# Agno ## Docs - [Welcome to Agno](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/index.md) - [Introduction](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/introduction.md) - [Your First Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/first-agent.md) - [What are Agents?](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/agents/overview.md) - [Building Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/agents/building-agents.md) - [Running Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/agents/running-agents.md) - [Debugging Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/agents/debugging-agents.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/agents/usage/agent-with-tools.md) - [Agent with Structured Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/agents/usage/agent-with-structured-output.md) - [Agent with Storage](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/agents/usage/agent-with-storage.md) - [Agent with Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/agents/usage/agent-with-memory.md) - [Agent with Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/agents/usage/agent-with-knowledge.md) - [What are Teams?](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/teams/overview.md) - [Building Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/teams/building-teams.md) - [Running Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/teams/running-teams.md) - [Delegation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/teams/delegation.md) - [Debugging Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/teams/debugging-teams.md) - [Basic Team](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/teams/usage/basic-team.md) - [Team Streaming](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/teams/usage/streaming.md) - [Direct Response Mode](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/teams/usage/respond-directly.md) - [What are Workflows?](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/overview.md) - [Building Workflows](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/building-workflows.md) - [Running Workflows](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/running-workflows.md) - [Workflow Patterns](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/overview.md) - [Sequential Workflows](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/sequential.md) - [Fully Python Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/fully-python-workflow.md) - [Step-Based Workflows](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/step-based-workflow.md) - [Custom Functions in Workflows](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/custom-function-step-workflow.md) - [Conditional Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/conditional-workflow.md) - [Parallel Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/parallel-workflow.md) - [Iterative Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/iterative-workflow.md) - [Branching Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/branching-workflow.md) - [Grouped Steps Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/grouped-steps-workflow.md) - [Advanced Workflow Patterns](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-patterns/advanced-workflow-patterns.md) - [Additional Data and Metadata](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/additional-data.md) - [Conversational Workflows](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/conversational-workflows.md) - [Accessing Multiple Previous Steps](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/access-previous-steps.md) - [Early Stopping](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/early-stop.md) - [Workflow Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/workflow-tools.md) - [Background Workflow Execution](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/background-execution.md) - [Sequential Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/sequence-of-steps.md) - [Parallel Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/parallel-steps-workflow.md) - [Conditional Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/condition-steps-workflow-stream.md) - [Loop Steps Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/loop-steps-workflow.md) - [Conditional Branching Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/router-steps-workflow.md) - [Step with function](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/step-with-function.md) - [Function instead of steps](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/function-instead-of-steps.md) - [Class-based Executor](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/class-based-executor.md) - [Condition with list of steps](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/condition-with-list-of-steps.md) - [Loop with Parallel Steps Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/loop-with-parallel-steps-stream.md) - [Condition and Parallel Steps Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/condition-and-parallel-steps-stream.md) - [Router with Loop Steps](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/router-with-loop-steps.md) - [Router with Step Choices](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/router-with-step-choices.md) - [Access Multiple Previous Steps Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/access-multiple-previous-steps-output.md) - [Step with Function using Additional Data](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/step-with-function-additional-data.md) - [Structured I/O](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/structured-io-at-each-step-level.md) - [Workflow with Input Schema Validation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/workflow-with-input-schema.md) - [Basic Conversational Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/basic-workflow-agent.md) - [Early Stop a Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/early-stop-workflow.md) - [Workflow Cancellation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/workflow-cancellation.md) - [Async Events Streaming](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/async-events-streaming.md) - [Store Events and Events to Skip in a Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/store-events-and-events-to-skip-in-a-workflow.md) - [Step with custom function streaming on AgentOS](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/workflows/usage/step-with-function-streaming-agentos.md) - [Input & Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/input-output/overview.md) - [Structured Input for Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/input-output/structured-input/agent.md) - [Structured Input for Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/input-output/structured-input/team.md) - [Structured Output for Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/input-output/structured-output/agent.md) - [Structured Output for Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/input-output/structured-output/team.md) - [Multimodal I/O](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/input-output/multimodal.md) - [Output Model](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/input-output/output-model.md) - [What are Models?](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/overview.md) - [Model as String](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/model-as-string.md) - [Compatibility Overview](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/compatibility.md) - [Response Caching](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/cache-response.md) - [Database](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/database/overview.md) - [Chat History](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/database/chat-history.md) - [Session Storage](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/database/session-storage.md) - [What are Tools?](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/overview.md) - [Agent Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/agent.md) - [Team with Custom Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/usage/team-with-custom-tools.md) - [Team with Tool Hooks](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/usage/team-with-tool-hooks.md) - [Async Team with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/usage/async-team-with-tools.md) - [Creating your own tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/creating-tools/overview.md) - [Python Functions as Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/creating-tools/python-functions.md) - [Custom Toolkits](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/creating-tools/toolkits.md) - [Tool Hooks](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/hooks.md) - [Model Context Protocol (MCP)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/overview.md) - [MCP Toolbox](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/mcp-toolbox.md) - [Multiple MCP Servers](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/multiple-servers.md) - [Dynamic Headers](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/dynamic-headers.md) - [Stdio Transport](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/transports/stdio.md) - [Streamable HTTP Transport](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/transports/streamable_http.md) - [SSE Transport](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/transports/sse.md) - [Understanding Server Parameters](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/server-params.md) - [Airbnb MCP agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/airbnb.md) - [GitHub MCP agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/github.md) - [Notion MCP agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/notion.md) - [Parallel MCP agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/parallel.md) - [Pipedream Auth](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/pipedream-auth.md) - [Pipedream Slack](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/pipedream-slack.md) - [Pipedream Google Calendar](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/pipedream-google-calendar.md) - [Pipedream LinkedIn](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/pipedream-linkedin.md) - [Stagehand MCP agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/stagehand.md) - [Stripe MCP agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/stripe.md) - [Supabase MCP agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/mcp/usage/supabase.md) - [Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/reasoning_tools/reasoning-tools.md) - [Workflow Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/reasoning_tools/workflow-tools.md) - [Knowledge Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/reasoning_tools/knowledge-tools.md) - [Memory Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/reasoning_tools/memory-tools.md) - [Tool Call Limit](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/tool-call-limit.md) - [Including and excluding tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/selecting-tools.md) - [Tool Result Caching](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/caching.md) - [Updating an Agent's Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/attaching-tools.md) - [Exceptions & Retries](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/exceptions.md) - [Toolkit Index](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/overview.md) - [Web Search](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/websearch.md) - [Arxiv](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/arxiv.md) - [BaiduSearch](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/baidusearch.md) - [DuckDuckGo](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/duckduckgo.md) - [Exa](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/exa.md) - [Hacker News](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/hackernews.md) - [Linkup](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/linkup.md) - [Parallel](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/parallel.md) - [Pubmed](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/pubmed.md) - [Searxng](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/searxng.md) - [Seltz](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/seltz.md) - [Serpapi](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/serpapi.md) - [SerperApi](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/serper.md) - [Tavily](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/tavily.md) - [Valyu](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/valyu.md) - [Wikipedia](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/wikipedia.md) - [Brave Search](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/search/bravesearch.md) - [Discord](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/discord.md) - [Email](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/email.md) - [Gmail](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/gmail.md) - [Reddit](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/reddit.md) - [Slack](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/slack.md) - [Telegram](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/telegram.md) - [Twilio](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/twilio.md) - [Webex](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/webex.md) - [WhatsApp](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/whatsapp.md) - [X (Twitter)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/x.md) - [Zoom](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/social/zoom.md) - [AgentQL](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/agentql.md) - [Browserbase](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/browserbase.md) - [Crawl4AI](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/crawl4ai.md) - [Firecrawl](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/firecrawl.md) - [Jina Reader](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/jina-reader.md) - [Newspaper](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/newspaper.md) - [Newspaper4k](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/newspaper4k.md) - [Spider](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/spider.md) - [Trafilatura](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/trafilatura.md) - [Website Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/website.md) - [ScrapeGraph](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/scrapegraph.md) - [Oxylabs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/oxylabs.md) - [BrightData](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/web-scrape/brightdata.md) - [CSV](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/database/csv.md) - [DuckDb](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/database/duckdb.md) - [Google BigQuery](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/database/google-bigquery.md) - [Neo4j](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/database/neo4j.md) - [Pandas](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/database/pandas.md) - [Postgres](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/database/postgres.md) - [Redshift](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/database/redshift.md) - [SQL](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/database/sql.md) - [Zep](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/database/zep.md) - [Calculator](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/local/calculator.md) - [Docker](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/local/docker.md) - [File](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/local/file.md) - [Local File System](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/local/local-file-system.md) - [Python](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/local/python.md) - [Shell](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/local/shell.md) - [Sleep](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/local/sleep.md) - [File Generation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/file-generation/file-generation.md) - [Azure OpenAI](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/models/azure-openai.md) - [Gemini](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/models/gemini.md) - [Groq](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/models/groq.md) - [Morph](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/models/morph.md) - [Nebius](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/models/nebius.md) - [OpenAI](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/models/openai.md) - [Airflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/airflow.md) - [Apify](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/apify.md) - [AWS Lambda](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/aws-lambda.md) - [AWS SES](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/aws-ses.md) - [Bitbucket](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/bitbucket.md) - [Brandfetch](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/brandfetch.md) - [Cal.com](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/calcom.md) - [Cartesia](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/cartesia.md) - [ClickUp](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/clickup.md) - [Composio](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/composio.md) - [Confluence](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/confluence.md) - [Custom