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Agno

Unlock the power of AgentOS with Agno! Explore our open-source tools, API, and guides to seamlessly connect and manage your agentic systems.

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# Agno

## Docs

- [AgentUI](https://docs.agno.com/agent-os/agent-ui.md): An Open Source AgentUI for your AgentOS
- [AgentOS API](https://docs.agno.com/agent-os/api.md): Learn how to use the AgentOS API to interact with your agentic system
- [Connecting Your AgentOS](https://docs.agno.com/agent-os/connecting-your-os.md): Step-by-step guide to connect your local AgentOS to the AgentOS Control Plane
- [Control Plane](https://docs.agno.com/agent-os/control-plane.md): The main web interface for interacting with and managing your AgentOS instances
- [Create Your First AgentOS](https://docs.agno.com/agent-os/creating-your-first-os.md): Quick setup guide to get your first AgentOS instance running locally
- [AgentOS Configuration](https://docs.agno.com/agent-os/customize/config.md): Learn how to check and adjust your AgentOS configuration
- [Bring Your Own FastAPI App](https://docs.agno.com/agent-os/customize/custom-fastapi.md): Learn how to use your own FastAPI app in your AgentOS
- [Custom Middleware](https://docs.agno.com/agent-os/customize/middleware/custom.md): Create and add your own middleware to AgentOS applications
- [JWT Middleware](https://docs.agno.com/agent-os/customize/middleware/jwt.md): Add JWT authentication and parameter injection to your AgentOS application
- [Overview](https://docs.agno.com/agent-os/customize/middleware/overview.md): How to add middleware to your AgentOS application
- [AgentOS Parameters](https://docs.agno.com/agent-os/customize/os/attributes.md): Learn about the attributes of the AgentOS class
- [Lifespan](https://docs.agno.com/agent-os/customize/os/lifespan.md): Complete AgentOS setup with custom lifespan
- [Overriding Routes](https://docs.agno.com/agent-os/customize/os/override_routes.md): Complete AgentOS setup with custom routes
- [Chat Interface](https://docs.agno.com/agent-os/features/chat-interface.md): Use AgentOS chat to talk to agents, collaborate with teams, and run workflows
- [Knowledge Management](https://docs.agno.com/agent-os/features/knowledge-management.md): Upload, organize, and manage knowledge for your agents in AgentOS
- [Memories](https://docs.agno.com/agent-os/features/memories.md): View and manage persistent memory storage for your agents in AgentOS
- [Session Tracking](https://docs.agno.com/agent-os/features/session-tracking.md): Monitor, analyze, and manage agent sessions through the AgentOS interface
- [AG-UI](https://docs.agno.com/agent-os/interfaces/ag-ui/introduction.md): Expose your Agno Agent via the AG-UI protocol
- [Slack](https://docs.agno.com/agent-os/interfaces/slack/introduction.md): Host agents as Slack Applications.
- [Whatsapp](https://docs.agno.com/agent-os/interfaces/whatsapp/introduction.md): Host agents as Whatsapp Applications.
- [What is AgentOS?](https://docs.agno.com/agent-os/introduction.md): The production runtime and control plane for your agentic systems
- [MCP enabled AgentOS](https://docs.agno.com/agent-os/mcp/mcp.md): Learn how to enable MCP functionality in your AgentOS
- [AgentOS + MCPTools](https://docs.agno.com/agent-os/mcp/tools.md): Learn how to use MCPTools in your AgentOS
- [AgentOS Security](https://docs.agno.com/agent-os/security.md): Learn how to secure your AgentOS instance with a security key
- [Building Agents](https://docs.agno.com/concepts/agents/building-agents.md): Learn how to build Agents with Agno.
- [Context Engineering](https://docs.agno.com/concepts/agents/context.md): Learn how to write prompts and other context engineering techniques for your agents.
- [Custom Loggers](https://docs.agno.com/concepts/agents/custom-logger.md): Learn how to use custom loggers in your Agno setup.
- [Dependencies](https://docs.agno.com/concepts/agents/dependencies.md): Learn how to use dependencies to add context to your agents.
- [OpenAI Moderation Guardrail](https://docs.agno.com/concepts/agents/guardrails/openai-moderation.md): Learn about the OpenAI Moderation Guardrail and how to use it with your Agents.
