://docs.dedaluslabs.ai/sdk/agents/go/v0.0.4.md): Agents API Go SDK v0.0.4
- [DCS Python SDK](https://docs.dedaluslabs.ai/sdk/dcs/python/v0.0.3.md): v0.0.3
- [DCS Go SDK](https://docs.dedaluslabs.ai/sdk/dcs/go/v0.0.3.md): v0.0.3
- [TypeScript SDK](https://docs.dedaluslabs.ai/sdk/agents/typescript/v0.0.3.md): Agents API TypeScript SDK v0.0.3
- [Python SDK](https://docs.dedaluslabs.ai/sdk/agents/python/v0.0.3.md): Agents API Python SDK v0.0.3
- [Go SDK](https://docs.dedaluslabs.ai/sdk/agents/go/v0.0.3.md): Agents API Go SDK v0.0.3
- [DCS Python SDK](https://docs.dedaluslabs.ai/sdk/dcs/python/v0.0.2.md): v0.0.2
- [DCS Go SDK](https://docs.dedaluslabs.ai/sdk/dcs/go/v0.0.2.md): v0.0.2
- [TypeScript SDK](https://docs.dedaluslabs.ai/sdk/agents/typescript/v0.0.2.md): Agents API TypeScript SDK v0.0.2
- [Python SDK](https://docs.dedaluslabs.ai/sdk/agents/python/v0.0.2.md): Agents API Python SDK v0.0.2
- [Go SDK](https://docs.dedaluslabs.ai/sdk/agents/go/v0.0.2.md): Agents API Go SDK v0.0.2
- [DCS TypeScript SDK](https://docs.dedaluslabs.ai/sdk/dcs/typescript/v0.0.1.md): v0.0.1
- [DCS Python SDK](https://docs.dedaluslabs.ai/sdk/dcs/python/v0.0.1.md): v0.0.1
- [DCS Go SDK](https://docs.dedaluslabs.ai/sdk/dcs/go/v0.0.1.md): v0.0.1
- [TypeScript SDK](https://docs.dedaluslabs.ai/sdk/agents/typescript/v0.0.1.md): Agents API TypeScript SDK v0.0.1
- [Python SDK](https://docs.dedaluslabs.ai/sdk/agents/python/v0.0.1.md): Agents API Python SDK v0.0.1
- [Go SDK](https://docs.dedaluslabs.ai/sdk/agents/go/v0.0.1.md): Agents API Go SDK v0.0.1
- [Dedalus Machines API](https://docs.dedaluslabs.ai/api-reference/dcs.md): Raw HTTP contracts for Dedalus Machines.
- [List machines](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/list-machines.md)
- [Create machine](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/create-machine.md)
- [Get machine](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/get-machine.md)
- [Update machine](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/update-machine.md)
- [Destroy machine](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/destroy-machine.md)
- [Wake a sleeping machine](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/wake-a-sleeping-machine.md)
- [Sleep a running machine](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/sleep-a-running-machine.md)
- [Watch machine lifecycle status](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/watch-machine-lifecycle-status.md): Streams machine lifecycle updates over Server-Sent Events. Each `status` event contains a full `LifecycleResponse` payload. The stream closes after the machine reaches its current desired state.
- [List executions](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/list-executions.md)
- [Create execution](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/create-execution.md)
- [Get execution](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/get-execution.md)
- [Delete execution](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/delete-execution.md)
- [List execution events](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/list-execution-events.md)
- [Get execution output](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/get-execution-output.md)
- [List SSH sessions](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/list-ssh-sessions.md)
- [Create SSH session](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/create-ssh-session.md)
- [Get SSH session](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/get-ssh-session.md)
- [Delete SSH session](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/delete-ssh-session.md)
- [List terminals](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/list-terminals.md)
- [Create terminal](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/create-terminal.md)
- [Get terminal](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/get-terminal.md)
- [Delete terminal](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/delete-terminal.md)
- [Connect to terminal WebSocket stream](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/connect-to-terminal-websocket-stream.md): Upgrades to a WebSocket connection for interactive terminal I/O. Clients send JSON `TerminalClientEvent` messages and receive JSON `TerminalServerEvent` messages. Terminal byte streams are base64-encoded inside `input` and `output` events; `resize` events use integer `width` and `height` fields.