API](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/custom-api.md) - [Dalle](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/dalle.md) - [Daytona](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/daytona.md) - [Desi Vocal](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/desi-vocal.md) - [Eleven Labs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/eleven-labs.md) - [E2B](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/e2b.md) - [EVM (Ethereum Virtual Machine)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/evm.md) - [Fal](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/fal.md) - [Financial Datasets API](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/financial-datasets.md) - [Giphy](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/giphy.md) - [Github](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/github.md) - [Google Maps](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/google-maps.md) - [Google Calendar](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/googlecalendar.md) - [Google Sheets](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/google-sheets.md) - [Jira](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/jira.md) - [Knowledge Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/knowledge.md) - [Linear](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/linear.md) - [Lumalabs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/lumalabs.md) - [Mem0](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/mem0.md) - [MLX Transcribe](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/mlx-transcribe.md) - [ModelsLabs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/models-labs.md) - [Nano Banana](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/nano-banana.md) - [MoviePy Video Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/moviepy.md) - [Notion Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/notion.md) - [OpenCV](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/opencv.md) - [OpenBB](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/openbb.md) - [OpenWeather](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/openweather.md) - [Reasoning](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/reasoning.md) - [Replicate](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/replicate.md) - [Resend](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/resend.md) - [Spotify](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/spotify.md) - [Shopify](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/shopify.md) - [Todoist](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/todoist.md) - [Trello](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/trello.md) - [User Control Flow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/user-control-flow.md) - [Visualization](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/visualization.md) - [Web Browser Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/web-browser.md) - [Web Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/webtools.md) - [Yfinance](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/yfinance.md) - [Youtube](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/youtube.md) - [Zendesk](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tools/toolkits/others/zendesk.md) - [Overview](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/overview.md) - [Quickstart](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/quickstart.md) - [Vector Databases](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/vector-db.md) - [Contents Database](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/contents-db.md) - [Search & Retrieval](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/search-and-retrieval/overview.md) - [Hybrid Search](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/search-and-retrieval/hybrid-search.md) - [Vector Search](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/search-and-retrieval/vector-search.md) - [Keyword Search](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/search-and-retrieval/keyword-search.md) - [Agentic RAG with Reranking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/search-and-retrieval/agentic-rag.md) - [Custom Retriever](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/search-and-retrieval/custom-retriever.md) - [Readers](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/readers/overview.md) - [Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/overview.md) - [Filtering](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/filters/overview.md) - [Agents with Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/agents/overview.md) - [Agentic RAG with LanceDB](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/agents/agentic-rag-lancedb.md) - [Agentic RAG with PgVector](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/agents/agentic-rag-pgvector.md) - [Traditional RAG with LanceDB](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/agents/traditional-rag-lancedb.md) - [Traditional RAG with PgVector](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/agents/traditional-rag-pgvector.md) - [Teams with Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/teams/overview.md) - [Team with Knowledge Base](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/teams/team-with-knowledge.md) - [Distributed RAG with PgVector](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/teams/distributed-rag-pgvector.md) - [Distributed RAG with LanceDB](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/teams/distributed-rag-lancedb.md) - [PDF Reader](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/readers/pdf-reader.md) - [CSV Reader](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/readers/csv-reader.md) - [JSON Reader](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/readers/json-reader.md) - [Markdown Reader](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/readers/markdown-reader.md) - [Website Reader](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/readers/website-reader.md) - [YouTube Reader](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/readers/youtube-reader.md) - [Fixed Size Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/fixed-size-chunking.md) - [Semantic Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/semantic-chunking.md) - [Recursive Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/recursive-chunking.md) - [Document Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/document-chunking.md) - [CSV Row Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/csv-row-chunking.md) - [Markdown Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/markdown-chunking.md) - [Agentic Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/agentic-chunking.md) - [Code Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/code-chunking.md) - [Custom Chunking](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/chunking/custom-chunking.md) - [Performance Tips](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/knowledge/concepts/performance-tips.md) - [What is Memory?](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/overview.md) - [Working with Memories](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/overview.md) - [Memory Optimization](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/memory-optimization.md) - [Memory with MongoDB](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/mongodb-memory.md) - [Memory with PostgreSQL](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/postgres-memory.md) - [Memory with SQLite](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/sqlite-memory.md) - [Memory with Redis](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/redis-memory.md) - [Standalone Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/standalone-memory.md) - [Memory Creation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/memory-creation.md) - [Custom Memory Instructions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/custom-memory-instructions.md) - [Memory Search](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/working-with-memories/memory-search.md) - [Agent Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/agent/overview.md) - [Agent with Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/agent/agent-with-memory.md) - [Agentic Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/agent/agentic-memory.md) - [Share Memory between Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/agent/agents-share-memory.md) - [Custom Memory Manager](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/agent/custom-memory-manager.md) - [Multi-user, Multi-session Chat](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/agent/multi-user-multi-session-chat.md) - [Multi-User, Multi-Session Chat Concurrently](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/agent/multi-user-multi-session-chat-concurrent.md) - [Share