- [Overview](https://docs.agno.com/concepts/agents/guardrails/overview.md): Learn about securing the input of your Agents using guardrails.
- [PII Detection Guardrail](https://docs.agno.com/concepts/agents/guardrails/pii.md): Learn about the PII Detection Guardrail and how to use it with your Agents.
- [Prompt Injection Guardrail](https://docs.agno.com/concepts/agents/guardrails/prompt-injection.md): Learn about the Prompt Injection Guardrail and how to use it with your Agents.
- [Input and Output](https://docs.agno.com/concepts/agents/input-output.md): Learn how to use structured input and output with Agents for reliable, production-ready systems.
- [Agents](https://docs.agno.com/concepts/agents/introduction.md): Learn about Agno Agents and how they work.
- [Knowledge](https://docs.agno.com/concepts/agents/knowledge.md): Understanding knowledge and how to use it with Agno agents
- [Memory](https://docs.agno.com/concepts/agents/memory.md): Memory gives an Agent the ability to recall information about the user.
- [Metrics](https://docs.agno.com/concepts/agents/metrics.md): Understanding agent run and session metrics in Agno
- [Multimodal Agents](https://docs.agno.com/concepts/agents/multimodal.md)
- [Pre-hooks and Post-hooks](https://docs.agno.com/concepts/agents/pre-hooks-and-post-hooks.md): Learn about using pre-hooks and post-hooks with your agents.
- [Cancelling a Run](https://docs.agno.com/concepts/agents/run-cancel.md): Learn how to cancel an Agent run.
- [Running Agents](https://docs.agno.com/concepts/agents/running-agents.md): Learn how to run Agno Agents.
- [Agent Sessions](https://docs.agno.com/concepts/agents/sessions.md): Learn how to manage Agent sessions.
- [Agent State](https://docs.agno.com/concepts/agents/state.md): Learn about state in agents.
- [Storage](https://docs.agno.com/concepts/agents/storage.md): Use Storage to persist Agent sessions and state to a database or file.
- [Tools](https://docs.agno.com/concepts/agents/tools.md): Learn how to use tools in Agno to build AI agents.
- [DynamoDB](https://docs.agno.com/concepts/db/dynamodb.md): Learn to use DynamoDB as a database for your Agents
- [Firestore](https://docs.agno.com/concepts/db/firestore.md): Learn to use Firestore as a database for your Agents
- [JSON files as database, on Google Cloud Storage (GCS)](https://docs.agno.com/concepts/db/gcs.md)
- [In-Memory Storage](https://docs.agno.com/concepts/db/in_memory.md)
- [JSON Files as Database](https://docs.agno.com/concepts/db/json.md)
- [MongoDB Database](https://docs.agno.com/concepts/db/mongodb.md): Learn to use MongoDB as a database for your Agents
- [MySQL](https://docs.agno.com/concepts/db/mysql.md): Learn to use MySQL as a database for your Agents
- [Neon](https://docs.agno.com/concepts/db/neon.md): Learn to use Neon as a database provider for your Agents
- [What is Storage?](https://docs.agno.com/concepts/db/overview.md): Enable your Agents to store and access their session history using a database.
- [PostgreSQL](https://docs.agno.com/concepts/db/postgres.md): Learn to use PostgreSQL as a database for your Agents
- [Redis](https://docs.agno.com/concepts/db/redis.md): Learn to use Redis as a database for your Agents
- [Singlestore](https://docs.agno.com/concepts/db/singlestore.md): Learn to use Singlestore as a database for your Agents
- [SQLite](https://docs.agno.com/concepts/db/sqlite.md): Learn to use Sqlite as a database for your Agents
- [Supabase](https://docs.agno.com/concepts/db/supabase.md): Learn to use Supabase as a database provider for your Agents
- [Human-in-the-Loop in Agents](https://docs.agno.com/concepts/hitl/overview.md): Learn how to control the flow of an agent's execution in Agno.