- [List ports](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/list-ports.md)
- [Create port](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/create-port.md)
- [Get port](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/get-port.md)
- [Delete port](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/delete-port.md)
- [List artifacts](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/list-artifacts.md)
- [Get artifact](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/get-artifact.md)
- [Delete artifact](https://docs.dedaluslabs.ai/dcs/api/machine-lifecycle/delete-artifact.md)
- [Get usage summary](https://docs.dedaluslabs.ai/dcs/api/usage/get-usage-summary.md)
- [List machine compute usage breakdown](https://docs.dedaluslabs.ai/dcs/api/usage/list-machine-compute-usage-breakdown.md)
- [List machine storage usage breakdown](https://docs.dedaluslabs.ai/dcs/api/usage/list-machine-storage-usage-breakdown.md)
- [Agents API](https://docs.dedaluslabs.ai/api-reference/api.md): Unified API for chat completions, embeddings, audio, and image generation across multiple AI providers
- [Create Chat Completion](https://docs.dedaluslabs.ai/api/v1/create-chat-completion.md): Create a chat completion.
- [Create Embeddings](https://docs.dedaluslabs.ai/api/v1/create-embeddings.md): Create embeddings using the configured provider.
- [Create Speech](https://docs.dedaluslabs.ai/api/v1/create-speech.md): Generate speech audio from text.
- [Create Transcription](https://docs.dedaluslabs.ai/api/v1/create-transcription.md): Transcribe audio into text.
- [Create Translation](https://docs.dedaluslabs.ai/api/v1/create-translation.md): Translate audio into English.
- [Create Image](https://docs.dedaluslabs.ai/api/v1/create-image.md): Generate images from text prompts.
- [Bring Your Own Key (BYOK)](https://docs.dedaluslabs.ai/guides/byok.md): Use your own API keys to call providers directly through Dedalus
- [OCR](https://docs.dedaluslabs.ai/api-reference/ocr.md): Extract text from PDFs and images
- [Response Schemas](https://docs.dedaluslabs.ai/api-reference/schemas.md): Reference for all API response objects and their structure
- [Changelog](https://docs.dedaluslabs.ai/changelog/index.md): Latest updates and releases for Dedalus Labs
- [Browser Agent](https://docs.dedaluslabs.ai/cookbook/browser-agent.md): An LLM agent that drives a real Linux shell on a Dedalus Machine over WebSocket.
- [Agent Sandbox Per User](https://docs.dedaluslabs.ai/cookbook/agent-sandbox-per-user.md): Give every chat user their own persistent Linux box. The agent's memory is the filesystem itself.
- [Cron on a Sleeping VM](https://docs.dedaluslabs.ai/cookbook/cron-on-sleeping-vm.md): Replace Lambda cron with a real Linux box that wakes on schedule, runs the job, sleeps.
- [PR Preview Environments](https://docs.dedaluslabs.ai/cookbook/pr-preview-environments.md): A full-stack preview environment per pull request. Sleeps when idle, wakes on a reviewer click.
- [Ephemeral CI Runners](https://docs.dedaluslabs.ai/cookbook/ephemeral-ci-runners.md): GitHub Actions runners that sleep between jobs with toolchain caches hot on disk.
- [OpenClaw on Dedalus](https://docs.dedaluslabs.ai/cookbook/openclaw.md): Self-hosted AI assistant with a WebSocket gateway and OpenAI-compatible chat API, running inside a Dedalus Machine.
- [Connect With Dedalus](https://docs.dedaluslabs.ai/community.md): Build with the people pushing agent infrastructure forward.
- [Partiful](https://docs.dedaluslabs.ai/community/partiful.md): RSVP to informal Dedalus gatherings and community meetups.
- [Luma](https://docs.dedaluslabs.ai/community/luma.md): Subscribe to upcoming Dedalus workshops, demos, and community events.
- [Store](https://docs.dedaluslabs.ai/community/store.md): Browse Dedalus merch drops and studio goods.
- [Archives](https://docs.dedaluslabs.ai/community/archives.md): Follow @archives.dedalus for merch previews and release notes.
- [GitHub](https://docs.dedaluslabs.ai/community/github.md): Browse Dedalus open-source SDKs and repositories.
- [Support](https://docs.dedaluslabs.ai/community/support.md): Email Dedalus support for account or billing questions.
- [Discord](https://docs.dedaluslabs.ai/community/discord.md): Chat with the Dedalus team and other developers.
- [X (Twitter)](https://docs.dedaluslabs.ai/community/x-twitter.md): Follow Dedalus for product updates and announcements.
- [YouTube](https://docs.dedaluslabs.ai/community/youtube.md): Watch Dedalus demos, launch videos, and product walkthroughs.
- [LinkedIn](https://docs.dedaluslabs.ai/community/linkedin.md): Follow Dedalus company news and hiring updates.
- [Instagram](https://docs.dedaluslabs.ai/community/instagram.md): See Dedalus events, team posts, and community highlights.
- [Use the llms.txt file](https://docs.dedaluslabs.ai/ai-optimizations/llms-txt.md): Give your AI assistant instant access to Dedalus documentation.