Memory and History between Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/agent/share-memory-and-history-between-agents.md) - [Teams with Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/team/overview.md) - [Team with Memory Manager](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/team/team-with-memory-manager.md) - [Team with Agentic Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/team/team-with-agentic-memory.md) - [Production Best Practices](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/memory/best-practices.md) - [Learning Machines](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/overview.md) - [Quickstart](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/quickstart.md) - [Learning Stores](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/stores/intro.md) - [User Profile](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/stores/user-profile.md) - [User Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/stores/user-memory.md) - [Session Context](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/stores/session-context.md) - [Entity Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/stores/entity-memory.md) - [Learned Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/stores/learned-knowledge.md) - [Decision Log](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/stores/decision-log.md) - [Learning Modes](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/learning-modes.md) - [Custom Schemas](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/learning/custom-schemas.md) - [Introduction to Skills](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/skills/overview.md) - [Creating Skills](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/skills/creating-skills.md) - [Loading Skills](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/skills/loading-skills.md) - [What is Reasoning?](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/overview.md) - [Reasoning Models](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/reasoning-models.md) - [Azure AI Foundry](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/azure-ai-foundry/azure-ai-foundry.md) - [Azure OpenAI o1](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/azure-openai/o1.md) - [Azure OpenAI o3](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/azure-openai/o3.md) - [Azure OpenAI GPT 4.1](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/azure-openai/reasoning-model-gpt4-1.md) - [DeepSeek Reasoner](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/deepseek/deepseek-reasoner.md) - [Groq DeepSeek R1](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/groq/groq.md) - [Groq Claude + DeepSeek R1](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/groq/groq-plus-claude.md) - [Ollama DeepSeek R1](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/ollama/ollama.md) - [OpenAI o1 pro](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/openai/o1-pro.md) - [OpenAI GPT-5-mini](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/openai/gpt5-mini.md) - [OpenAI gpt-5-mini with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/openai/gpt5-mini-tools.md) - [OpenAI o4-mini](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/openai/o4-mini.md) - [OpenAI GPT-4.1](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/openai/reasoning-model-gpt4-1.md) - [OpenAI o4-mini with reasoning summary](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/openai/reasoning-summary.md) - [OpenAI gpt-5-mini with reasoning effort](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/openai/reasoning-effort.md) - [xAI Grok 3 Mini](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/models/xai/reasoning-effort.md) - [Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/reasoning-tools.md) - [Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/reasoning-tools.md) - [Azure OpenAI with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/azure-openai-reasoning-tools.md) - [Ollama with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/ollama-reasoning-tools.md) - [OpenAI with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/openai-reasoning-tools.md) - [Vercel with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/vercel-reasoning-tools.md) - [Cerebras Llama with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/cerebras-llama-reasoning-tools.md) - [Claude with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/claude-reasoning-tools.md) - [Gemini with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/gemini-reasoning-tools.md) - [Groq with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/groq-reasoning-tools.md) - [Capture Reasoning Content with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/capture-reasoning-content-reasoning-tools.md) - [Reasoning Agent with Knowledge Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/knowledge-tools.md) - [Capture Reasoning Content with Knowledge Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/capture-reasoning-content-knowledge-tools.md) - [Team with Reasoning Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/reasoning-tool-team.md) - [Team with Knowledge Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/tools/knowledge-tool-team.md) - [Reasoning Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/reasoning-agents.md) - [Basic Reasoning Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/agents/basic-cot.md) - [Capture Reasoning Content](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/agents/capture-reasoning-content-cot.md) - [Non-Reasoning Model Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/agents/non-reasoning-model-cot.md) - [Team with Chain of Thought](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/reasoning/usage/agents/team-cot.md) - [Overview](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/overview.md) - [Multimodal Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/overview.md) - [Image As Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/image-input.md) - [Image Model Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/image-output.md) - [Image to Text Analysis](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/image-to-text.md) - [Image to Structured Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/image-to-structured-output.md) - [High Fidelity Image Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/image-input-high-fidelity.md) - [Image to Image Generation Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/image-to-image-agent.md) - [Image Input for Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/image-input-for-tool.md) - [Image to Audio Story Generation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/image-to-audio.md) - [Image Generation Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/image-generation.md) - [Generate output image using DALL-E](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/generate-image.md) - [Generate output image using DALL-E with intermediate steps](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/generate-image-with-intermediate-steps.md) - [Agent Using Multimodal Tool Response in Runs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/agent-using-multimodal-tool-response-in-runs.md) - [Audio As Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/audio_input.md) - [Audio Model Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/audio_output.md) - [Audio Input Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/audio-input-output.md) - [Audio to Text Transcription](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/audio-to-text.md) - [Audio Generation Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/audio_generation.md) - [Generate Music using Models Lab](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/generate-music-agent.md) - [Audio Multi Turn](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/audio-multi-turn.md) - [Audio Sentiment Analysis](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/audio-sentiment-analysis.md) - [Audio Streaming](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/audio-streaming.md) - [Video Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/video_input.md) - [Video Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/video_generation.md) - [Video Caption Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/video-caption.md) - [Shorts from Video](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/video-to-shorts.md) - [Generate Video (ReplicateTools)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/generate-video-using-replicate.md) - [Generate Video (ModelsLabTools)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/generate-video-using-models-lab.md) - [File Input for Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/agent/usage/file-input-for-tool.md) - [Multimodal Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/team/overview.md) - [Image