# Dedalus Labs

> Dedalus Labs is the AI cloud for agents. Build and deploy MCP servers and let our Agents SDK orchestrate complex logic with any model from any provider.

## Docs

- [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.
- [Quickstart](https://docs.dedaluslabs.ai/api/index.md): Unified API for chat completions, embeddings, audio, and image generation across multiple AI providers
- [OCR](https://docs.dedaluslabs.ai/api/ocr.md): Extract text from PDFs and images
- [Response Schemas](https://docs.dedaluslabs.ai/api/schemas.md): Reference for all API response objects and their structure
- [Use docs programmatically](https://docs.dedaluslabs.ai/api/use-these-docs.md): Connect Dedalus documentation to your AI tools and workflows
- [Create Chat Completion](https://docs.dedaluslabs.ai/api/v1/create-chat-completion.md): Generate a model response. Supports streaming, tools, and MCP servers.
- [Create Embeddings](https://docs.dedaluslabs.ai/api/v1/create-embeddings.md): Create embeddings using the configured provider.
- [Create Image](https://docs.dedaluslabs.ai/api/v1/create-image.md): Generate images from text prompts.
- [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.
- [Use docs programmatically](https://docs.dedaluslabs.ai/contextual/use-these-docs.md): Connect Dedalus documentation to your AI tools and workflows
- [Getting Started](https://docs.dedaluslabs.ai/dmcp/authorization.md): Protect MCP servers with DAuth or external OAuth
- [Bearer Auth](https://docs.dedaluslabs.ai/dmcp/client/bearer-auth.md): Authenticate with Bearer tokens
- [Elicitation](https://docs.dedaluslabs.ai/dmcp/client/elicitation.md): Gather user input during tool execution
- [Overview](https://docs.dedaluslabs.ai/dmcp/client/index.md): Programmatic client for interacting with MCP servers
- [Logging](https://docs.dedaluslabs.ai/dmcp/client/logging.md): Receive log messages from servers
- [OAuth](https://docs.dedaluslabs.ai/dmcp/client/oauth.md): Authenticate with OAuth browser flow
- [Prompts](https://docs.dedaluslabs.ai/dmcp/client/prompts.md): List and render prompts from MCP servers
- [Resources](https://docs.dedaluslabs.ai/dmcp/client/resources.md): List and read resources from MCP servers
- [Roots](https://docs.dedaluslabs.ai/dmcp/client/roots.md): Advertise filesystem boundaries to servers
- [Sampling](https://docs.dedaluslabs.ai/dmcp/client/sampling.md): Handle LLM completion requests from servers
- [Tools](https://docs.dedaluslabs.ai/dmcp/client/tools.md): List and call tools on MCP servers
- [Connections](https://docs.dedaluslabs.ai/dmcp/connections.md): How connections are named and resolved
- [DAuth Architecture](https://docs.dedaluslabs.ai/dmcp/dauth-architecture.md): How DAuth protects credentials with sealed execution
- [Debugging](https://docs.dedaluslabs.ai/dmcp/debugging.md): Debug MCP servers
- [Deploy](https://docs.dedaluslabs.ai/dmcp/deploy.md): Host your MCP server and share it with others.
- [Examples](https://docs.dedaluslabs.ai/dmcp/examples.md): Production MCP server examples
- [Welcome](https://docs.dedaluslabs.ai/dmcp/index.md): Connect to MCP servers or build your own with DAuth — a simple, performant framework.
- [Creative Patterns](https://docs.dedaluslabs.ai/dmcp/patterns.md): Unconventional ways to use MCP primitives
- [Quickstart](https://docs.dedaluslabs.ai/dmcp/quickstart.md): Build and deploy an MCP server in 5 minutes.
- [Context](https://docs.dedaluslabs.ai/dmcp/server/context.md): Access MCP request features inside handlers
- [Elicitation](https://docs.dedaluslabs.ai/dmcp/server/elicitation.md): Request user input during tool execution
- [Logging](https://docs.dedaluslabs.ai/dmcp/server/logging.md): Send log messages to connected clients
- [Overview](https://docs.dedaluslabs.ai/dmcp/server/overview.md): Build MCP servers with dedalus_mcp