- [MCP server for our docs](https://docs.dedaluslabs.ai/ai-optimizations/using-mintlify-mcp.md): Make your LLM an expert at Dedalus.
- [Create Speech](https://docs.dedaluslabs.ai/api/audio-speech.md)
- [Create Transcription](https://docs.dedaluslabs.ai/api/audio-transcriptions.md)
- [Create Translation](https://docs.dedaluslabs.ai/api/audio-translations.md)
- [Chat Completions](https://docs.dedaluslabs.ai/api/chat-completions.md): Create a chat completion.
- [Create Embeddings](https://docs.dedaluslabs.ai/api/embeddings.md)
- [Create Image](https://docs.dedaluslabs.ai/api/images-generations.md)
- [List Models](https://docs.dedaluslabs.ai/api/list-models.md): List available models.
- [Pricing](https://docs.dedaluslabs.ai/api/pricing.md): Pay per token, any model, any provider
- [Retrieve Model](https://docs.dedaluslabs.ai/api/retrieve-model.md): Retrieve a model.
- [Cookbook](https://docs.dedaluslabs.ai/cookbook.md): Recipes, guides, and real-world use cases to help you build with Dedalus.
- [Artifacts](https://docs.dedaluslabs.ai/dcs/dm/artifacts.md): Files emitted by an execution on a Dedalus Machine
- [SDKs](https://docs.dedaluslabs.ai/dcs/sdks.md): Install and configure official Dedalus Cloud Services SDKs.
- [Terraform Provider](https://docs.dedaluslabs.ai/dcs/terraform.md): Manage Dedalus Cloud workspaces as infrastructure-as-code.
- [OAuth Account Management](https://docs.dedaluslabs.ai/guides/oauth-accounts.md): Best practices for managing OAuth connections across accounts
- [Health Check](https://docs.dedaluslabs.ai/health/health-check.md): Check the API health status
- [Dedalus Labs](https://docs.dedaluslabs.ai/index.md): The fastest persistent Linux VMs for AI agents
- [DCS Go SDK](https://docs.dedaluslabs.ai/sdk-reference/dcs-go.md): v0.4.0
- [DCS Python SDK](https://docs.dedaluslabs.ai/sdk-reference/dcs-python.md): v0.4.0
- [DCS TypeScript SDK](https://docs.dedaluslabs.ai/sdk-reference/dcs-typescript.md): v0.4.0
- [Go SDK](https://docs.dedaluslabs.ai/sdk-reference/platform-go.md): Agents API Go SDK v0.1.0-alpha.1 -- installation, usage, and configuration
- [Python SDK](https://docs.dedaluslabs.ai/sdk-reference/platform-python.md): Agents API Python SDK v0.3.0 -- installation, usage, and configuration
- [TypeScript SDK](https://docs.dedaluslabs.ai/sdk-reference/platform-typescript.md): Agents API TypeScript SDK v0.1.0-alpha.1 -- installation, usage, and configuration
- [Audio](https://docs.dedaluslabs.ai/sdk/agents/audio/python.md): Speech-to-text, translation, and text-to-speech with the Dedalus SDK
- [Audio](https://docs.dedaluslabs.ai/sdk/agents/audio/typescript.md): Speech-to-text, translation, and text-to-speech with the Dedalus SDK
- [Bring Your Own Key (BYOK)](https://docs.dedaluslabs.ai/sdk/agents/byok/python.md): Use your own API keys to call providers directly through Dedalus
- [Bring Your Own Key (BYOK)](https://docs.dedaluslabs.ai/sdk/agents/byok/typescript.md): Use your own provider API keys with the Dedalus TypeScript SDK
- [Chat](https://docs.dedaluslabs.ai/sdk/agents/chat/python.md): Send messages and get responses from any model
- [Chat](https://docs.dedaluslabs.ai/sdk/agents/chat/typescript.md): Send messages and get responses from any model
- [FAQ](https://docs.dedaluslabs.ai/sdk/agents/guides/faq/python.md): Frequently Asked Questions
- [FAQ](https://docs.dedaluslabs.ai/sdk/agents/guides/faq/typescript.md): Frequently Asked Questions
- [Model Providers](https://docs.dedaluslabs.ai/sdk/agents/guides/providers/python.md): Mix and match models from supported providers.
- [Model Providers](https://docs.dedaluslabs.ai/sdk/agents/guides/providers/typescript.md): Mix and match models from supported providers.