to Text Team](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/team/usage/image-to-text.md) - [Image Generation Team](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/team/usage/generate-image-with-team.md) - [Image to Structured Movie Script Team](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/team/usage/image-to-structured-output.md) - [Image Transformation Team](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/team/usage/image-to-image-transformation.md) - [Audio Transcription Team](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/team/usage/audio-to-text.md) - [Audio Sentiment Analysis Team](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/team/usage/audio-sentiment-analysis.md) - [Video Captioning Team](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/multimodal/team/usage/video-caption-generation.md) - [Sessions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/overview.md) - [Persisting Sessions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/persisting-sessions/overview.md) - [Storage Control](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/persisting-sessions/storage-control.md) - [Session Management](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/session-management.md) - [History Management](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/history-management.md) - [Session Summaries](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/session-summaries.md) - [Workflow Sessions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/workflow-sessions.md) - [Metrics](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/metrics/overview.md) - [Agent Metrics](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/metrics/agent.md) - [Agent Extra Metrics](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/metrics/usage/agent-extra-metrics.md) - [Agent Metrics and Performance Monitoring](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/metrics/usage/agent-metrics.md) - [Team Metrics](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/metrics/team.md) - [Team Metrics Analysis](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/metrics/usage/team-metrics.md) - [Workflow Metrics](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/sessions/metrics/workflow.md) - [State Management](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/overview.md) - [Agent Session State](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/overview.md) - [Basic State](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/session-state-basic.md) - [State in Instructions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/session-state-in-instructions.md) - [State in Context](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/session-state-in-context.md) - [Advanced State](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/session-state-advanced.md) - [Multiple Users](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/session-state-multiple-users.md) - [Agentic State](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/agentic-session-state.md) - [Dynamic State](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/dynamic-session-state.md) - [Change State on Run](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/change-state-on-run.md) - [Last N Messages](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/agent/last-n-session-messages.md) - [Team Session State](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/team/overview.md) - [Agentic State](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/team/agentic-session-state.md) - [Change State on Run](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/team/change-state-on-run.md) - [State in Instructions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/team/session-state-in-instructions.md) - [Share Member Interactions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/team/share-member-interactions.md) - [Workflow Session State](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/workflows/overview.md) - [State in Custom Function](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/workflows/access-session-state-in-custom-python-function-step.md) - [State in Condition](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/workflows/access-session-state-in-condition-evaluator-function.md) - [State in Router](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/state/workflows/access-session-state-in-router-selector-function.md) - [Context Engineering](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/overview.md) - [Context Engineering](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/agent/overview.md) - [Basic Instructions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/agent/instructions.md) - [Dynamic Instructions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/agent/dynamic-instructions.md) - [Instructions via Function](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/agent/instructions-via-function.md) - [Few-Shot Learning](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/agent/few-shot-learning.md) - [Providing Datetime](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/agent/datetime-instructions.md) - [Providing Location](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/agent/location-instructions.md) - [Managing Tool Calls](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/agent/filter-tool-calls-from-history.md) - [Context Engineering](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/team/overview.md) - [Managing Tool Calls](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/context/team/filter-tool-calls-from-history.md) - [Chat History](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/overview.md) - [Chat History in Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/agent/overview.md) - [Chat History](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/agent/chat-history.md) - [Chat History in Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/team/overview.md) - [Direct Response with Team History](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/team/respond-directly-with-history.md) - [Team History](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/team/team-history.md) - [Member History](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/team/history-of-members.md) - [Share Member Interactions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/team/share-member-interactions.md) - [Workflow History & Continuous Execution](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/workflow/overview.md) - [Single Step Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/workflow/single-step-continuous-execution-workflow.md) - [Multi-Step Workflow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/workflow/workflow-with-history-enabled-for-steps.md) - [Per-Step History](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/workflow/enable-history-for-step.md) - [History in Functions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/workflow/get-history-in-function.md) - [Multi-Purpose CLI](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/workflow/multi-purpose-cli.md) - [Intent Routing](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/history/workflow/intent-routing-with-history.md) - [Context Compression](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/compression/overview.md) - [Token Counting](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/compression/token-counting.md) - [Dependencies](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/overview.md) - [Dependencies with Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/agent/overview.md) - [Add Dependencies to Agent Run](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/agent/add-dependencies-run.md) - [Add Dependencies to Agent Context](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/agent/add-dependencies-to-context.md) - [Access Dependencies in Tool](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/agent/access-dependencies-in-tool.md) - [Dependencies with Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/team/overview.md) - [Adding Dependencies to Team Run](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/team/add-dependencies-run.md) - [Adding Dependencies to Team Context](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/team/add-dependencies-to-context.md) - [Using Reference Dependencies in Team Instructions](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/team/reference-dependencies.md) - [Access Dependencies in Team Tool](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/dependencies/team/access-dependencies-in-tool.md) - [Guardrails](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/overview.md) - [Prompt Injection