- [Agentic Chunking](https://docs.agno.com/concepts/knowledge/chunking/agentic-chunking.md)
- [CSV Row Chunking](https://docs.agno.com/concepts/knowledge/chunking/csv-row-chunking.md)
- [Custom Chunking](https://docs.agno.com/concepts/knowledge/chunking/custom-chunking.md)
- [Document Chunking](https://docs.agno.com/concepts/knowledge/chunking/document-chunking.md)
- [Fixed Size Chunking](https://docs.agno.com/concepts/knowledge/chunking/fixed-size-chunking.md)
- [What is Chunking?](https://docs.agno.com/concepts/knowledge/chunking/introduction.md): Chunking is the process of breaking down large documents into smaller pieces for effective vector search and retrieval.
- [Markdown Chunking](https://docs.agno.com/concepts/knowledge/chunking/markdown-chunking.md)
- [Recursive Chunking](https://docs.agno.com/concepts/knowledge/chunking/recursive-chunking.md)
- [Semantic Chunking](https://docs.agno.com/concepts/knowledge/chunking/semantic-chunking.md)
- [Knowledge Contents DB](https://docs.agno.com/concepts/knowledge/content_db.md): Learn how to add a Content DB to your Knowledge.
- [Knowledge Content Types](https://docs.agno.com/concepts/knowledge/content_types.md)
- [Implementing a Custom Retriever](https://docs.agno.com/concepts/knowledge/custom_retriever.md): Learn how to implement a custom retriever for precise control over document retrieval in your knowledge base.
- [AWS Bedrock Embedder](https://docs.agno.com/concepts/knowledge/embedder/aws_bedrock.md)
- [Azure OpenAI Embedder](https://docs.agno.com/concepts/knowledge/embedder/azure_openai.md)
- [Cohere Embedder](https://docs.agno.com/concepts/knowledge/embedder/cohere.md)
- [Fireworks Embedder](https://docs.agno.com/concepts/knowledge/embedder/fireworks.md)
- [Gemini Embedder](https://docs.agno.com/concepts/knowledge/embedder/gemini.md)
- [HuggingFace Embedder](https://docs.agno.com/concepts/knowledge/embedder/huggingface.md)
- [What are Embedders?](https://docs.agno.com/concepts/knowledge/embedder/introduction.md): Learn how to use embedders with Agno to convert complex information into vector representations.
- [Mistral Embedder](https://docs.agno.com/concepts/knowledge/embedder/mistral.md)
- [Ollama Embedder](https://docs.agno.com/concepts/knowledge/embedder/ollama.md)
- [OpenAI Embedder](https://docs.agno.com/concepts/knowledge/embedder/openai.md)
- [Qdrant FastEmbed Embedder](https://docs.agno.com/concepts/knowledge/embedder/qdrant_fastembed.md)
- [SentenceTransformers Embedder](https://docs.agno.com/concepts/knowledge/embedder/sentencetransformers.md)
- [Together Embedder](https://docs.agno.com/concepts/knowledge/embedder/together.md)
- [Voyage AI Embedder](https://docs.agno.com/concepts/knowledge/embedder/voyageai.md)
- [null](https://docs.agno.com/concepts/knowledge/filters/agentic-filters.md)
- [null](https://docs.agno.com/concepts/knowledge/filters/introduction.md)
- [null](https://docs.agno.com/concepts/knowledge/filters/manual-filters.md)
- [Hybrid Search- Combining Keyword and Vector Search](https://docs.agno.com/concepts/knowledge/hybrid_search.md): Understanding Hybrid Search and its benefits in combining keyword and vector search for better results.
- [What is Knowledge?](https://docs.agno.com/concepts/knowledge/introduction.md): Knowledge is domain-specific information that the Agent can search at runtime to make better decisions (dynamic few-shot learning) and provide accurate responses (agentic RAG).
- [Readers](https://docs.agno.com/concepts/knowledge/readers.md): Learn how to use readers to convert raw data into searchable knowledge for your Agents.
- [Agentic Search](https://docs.agno.com/concepts/knowledge/search.md)
- [Azure Cosmos DB MongoDB vCore Agent Knowledge](https://docs.agno.com/concepts/knowledge/vectordb/azure_cosmos_mongodb.md)
- [Cassandra Agent Knowledge](https://docs.agno.com/concepts/knowledge/vectordb/cassandra.md)
- [ChromaDB Agent Knowledge](https://docs.agno.com/concepts/knowledge/vectordb/chroma.md)
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