Agno llms.txt · AI Docs Browser · mdream [llms.txt Tools](https://mdream.dev/llms-txt/agno/llms-txt) # Agno llms.txt Browse Agno documentation as markdown. Click any page in the sidebar to view it, or copy the full llms.txt for your AI tools. docs.agno.com/llms.txt [Raw llms.txt](https://docs.agno.com/llms.txt) [Raw llms-full.txt](https://docs.agno.com/llms-full.txt) Copy Markdown [](https://docs.agno.com/llms.txt) llms.txt Docs Approvals Background Hooks A2A Client AgentOS Client Clients AgentOS Configuration Connect Your AgentOS AgentOS Control Plane Overriding Routes Bring Your Own FastAPI App AgentFactory Dynamic Agents TeamFactory WorkflowFactory A2A AG-UI Discord Interfaces Features Human-in-the-Loop Slack Slack Reference Setup Telegram Telegram Reference Setup WhatsApp WhatsApp Reference Setup What is AgentOS? Filter Knowledge Manage Knowledge Remote Content Manage Learnings Custom Lifespan AgentOS as MCP Server MCPTools within AgentOS Custom Middleware Auth Middleware AgentOS Middleware Antigravity Claude Agent SDK DSPy LangGraph Multi-Framework Support Overview AgentOS Gateway Remote Execution Remote Agent Remote Team Remote Workflow Run Your AgentOS Scheduler Authorization Quickstart Roles Scopes Self-Hosted (BYO Token) Service Accounts JSON Web Tokens (JWT) Per-User Data Isolation Security & Auth Agents CEL Expressions Overview Registry Teams StudioTools Overview Filter Options Tracing Agent with Knowledge Tracing Agent with Reasoning Tools Tracing Basic Agent Tracing Basic Team Tracing Basic Workflow Tracing Multi-DB Tracing with setup_tracing() Multi-DB Tracing with tracing=True Background Hooks (Per-Hook) Background Hooks (Global) Background Output Evaluation Basic Client Usage Knowledge Search Memory Operations Running Agents Running Teams Running Workflows Session Management Database Migrations AgentOS Demo AgentOS Configuration Human-in-the-Loop Example Agent with Tools Basic Research Team Agent with Tools Basic Research Team Slack Agent with User Memory Basic Slack Agent Channel Summarizer File Analyst Multi-Bot Multimodal Team Multimodal Workflow Multiple Instances Reasoning Finance Agent Research Assistant Streaming Deep Research Support Team Slack Workflow Telegram Agent with Media Telegram Agent with User Memory Basic Telegram Agent Multiple Instances Telegram Reasoning Agent Streaming Telegram Agent Streaming Workflow Multi-Agent Telegram Team Telegram Workflow WhatsApp Agent with Media Support WhatsApp Agent with User Memory Basic WhatsApp Agent WhatsApp Image Generation Agent (Model-based) WhatsApp Image Generation Agent (Tool-based) WhatsApp Reasoning Finance Agent Enable AgentOS MCP AgentOS with MCPTools Custom FastAPI App with JWT Middleware Custom Middleware JWT Middleware with Cookies JWT Middleware with Authorization Headers Advanced Scopes Basic RBAC (Asymmetric) Basic RBAC (Symmetric) Custom Scope Mappings Per-Agent Permissions WorkOS BYOT (Bring Your Own Token) AgentOS Gateway Remote Agent Remote Team Using the API Create an Agent Evals Improve an Agent Next Steps Overview Run Locally Run on Railway Building Agents Debugging Agents What are Agents? Running Agents Agent with Followup Suggestions Agent with Knowledge Agent with Memory Agent with Storage Agent with Structured Output Agent with Tools Cancel Agent Task Cancel Team Task Get Agent Card Get Agent Task Get Team Card Get Team Task Get Workflow Card Run Message Agent Run Message Team Run Message Workflow Send Message Stream Message Stream Message Agent Stream Message Team Stream Message Workflow Cancel Agent Run Continue Agent Run Create Agent Run Fork Agent Session Get Agent Details Get Agent Run Get Agent Run Checkpoint Snapshot List Agent Run Checkpoints List Agent Runs List All Agents Resume Agent Run Stream Get Status Run Agent Delete Approval