- [MCP server guidelines](https://docs.dedaluslabs.ai/sdk/agents/guides/server-guidelines/python.md): Best practices for building MCP servers that work well with the Dedalus SDK
- [MCP server guidelines](https://docs.dedaluslabs.ai/sdk/agents/guides/server-guidelines/typescript.md): Best practices for building MCP servers that work well with the Dedalus SDK
- [Handoffs](https://docs.dedaluslabs.ai/sdk/agents/handoffs/python.md): Route tasks to different models based on their strengths
- [Handoffs](https://docs.dedaluslabs.ai/sdk/agents/handoffs/typescript.md): Route tasks to different models based on their strengths
- [Image](https://docs.dedaluslabs.ai/sdk/agents/image/python.md): Generate, edit, and analyze image content
- [Image](https://docs.dedaluslabs.ai/sdk/agents/image/typescript.md): Generate, edit, and analyze image content
- [Images & Vision](https://docs.dedaluslabs.ai/sdk/agents/images/python.md): Generate, edit, and analyze images
- [Images & Vision](https://docs.dedaluslabs.ai/sdk/agents/images/typescript.md): Generate, edit, and analyze images
- [MCP Servers](https://docs.dedaluslabs.ai/sdk/agents/mcp/python.md): Connect to any model to any MCP server
- [MCP Servers](https://docs.dedaluslabs.ai/sdk/agents/mcp/typescript.md): Connect to any model to any MCP server
- [Policies](https://docs.dedaluslabs.ai/sdk/agents/policies/python.md): Control agent behavior dynamically at runtime
- [Policies](https://docs.dedaluslabs.ai/sdk/agents/policies/typescript.md): Control agent behavior dynamically at runtime
- [Streaming](https://docs.dedaluslabs.ai/sdk/agents/streaming/python.md): Display responses as they're generated
- [Streaming](https://docs.dedaluslabs.ai/sdk/agents/streaming/typescript.md): Display responses as they're generated
- [Structured Outputs](https://docs.dedaluslabs.ai/sdk/agents/structured-outputs/python.md): Type-safe JSON responses with Pydantic, Zod, or Effect schemas
- [Structured Outputs](https://docs.dedaluslabs.ai/sdk/agents/structured-outputs/typescript.md): Type-safe JSON responses with Pydantic, Zod, or Effect schemas
- [Tools](https://docs.dedaluslabs.ai/sdk/agents/tools/python.md): Give your agents the ability to take real actions
- [Tools](https://docs.dedaluslabs.ai/sdk/agents/tools/typescript.md): Give your agents the ability to take real actions
- [Concert Planner](https://docs.dedaluslabs.ai/sdk/agents/use-cases/concert-planner/python.md): Find concerts and venue information
- [Concert Planner](https://docs.dedaluslabs.ai/sdk/agents/use-cases/concert-planner/typescript.md): Find concerts and venue information
- [Data Analyst](https://docs.dedaluslabs.ai/sdk/agents/use-cases/data-analyst/python.md): Create a data analyst agent that can search for real-time data, write and execute Python code to analyze it, and generate insights.
- [Data Analyst](https://docs.dedaluslabs.ai/sdk/agents/use-cases/data-analyst/typescript.md): Create a data analyst agent that can search for real-time data, write and execute Python code to analyze it, and generate insights.
- [Travel Agent](https://docs.dedaluslabs.ai/sdk/agents/use-cases/travel-agent/python.md): Creating a travel planning agent that can search for flights, hotels, and provide travel recommendations.
- [Travel Agent](https://docs.dedaluslabs.ai/sdk/agents/use-cases/travel-agent/typescript.md): Creating a travel planning agent that can search for flights, hotels, and provide travel recommendations.
- [Weather Forecaster](https://docs.dedaluslabs.ai/sdk/agents/use-cases/weather-forecaster/python.md): Detailed weather analysis with recommendations
- [Weather Forecaster](https://docs.dedaluslabs.ai/sdk/agents/use-cases/weather-forecaster/typescript.md): Detailed weather analysis with recommendations
- [Web Search Agent](https://docs.dedaluslabs.ai/sdk/agents/use-cases/web-search-agent/python.md): Create a web search agent using multiple search MCPs to find and analyze information from the web.
- [Web Search Agent](https://docs.dedaluslabs.ai/sdk/agents/use-cases/web-search-agent/typescript.md): Create a web search agent using multiple search MCPs to find and analyze information from the web.
- [Cloud Deployment](https://docs.dedaluslabs.ai/why-dedalus/3-click-deploy.md): Go from code to prod at the speed of thought.
- [Use Any Model](https://docs.dedaluslabs.ai/why-dedalus/any-model.md): Any model, any tool.
- [MCP Marketplace](https://docs.dedaluslabs.ai/why-dedalus/marketplace.md): A true MCP marketplace
- [Security First](https://docs.dedaluslabs.ai/why-dedalus/security.md): Authentication and multi-tenancy as first-class concerns.

## OpenAPI Specs

- [dcs-openapi](/dcs-openapi.json)
- [openapi](/openapi.json)