Guardrail](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/included/prompt-injection.md) - [PII Detection Guardrail](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/included/pii.md) - [OpenAI Moderation Guardrail](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/included/openai-moderation.md) - [PII Detection Guardrail](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/usage/agent/pii-detection.md) - [Prompt Injection Guardrail](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/usage/agent/prompt-injection.md) - [OpenAI Moderation Guardrail](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/usage/agent/openai-moderation.md) - [PII Detection Guardrail for Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/usage/team/pii-detection.md) - [Prompt Injection Guardrail for Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/usage/team/prompt-injection.md) - [OpenAI Moderation Guardrail for Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/guardrails/usage/team/openai-moderation.md) - [Human-in-the-Loop in Agents](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/overview.md) - [User Confirmation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/user-confirmation.md) - [User Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/user-input.md) - [Dynamic User Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/dynamic-user-input.md) - [External Tool Execution](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/external-execution.md) - [Agentic User Input with Control Flow](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/agentic-user-input.md) - [Tool Confirmation Required](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/confirmation-required.md) - [Async Tool Confirmation Required](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/confirmation-required-async.md) - [Confirmation Required with Mixed Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/confirmation-required-mixed-tools.md) - [Confirmation Required with Multiple Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/confirmation-required-multiple-tools.md) - [Confirmation Required with Async Streaming](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/confirmation-required-stream-async.md) - [Confirmation Required with Toolkit](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/confirmation-required-toolkit.md) - [Confirmation Required with History](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/confirmation-required-with-history.md) - [Confirmation Required with Run ID](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/confirmation-required-with-run-id.md) - [User Input Required for Tool Execution](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/user-input-required.md) - [User Input Required All Fields](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/user-input-required-all-fields.md) - [User Input Required Async](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/user-input-required-async.md) - [User Input Required Stream Async](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/user-input-required-stream-async.md) - [External Tool Execution](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/external-tool-execution.md) - [External Tool Execution Async](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/external-tool-execution-async.md) - [External Tool Execution Stream Async](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/external-tool-execution-stream-async.md) - [External Tool Execution Toolkit](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hitl/usage/external-tool-execution-toolkit.md) - [What is Evals](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/overview.md) - [Accuracy Evals](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/accuracy/overview.md) - [Basic Accuracy](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/accuracy/usage/basic.md) - [Async Accuracy Evaluation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/accuracy/usage/accuracy-async.md) - [Comparison Accuracy Evaluation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/accuracy/usage/accuracy-comparison.md) - [Accuracy with Database Logging](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/accuracy/usage/accuracy-db-logging.md) - [Accuracy with Given Answer](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/accuracy/usage/accuracy-with-given-answer.md) - [Accuracy with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/accuracy/usage/accuracy-with-tools.md) - [Accuracy with Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/accuracy/usage/accuracy-with-teams.md) - [Performance Evals](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/overview.md) - [Performance on Agent Response](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/usage/performance-simple-response.md) - [Async Performance Evaluation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/usage/performance-async.md) - [Performance on Agent Instantiation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/usage/performance-agent-instantiation.md) - [Performance on Agent Instantiation with Tool](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/usage/performance-instantiation-with-tool.md) - [Performance on Agent with Storage](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/usage/performance-with-storage.md) - [Performance with Memory Updates](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/usage/performance-with-memory.md) - [Performance with Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/usage/performance-team-instantiation.md) - [Team Performance with Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/usage/performance-team-with-memory.md) - [Performance with Database Logging](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/performance/usage/performance-db-logging.md) - [Reliability Evals](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/reliability/overview.md) - [Reliability with Single Tool](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/reliability/usage/basic.md) - [Async Reliability Evaluation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/reliability/usage/reliability-async.md) - [Reliability with Database Logging](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/reliability/usage/reliability-db-logging.md) - [Single Tool Reliability](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/reliability/usage/reliability-single-tool.md) - [Reliability with Multiple Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/reliability/usage/reliability-with-multiple-tools.md) - [Reliability with Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/reliability/usage/reliability-with-teams.md) - [Team Reliability with Stock Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/reliability/usage/reliability-team-advanced.md) - [Agent as Judge Evals](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/overview.md) - [Basic Agent as Judge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/usage/agent-as-judge-basic.md) - [Async Agent as Judge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/usage/agent-as-judge-async.md) - [Binary Agent as Judge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/usage/agent-as-judge-binary.md) - [Batch Agent as Judge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/usage/agent-as-judge-batch.md) - [Agent as Judge with Custom Evaluator](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/usage/agent-as-judge-custom-evaluator.md) - [Agent as Judge with Guidelines](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/usage/agent-as-judge-with-guidelines.md) - [Agent as Judge as Post-Hook](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/usage/agent-as-judge-post-hook.md) - [Agent as Judge with Teams](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/usage/agent-as-judge-team.md) - [Async Team Post-Hook Agent as Judge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/evals/agent-as-judge/usage/agent-as-judge-team-post-hook-async.md) - [Pre-hooks and Post-hooks](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hooks/overview.md) - [Input Validation Pre-Hook](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hooks/usage/agent/input-validation-pre-hook.md) - [Input Transformation Pre-Hook](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hooks/usage/agent/input-transformation-pre-hook.md) - [Output Validation Post-Hook](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hooks/usage/agent/output-validation-post-hook.md) - [Output Transformation Post-Hook](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hooks/usage/agent/output-transformation-post-hook.md) - [Input Validation Pre-Hook](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hooks/usage/team/input-validation-pre-hook.md) - [Input Transformation