Get Approval Get Approval Count Get Approval Status List Approvals Resolve Approval Create Component Create Config Version Delete Component Delete Config Version Get Component Get Config Version Get Current Config List Components List Configs Set Current Config Version Update Component Update Draft Config Get Available Models Get OS Configuration Get OS Info Migrate All Databases Migrate Database Delete Evaluation Runs Execute Evaluation Get Evaluation Run List Evaluation Runs Update Evaluation Run Health Check API Information Delete All Content Delete Content by ID Get Config Get Content by ID Get Content Status List Content List Content Sources List Files in Source Search Knowledge Update Content Upload Content Upload Remote Content Create Learning Delete Learning Delete Learning User Get Learning List Learning Users List Learnings Update Learning Create Memory Delete Memory Delete Multiple Memories Get Memory by ID Get Memory Topics Get User Memory Statistics List Memories Optimize User Memories Update Memory Get AgentOS Metrics Refresh Metrics List Registry Create Schedule Delete Schedule Disable Schedule Enable Schedule Get Schedule Get Schedule Run List Schedule Runs List Schedules Trigger Schedule Update Schedule Create Service Account List Service Accounts Revoke Service Account Create New Session Delete Multiple Sessions Delete Session Get Run by ID Get Session by ID Get Session Runs List Sessions Rename Session Update Session Slack Events Slack Interactions Cancel Team Run Continue Team Run Create Team Run Fork Team Session Get Team Details Get Team Run Get Team Run Checkpoint Snapshot List All Teams List Team Run Checkpoints List Team Runs Resume Team Run Stream Telegram Status Telegram Webhook Get Trace Filter Schema Get Trace or Span Detail Get Trace Statistics by Session List Traces Search Traces with Advanced Filters Status Whatsapp Verify Whatsapp Webhook Cancel Workflow Run Continue Workflow Run Execute Workflow Get Workflow Details Get Workflow Run List All Workflows List Workflow Runs Resume Workflow Run Stream Background Execution Connect Your Clients Create a Project Operate Your AgentOS Agno CLI Manage Tokens Use Agno with Coding Agents Context Compression Token Counting Building Custom Providers What are Context Providers? Google Calendar Database Google Drive Filesystem Gmail MCP Provider Catalog Slack Web Wiki Workspace Using Providers Providing Datetime Dynamic Instructions Few-Shot Learning Managing Tool Calls Basic Instructions Instructions via Function Providing Location Context Engineering Context Engineering Managing Tool Calls Context Engineering What is Culture? Custom Logging Chat History Database Async MongoDB Async MongoDB for Agent Async MongoDB for Team Async MongoDB for Workflow Async MySQL Async MySQL for Agent Async MySQL for Team Async MySQL for Workflow Async PostgreSQL Async Postgres for Agent Async Postgres for Team Async Postgres for Workflow Async SQLite Async SQLite for Agent Async SQLite for Team Async SQLite for Workflow ClickHouse DynamoDB DynamoDB for Agent DynamoDB for Team DynamoDB for Workflow Firestore Firestore for Agent Firestore for Team Firestore for Workflows JSON files as a database on Google Cloud Storage (GCS) GCS for Agent GCS for Team GCS for Workflows In-Memory Storage In-Memory Storage for Agents In-Memory Storage for Teams In-Memory Storage for Workflows JSON Files JSON for Agent JSON for Team JSON for Workflow MongoDB MongoDB for Agent MongoDB for Team MongoDB for Workflow MySQL MySQL for Agent MySQL for Team MySQL for Workflow Neon Database Providers PostgreSQL Postgres for Agent Postgres for Team Postgres for Workflow Redis Redis for Agent Redis for Team Redis for Workflows Selecting Custom Table Names SingleStore SingleStore for Agent SingleStore for Team