- [Progress](https://docs.dedaluslabs.ai/dmcp/server/progress.md): Report progress of long-running operations
- [Prompts](https://docs.dedaluslabs.ai/dmcp/server/prompts.md): Expose reusable message templates to MCP clients with the @prompt decorator
- [Resources](https://docs.dedaluslabs.ai/dmcp/server/resources.md): Expose data for AI agents to read with the @resource decorator
- [Roots](https://docs.dedaluslabs.ai/dmcp/server/roots.md): Access client filesystem boundaries
- [Sampling](https://docs.dedaluslabs.ai/dmcp/server/sampling.md): Request LLM completions from the client
- [Tools](https://docs.dedaluslabs.ai/dmcp/server/tools.md): Expose functions to AI agents with the @tool decorator
- [Testing](https://docs.dedaluslabs.ai/dmcp/testing.md): Test MCP servers
- [Use docs programmatically](https://docs.dedaluslabs.ai/dmcp/use-these-docs.md): Connect Dedalus documentation to your AI tools and workflows
- [Bring Your Own Key (BYOK)](https://docs.dedaluslabs.ai/guides/byok.md): Use your own API keys to call providers directly through Dedalus
- [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): Simple health check.
- [Dedalus Docs](https://docs.dedaluslabs.ai/index.md): Build model-agnostic agents powered by MCP
- [Chat](https://docs.dedaluslabs.ai/sdk/chat.md): Send messages and get responses from any model
- [Chat Server with UI](https://docs.dedaluslabs.ai/sdk/cookbook/chat-server.md): Full-stack chat application with FastAPI, WebSockets, and model selection
- [Multi-turn Chat](https://docs.dedaluslabs.ai/sdk/cookbook/multi-turn-chat.md): Build conversational agents with persistent context
- [useChat React Hook](https://docs.dedaluslabs.ai/sdk/cookbook/react-frontend.md): Use the dedalus-react hook with a Python backend for streaming and client-side tool execution
- [FAQ](https://docs.dedaluslabs.ai/sdk/guides/faq.md): Frequently Asked Questions
- [Model Providers](https://docs.dedaluslabs.ai/sdk/guides/providers.md): Mix and match models from supported providers.
- [MCP server guidelines](https://docs.dedaluslabs.ai/sdk/guides/server-guidelines.md): Best practices for building MCP servers that work well with the Dedalus SDK
- [Handoffs](https://docs.dedaluslabs.ai/sdk/handoffs.md): Route tasks to different models based on their strengths
- [Images & Vision](https://docs.dedaluslabs.ai/sdk/images.md): Generate, edit, and analyze images
- [MCP Servers](https://docs.dedaluslabs.ai/sdk/mcp.md): Connect to any model to any MCP server
- [Quickstart](https://docs.dedaluslabs.ai/sdk/quickstart.md): Learn how to build, run, and deploy agents with the Dedalus SDK in minutes
- [Runner Reference](https://docs.dedaluslabs.ai/sdk/runner.md): Complete reference for DedalusRunner.run() parameters
- [Streaming](https://docs.dedaluslabs.ai/sdk/streaming.md): Display responses as they're generated
- [Structured Outputs](https://docs.dedaluslabs.ai/sdk/structured-outputs.md): Type-safe JSON responses with Pydantic, Zod, or Effect schemas
- [Tools](https://docs.dedaluslabs.ai/sdk/tools.md): Give agents the ability to take actions
- [Concert Planner](https://docs.dedaluslabs.ai/sdk/use-cases/concert-planner.md): Find concerts and venue information
- [Data Analyst](https://docs.dedaluslabs.ai/sdk/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/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/use-cases/weather-forecaster.md): Detailed weather analysis with recommendations
- [Web Search Agent](https://docs.dedaluslabs.ai/sdk/use-cases/web-search-agent.md): Create a web search agent using multiple search MCPs to find and analyze information from the web.
- [Use docs programmatically](https://docs.dedaluslabs.ai/sdk/use-these-docs.md): Connect Dedalus documentation to your AI tools and workflows

## OpenAPI Specs

- [openapi](https://docs.dedaluslabs.ai/openapi.json)

## Optional

- [Join Our Community](https://discord.gg/RuDhZKnq5R)
- [Support](mailto:support@dedaluslabs.ai)