Pre-Hook](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hooks/usage/team/input-transformation-pre-hook.md) - [Output Validation Post-Hook](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hooks/usage/team/output-validation-post-hook.md) - [Output Transformation Post-Hook](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/hooks/usage/team/output-transformation-post-hook.md) - [Tracing](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tracing/overview.md) - [Basic Setup](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tracing/basic-setup.md) - [Accessing your Traces](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tracing/db-functions.md) - [Basic Agent Tracing](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tracing/usage/basic-agent-tracing.md) - [Basic Team Tracing](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tracing/usage/basic-team-tracing.md) - [Basic Workflow Tracing](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/tracing/usage/basic-workflow-tracing.md) - [Cancelling a Run](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/run-cancellation/overview.md) - [Agent Run Cancellation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/run-cancellation/agent-cancel-run.md) - [Team Run Cancellation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/run-cancellation/team-cancel-run.md) - [Workflow Run Cancellation](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/run-cancellation/workflow-cancel-run.md) - [Model Index](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/model-index.md) - [Anthropic Claude](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/basic.md) - [Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/basic-stream.md) - [Beta Features](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/betas.md) - [Code Execution Tool](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/code-execution.md) - [Context Editing](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/context-management.md) - [Claude Agent Skills](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/skills.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/tool-use.md) - [Agent with Structured Outputs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/structured-output.md) - [Agent with Structured Outputs Streaming](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/structured-output-stream.md) - [Agent with Structured Outputs and Strict Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/structured-output-strict-tools.md) - [Agent with Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/knowledge.md) - [File Upload](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/file-upload.md) - [Image Input Bytes Content](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/image-input-bytes.md) - [Image Input URL](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/image-input-url.md) - [PDF Input Bytes Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/pdf-input-bytes.md) - [PDF Input Local Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/pdf-input-local.md) - [PDF Input URL Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/pdf-input-url.md) - [Prompt Caching](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/prompt-caching.md) - [Response Caching](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/cache-response.md) - [Web Fetch](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/anthropic/usage/web-fetch.md) - [Cohere](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/cohere/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/cohere/usage/basic.md) - [Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/cohere/usage/basic-stream.md) - [Image Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/cohere/usage/image-agent.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/cohere/usage/tool-use.md) - [Agent with Structured Outputs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/cohere/usage/structured-output.md) - [Agent with Storage](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/cohere/usage/storage.md) - [Agent with Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/cohere/usage/knowledge.md) - [DashScope](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/dashscope/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/dashscope/usage/basic.md) - [Basic Agent with Streaming](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/dashscope/usage/basic-stream.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/dashscope/usage/tool-use.md) - [Image Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/dashscope/usage/image-agent.md) - [Image Agent with Bytes](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/dashscope/usage/image-agent-bytes.md) - [Structured Output Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/dashscope/usage/structured-output.md) - [Thinking Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/dashscope/usage/thinking-agent.md) - [DeepSeek](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/deepseek/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/deepseek/usage/basic.md) - [Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/deepseek/usage/basic-stream.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/deepseek/usage/tool-use.md) - [Agent with Structured Outputs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/deepseek/usage/structured-output.md) - [Gemini](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/basic.md) - [Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/basic-stream.md) - [Agent with Structured Outputs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/structured-output.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/tool-use.md) - [Agent with Storage](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/storage.md) - [Agent with Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/knowledge.md) - [Image Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/image-input.md) - [Image Agent with File Upload](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/image-input-file-upload.md) - [Image Generation Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/image-generation.md) - [Image Generation Agent (Streaming)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/image-generation-stream.md) - [Image Editing Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/image-editing.md) - [Imagen Tool with OpenAI](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/imagen-tool.md) - [Advanced Imagen Tool with Vertex AI](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/imagen-tool-advanced.md) - [Agent with Vertex AI](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/vertexai.md) - [Agent with Grounding](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/grounding.md) - [Agent with URL Context](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/url-context.md) - [Agent with URL Context and Search](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/url-context-with-search.md) - [Flash Thinking Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/flash-thinking.md) - [Audio Input (Bytes Content)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/audio-input-bytes-content.md) - [Audio Input (Upload the file)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/audio-input-file-upload.md) - [Audio Input (Local file)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/audio-input-local-file-upload.md) - [Agent with PDF Input (Local file)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/pdf-input-local.md) - [Agent with PDF Input (URL)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/pdf-input-url.md) - [Agent with GCS File Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/gcs-file-input.md) - [Agent with External URL Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/external-url-input.md) - [Agent with S3 Pre-signed URL Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/s3-presigned-url-input.md) - [Video Input (Bytes Content)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/video-input-bytes-content.md) - [Video Input (File Upload)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/video-input-file-upload.md) - [Video Input (Local File Upload)](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/google/usage/video-input-local-file-upload.md) - [Meta](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/basic.md) - [Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/basic-stream.md) - [Asynchronous Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/async-basic.md) - [Asynchronous Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/async-stream.