SingleStore for Workflow SQLite SQLite for Agent SQLite for Team SQLite for Workflow Supabase SurrealDB SurrealDB for Agent SurrealDB for Team SurrealDB for Workflow Valkey Valkey for Agent Valkey for Team Valkey for Workflow Session Storage Access Dependencies in Tool Add Dependencies to Agent Run Add Dependencies to Agent Context Dependencies with Agents Dependencies Access Dependencies in Team Tool Adding Dependencies to Team Run Adding Dependencies to Team Context Dependencies with Teams Using Reference Dependencies in Team Instructions AgentOS Templates AgentOS on AWS AWS Reference AgentOS on Azure Container Apps Azure Container Apps Reference Coda Context Dash AgentOS on self-hosted Docker Docker Reference AgentOS on Fly.io Fly.io Reference AgentOS on Google Cloud Run Google Cloud Run Reference AgentOS on Kubernetes Kubernetes Reference Build with Coding Agents AgentOS on Modal Modal Reference AgentOS on Railway Railway Reference AgentOS on Render Render Reference Scout Accuracy Evals Async Accuracy Evaluation Comparison Accuracy Evaluation Accuracy with Database Logging Accuracy with Given Answer Accuracy with Teams Accuracy with Tools Basic Accuracy Agent as Judge Evals Async Agent as Judge Basic Agent as Judge Batch Agent as Judge Binary Agent as Judge Agent as Judge with Custom Evaluator Agent as Judge as Post-Hook Agent as Judge with Teams Async Team Post-Hook Agent as Judge Agent as Judge with Guidelines What are Evals? Performance Evals Performance on Agent Instantiation Async Performance Evaluation Performance with Database Logging Performance on Agent Instantiation with Tool Performance on Agent Response Performance with Teams Team Performance with Memory Performance with Memory Updates Performance on Agent with Storage Reliability Evals Reliability with Single Tool Async Reliability Evaluation Reliability with Database Logging Single Tool Reliability Team Reliability with Stock Tools Reliability with Multiple Tools Reliability with Teams Eval Suites Agents Checkpointing AgentOS Demo File Output MCP Demo Multiple Knowledge Bases Advanced Demo Reasoning Demo Example showing a reasoning Agent in the AgentOS Teams Teams Demo Agno Assist Antigravity on AgentOS Data Enrichment with Antigravity on AgentOS Approval Basic Approval User Input Member-Level Approval (Case 2) Both Member + Team Level Approval (Case 3) Background Evals Example Background Hooks Decorator Background Hooks Example Background Hooks Team Background Hooks Workflow Example: Background Output Evaluation with Agent-as-Judge Evals Demo Background Tasks Minimal example for AgentOS Basic A2A Messaging with A2AClient Connect Agno A2AClient to Google ADK A2A Server Error Handling with A2AClient Multi-Turn Conversations with A2AClient Client A2A Agno AgentOS A2A Server for testing A2AClient Google ADK A2A Server Servers Streaming A2A Messages with A2AClient Basic AgentOSClient Example Continue Run SSE Reconnection Knowledge Search with AgentOSClient Memory Operations with AgentOSClient Client Running Agents with AgentOSClient Running Evaluations with AgentOSClient Running Teams with AgentOSClient Running Workflows with AgentOSClient AgentOS Server for Cookbook Client Examples Session Management with AgentOSClient SSE Reconnection Team SSE Reconnection Uploading Content to Knowledge Base with AgentOSClient Workflow SSE Reconnection Custom FastAPI App Custom Health Endpoint Custom Lifespan Handle Custom Events Override Routes Customize Pass Dependencies to Agent Update From Lifespan AgentOS Demo Dynamo Firestore GCS JSON JSON DB Mongo Database Backend MySQL Database Backend Neon DBs Postgres Database Backend Redis DB SingleStore SQLite Supabase Surreal Agents DB Surreal DB SurrealDB + AgentOS demo Teams Workflows Example showing how to use AgentOS with Valkey as the database AgentOS Demo Basic Agent Factory Input Schema Factory Tiered Model Factory Factory with HITL Tool Factory with Input Schema JWT-Driven Factory Factories Basic Team Factory Tiered Team Factory Per-tenant Agent Factory Basic Workflow Factory Tiered Workflow Factory File generation with AgentOS Followups AgentOS Data Labeling Confirmation Required AgentOS HITL: Confirmation Required AgentOS HITL: External Tool Execution AgentOS HITL: Team-Level Tool Confirmation AgentOS HITL: User Input Required Condition User Decision HITL Example (AgentOS) Decision Tree HITL Example (AgentOS) Dual HITL: Step User Input + Executor Tool Confirmation (Streaming) Loop Confirmation HITL Example (AgentOS) AgentOS Workflow HITL Examples Output Review HITL Example (AgentOS) Router User Selection HITL Example (AgentOS) Step Confirmation HITL Example (AgentOS) Step-Level User Input HITL Example (AgentOS) Workflow DB Integrations Example for AgentOS with Shopify tools Agent With Tools Basic Airbnb Agent Multi Agent A2A Trip Planning A2A Client Weather Agent A2A Reasoning Agent Research Team Structured Output Agent With Media Agent With Tools Agentic Chat: Dojo Demo Backend Tool Rendering: Dojo Demo Basic Human in the Loop: Dojo Demo Multiple Instances AG-UI Reasoning Agent Research Team Shared State: Dojo Demo AG-UI Showcase State Events Structured Output Team State Events Tool Based Generative UI: Dojo Demo AgentOS Demo Interfaces Agent With User Memory Basic Slack Agent Basic Workflow Channel Summarizer File Analyst Slack HITL: Audit Flow Slack HITL: Confirmation Slack HITL: External Execution Slack HITL: Incident Commander Slack HITL: Required Approval Slack HITL: Simple Confirmation Slack HITL: User Feedback Slack HITL: User Input Multi-Bot Streaming Test Multimodal Team Multimodal Workflow Multiple Slack Bot Instances Slack Reasoning Agent Research Assistant Streaming Deep Research Agent Support Team Slack Team HITL: Member Agent Confirmation Slack Team HITL: External Execution (Simple) Slack Team HITL: Team Tool Confirmation (Simple) Slack Team HITL: User Input Required (Simple) Telegram Media Agent Telegram Agent with User Memory Basic Telegram Agent Multiple Telegram Bot Instances Telegram Reasoning Agent Streaming Telegram Agent Streaming Workflow on Telegram Telegram Team Agent Telegram Workflow Agent Agent With Media Agent With User Memory Basic Deep Research Agent Image Generation Model Interactive Concierge Multimodal Team Multimodal Workflow Multiple WhatsApp Bot Instances WhatsApp Reasoning Agent Support Team Tourist Guide Video Generation Agent AgentOS Docling Markdown Analyst AgentOS Excel Analyst AgentOS Knowledge (Sync And Async) Agno Docs Agent Knowledge Server-side example for the learnings REST endpoints Using the learnings REST API endpoints directly Custom MCP Tool Example AgentOS with MCPTools using dynamic headers Dynamic Headers Server Example AgentOS app with MCP enabled MCP Tools Advanced Example MCP Tools Example MCP Tools Existing Lifespan Oauth Authkit Example Oauth Builtin Example MCP Demo Test Client Agent OS with Custom Middleware Agent OS with JWT Middleware Agent OS with JWT Middleware Cookies Agent OS with Service Accounts Custom Fastapi App with JWT Middleware Extract Content Middleware Guardrails Demo Middleware Basic OS Config YAML Config Agent OS Basic RBAC Example with AgentOS (Asymmetric Keys) Custom Scope Mappings Example Asymmetric WorkOS BYOT RBAC Advanced Scopes Per-Agent Permissions Example with AgentOS Symmetric RBAC Basic Custom Scope Mappings Example Symmetric RBAC + Per-User Data Isolation Example with AgentOS Symmetric RBAC with Cookie Tokens Quick end-to-end test for RBAC scope enforcement A2A Agent as Team Member Google ADK A2A Server for Cookbook Examples Agent OS Gateway Agno A2A Server for Cookbook Examples Remote Remote Adk Agent Remote Agent Remote Agent as Team Member Remote Agno A2A Agent Remote Team AgentOS Server for Cookbook Client Examples Async Schedule Basic scheduled agent run Scheduler Demo Multi Agent Schedules Scheduler Using the scheduler REST API endpoints directly Viewing and analyzing schedule run history Schedule management via REST API Schedule validation and error handling Scheduler Tools Agent Running the scheduler inside AgentOS with automatic polling Scheduling Teams and Workflows Agent Input And Output Schemas Schemas Team Input And Output Schemas Skills Get basic system information List files in a directory Scripts Skills With AgentOS Standalone StudioTools agent (no AgentOS) Studio HITL Agent StudioTools + human-in-the-loop served through AgentOS Studio Tools Agent Team Task Streaming Demo with AgentOS Advanced Trace Filtering Agent with Knowledge Tracing Agent with Reasoning Tools Tracing Basic Agent Tracing Basic Team Tracing Basic Workflow Tracing Basic Agent with Clickhousedb Basic Agent with MongoDB Basic Agent with Postgresdb Traces with AgentOS using SqliteDb DBs Tracing Tracing with Multi DB and Tracing Flag Tracing with Multi DB Scenario Basic Chat Workflow Agent Basic Workflow Basic Workflow Team Customer Research Workflow Parallel Workflow Workflow With Conditional Workflow With Custom Function Executors Workflow With Custom Function Updating Session State Workflow With History Workflow With Input Schema Workflow With Loop Workflow With Nested Steps Workflow With Parallel Workflow With Parallel And Custom Function Step Stream Workflow With Router Workflow With Steps Workflow With Workflow as a Step Advanced Compression Cancel Run Persistence Agent Serialization Automatic Cultural Management Background Execution Background Execution Metrics Background Execution Structured Basic Agent Events Cache Model Response Cancel Run Combined Metrics Compression Events Concurrent Execution Create Cultural Knowledge Culture Manager Metrics Example demonstrating a custom cancellation manager Custom Logging Debug Interchange Model: All 5 Providers Claude Gemini OpenAI Chat Responses OpenAI Claude OpenAI Gemini Manually Add Culture Metrics Multi-Model Metrics Advanced Reasoning Agent Events Retries Session Metrics Session Summary Metrics SSE Reconnection Streaming Metrics Tool Call Compression Tool Call Metrics Use Cultural Knowledge in Agent Approval Async Approval Basic Approval External Execution Approval List And Resolve Approval Post Hook Approval Team Approval User Input Audit Approval Async Audit Approval Confirmation Audit Approval External Audit Approval Overview Audit Approval User Input Agent With Instructions Agent With Tools Basic Agent Checkpoint Endpoints Crash recovery with checkpoint="tool-batch" Tool Error Persistence Custom Datetime Format Few Shot Learning Filter Tool Calls From History Instructions Instructions With State Introduction Message System Message Dependencies In Context Dependencies In Tools Dynamic Tools Fallback Models: Basic Fallback Models: Error-Specific Fallback Models: Callback Notification Fallback Models: Mid-Run Failure Fork a session via agent.fork_session() Custom Guardrail Mixed Hooks and Guardrails OpenAI Moderation Output Guardrail Guardrails PII Detection Prompt Injection Message History Hooks Hooks Post Hook Output Pre Hook Input Session State Hooks Stream Hook Tool Hooks Agentic User Input Confirmation Advanced Confirmation Required Confirmation Required MCP Toolkit Confirmation Toolkit Confirmation with Session State External Tool Execution Mixed External and Regular Tools Human In The Loop User Feedback (Structured Questions) User Input Required Expected Output Followups (Built-in) Followups: Streaming Input Formats Input Schema Output Model Output Schema Input Output Parser Model Response As Variable Save To File Streaming Agentic RAG Agentic RAG With Reasoning Agentic RAG With Reranking Custom Retriever Knowledge Filters Knowledge RAG Custom Embeddings References Format Traditional RAG Learning Machine Memory Manager Audio Input Output Audio Sentiment Analysis Audio Streaming Audio to Text Image To Audio Image To Image Image To Structured Output Image To Text Media Input For Tool Multimodal Video Caption Agents Basic Reasoning Reasoning With Model Regenerate Basic Skills Check Style Commit Message Agentic Session State Chat History Dynamic Session State Last N Session Messages State And Session Persistent Session Search Session History Session Options Session State Advanced Session State Basic Session State Events Session State Manual Update Session State Multiple Users Session Summary Continue From Fork Run Callable Tools Factory Tools Session State Tools Team Callable Members Tool Call Limit Tool Choice Tools with Literal Type Parameters Agentic Search over Knowledge - Agent with a Knowledge Base Agent with Guardrails - Input Validation and Safety Agent with Memory - Finance Agent that Remembers You Agent with State Management - Finance Agent with Watchlist Agent with Storage - Finance Agent with Storage Agent with Structured Output - Finance Agent with Typed Responses Agent with Tools - Finance Agent Agent with Typed Input and Output - Full Type Safety Custom Tool for Self-Learning - Write Your Own Tools Human in the Loop - Confirm Before Taking Action Multi-Agent Team - Investment Research Team Quickstart Agent OS - Web Interface for Your Agents Sequential Workflow - Stock Research Pipeline AgentOS Registry App Auto-Populating the Registry from Agents, Teams, and Workflows Serving an AgentOS with an Auto-Populated Registry AgentOS Registry Demo Load Agent from Database Load Team from Database Load Workflow from Database Components Registry for Non-Serializable Components Save Agent to Database Save Team to Database Save Workflow to Database Workflows Registry Agents in Workflow Save Conditional Workflow Steps Save Custom Executor Workflow Steps Save HITL Condition, Loop, and Router Steps Save HITL Confirmation Workflow Steps Save HITL User Input Workflow Steps Save Loop Workflow Steps Save Parallel Workflow Steps Save Router Workflow Steps Google Calendar Context Provider Custom Context Provider Database Context Provider (SQLite, read + write) Engineering briefing: Slack + Workspace + Parallel Web Filesystem Context Provider Google Drive Office Document Reading Gmail Context Provider Google Drive Context Provider Google Workspace Multi-Provider MCP Context Provider Multi Context Provider: Streaming Demo Multiple Context Providers on One Agent Slack Context Provider Slack Search & Media Tools Web Context Provider with Exa Web Context Provider with Exa's keyless MCP endpoint Web Context Provider with Parallel Web Context Provider with Parallel's MCP endpoint Team briefing: Slack + Web Wiki Context Provider: AgentOS Streaming Wiki Context Provider (dual: company knowledge + company voice) Wiki Context Provider (filesystem backend) Wiki Context Provider (git backend) Wiki Context Provider (Notion database backend) Wiki Context Provider: Sub-Agent Event Streaming Wiki Context Provider (filesystem + web ingestion) Workspace Context Provider Comparison Accuracy Evaluation Basic Accuracy Evaluation Accuracy Eval Metrics Team Accuracy Evaluation Given Answer Accuracy Evaluation Tool-Enabled Accuracy Evaluation Accuracy Evaluation with Database Logging Accuracy Evaluation with Custom Evaluator Agent Accuracy Basic Agent-as-Judge Evaluation Batch Agent-as-Judge Evaluation Binary Agent-as-Judge Evaluation Custom Evaluator Agent-as-Judge Evaluation Agent-as-Judge Eval Metrics Post-Hook Agent-as-Judge Evaluation Team Agent-as-Judge Evaluation Team Post-Hook Agent-as-Judge Evaluation Guideline-Based Agent-as-Judge Evaluation Tool-Using Agent-as-Judge Evaluation Agent As Judge Evals Async Function Performance Evaluation AutoGen Instantiation Performance Evaluation CrewAI Instantiation Performance Evaluation LangGraph Instantiation Performance Evaluation OpenAI Agents Instantiation Performance Evaluation PydanticAI Instantiation Performance Evaluation Smolagents Instantiation Performance Evaluation Performance Evaluation with Database Logging Agent Instantiation Performance Evaluation Agent-with-Tool Instantiation Performance Evaluation Team Instantiation Performance Evaluation Performance Memory Update Performance Evaluation Storage-Backed Response Performance Evaluation Simple Response Performance Evaluation Team Memory and Reasoning Performance Evaluation ## What is Agno's llms.txt? Agno publishes an `/llms.txt` file that provides AI systems with a structured index of its documentation. It follows the [llms.txt specification](https://llmstxt.org), organizing links to guides, API references, and tutorials under section headings so that LLMs like ChatGPT, Claude, and Gemini can quickly understand what Agno offers and where to find details. Pass Spec 1 Sections 1045 Links 97.6 KB Size ~25.0k Tokens Sections: Docs ## Add Agno Docs to Your AI Assistant Select your tool to see how to add Agno's llms.txt as a documentation source. Cursor Windsurf Claude Code ChatGPT Zed Copilot 1. 1 Open any chat or composer panel 2. 2 Type @Docs and select "Add new doc" 3. 3 Paste the URL: https://docs.agno.com/llms.txt 4. 4 Wait for the green dot (indexing complete) 5. 5 Reference @Docs in chat when asking about Agno Cursor crawls the URL and indexes all subpages. Add a trailing slash to index child pages too. ## Spec Compliance 5 notes ## Frequently Asked Questions Where is Agno's llms.txt file? Agno publishes its llms.txt at https://docs.agno.com/llms.txt. This file provides a structured, markdown-formatted index of Agno's documentation that AI systems can consume to understand the project's APIs, guides, and references. How do I use Agno's llms.txt with AI coding assistants? Copy the llms.txt content and paste it into your AI assistant (Cursor, Windsurf, Claude, ChatGPT) as context. This gives the AI an accurate map of Agno's documentation so it can provide better code suggestions and answers about Agno. What does Agno's llms.txt contain? Agno's llms.txt contains 1 sections and 1045 documentation links in 97.6 KB (~25.0k tokens). Key sections include Docs. How many tokens does Agno's llms.txt use? The concise llms.txt index is approximately 25.0k tokens (97.6 KB). Most AI assistants can fit this within their context window. For the full expanded documentation, look for an llms-full.txt variant which embeds all content inline. What is Agno? Build, run, manage agentic software at scale.. Agno's llms.txt file helps AI systems understand this by providing a structured overview of its documentation, making it easier for developers to get accurate AI-assisted help when working with Agno. Can I generate an llms.txt for my own project? Yes. Use the free llms.txt generator at mdream.dev/tools/llms-txt/generator to crawl your site and produce a spec-compliant llms.txt file. You can also validate existing files with the llms.txt validator. ## Browse More llms.txt Files [LaunchDarkly | Documentation](https://mdream.dev/llms-txt/agno/llms-txt/launchdarkly) [Modular Deploy fast and scalable GenAI inference](https://mdream.dev/llms-txt/agno/llms-txt/modular) [ClickHouse ClickHouse is a fast open-source column-oriented database management system (DBMS) optimized for real-time analytical queries using SQL. 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