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/tool-use.md) - [Agent with Async Tool Usage](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/async-tool-use.md) - [Agent with Structured Outputs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/structured-output.md) - [Agent with Image Input](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/image-input-bytes.md) - [Agent With Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/knowledge.md) - [Agent with Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/meta/usage/memory.md) - [Mistral](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/basic.md) - [Basic Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/basic-stream.md) - [Async Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/async-basic.md) - [Async Basic Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/async-basic-stream.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/tool-use.md) - [Async Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/async-tool-use.md) - [Agent with Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/memory.md) - [Structured Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/structured-output.md) - [Structured Output With Tool Use](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/structured-output-with-tool-use.md) - [Async Structured Output Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/async-structured-output.md) - [Image Bytes Input Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/image-bytes-input-agent.md) - [Image Compare Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/image-compare-agent.md) - [Image File Input Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/image-file-input-agent.md) - [Image Ocr With Structured Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/image-ocr-with-structured-output.md) - [Image Transcribe Document Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/image-transcribe-document-agent.md) - [Mistral Small](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/mistral/usage/mistral-small.md) - [OpenAI](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/basic.md) - [Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/basic-stream.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/tool-use.md) - [Agent with Structured Outputs](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/structured-output.md) - [Agent with Storage](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/storage.md) - [Agent with Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/knowledge.md) - [Image Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/image-agent.md) - [Audio Input Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/audio-input-agent.md) - [Audio Output Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/audio-output-agent.md) - [Generate Images](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/generate-images.md) - [Agent with Reasoning Effort](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/reasoning-effort.md) - [Response Caching](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/completion/usage/cache-response.md) - [OpenAI Responses](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/overview.md) - [Agent Flex Tier](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/agent-flex-tier.md) - [Async Basic](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/async-basic.md) - [Async Basic Stream](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/async-basic-stream.md) - [Async Tool Use](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/async-tool-use.md) - [Basic](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/basic.md) - [Basic Stream](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/basic-stream.md) - [Db](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/db.md) - [Deep Research Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/deep-research-agent.md) - [Image Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/image-agent.md) - [Image Agent Bytes](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/image-agent-bytes.md) - [Image Agent With Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/image-agent-with-memory.md) - [Image Generation Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/image-generation-agent.md) - [Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/knowledge.md) - [Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/memory.md) - [Pdf Input Local](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/pdf-input-local.md) - [Pdf Input Url](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/pdf-input-url.md) - [Reasoning O3 Mini](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/reasoning-o3-mini.md) - [Structured Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/structured-output.md) - [Tool Use](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/tool-use.md) - [Tool Use Gpt 5](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/tool-use-gpt-5.md) - [Tool Use O3](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/tool-use-o3.md) - [Tool Use Stream](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/tool-use-stream.md) - [Verbosity Control](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/verbosity-control.md) - [Websearch Builtin Tool](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/websearch-builtin-tool.md) - [ZDR Reasoning Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/openai/responses/usage/zdr-reasoning-agent.md) - [Perplexity](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/perplexity/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/perplexity/usage/basic.md) - [Basic Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/perplexity/usage/basic-stream.md) - [Async Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/perplexity/usage/async-basic.md) - [Async Basic Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/perplexity/usage/async-basic-stream.md) - [Agent with Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/perplexity/usage/knowledge.md) - [Agent with Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/perplexity/usage/memory.md) - [Agent with Structured Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/perplexity/usage/structured-output.md) - [Vercel v0](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/vercel/overview.md) - [Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/vercel/usage/basic.md) - [Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/vercel/usage/basic-stream.md) - [Image Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/vercel/usage/image-agent.md) - [Agent with Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/vercel/usage/knowledge.md) - [Agent with Tools](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/vercel/usage/tool-use.md) - [xAI](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/overview.md) - [Basic](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/basic.md) - [Basic Stream](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/basic-stream.md) - [Tool Use](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/tool-use.md) - [Async Basic Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/basic-async.md) - [Async Streaming Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/basic-async-stream.md) - [Tool Use Stream](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/tool-use-stream.md) - [Async Tool Use](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/async-tool-use.md) - [Structured Output](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/structured-output.md) - [Image Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/image-agent.md) - [Image Agent Bytes](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/image-agent-bytes.md) - [Live Search Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/live-search-agent.md) - [Live Search Agent Stream](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/live-search-agent-stream.md) - [Reasoning Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/native/xai/usage/reasoning-agent.md) - [Ollama](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/overview.md) - [Basic](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/basic.md) - [Basic Stream](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/basic-stream.md) - [Ollama Cloud](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/cloud.md) - [Async Basic](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/async-basic.md) - [Async Basic Stream](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/async-basic-stream.md) - [Tool Use](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/tool-use.md) - [Tool Use Stream](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/tool-use-stream.md) - [Knowledge](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/knowledge.md) - [Memory](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/memory.md) - [Demo Deepseek R1](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/demo-deepseek-r1.md) - [Demo Gemma](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/demo-gemma.md) - [Demo Phi4](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/demo-phi4.md) - [Demo Qwen](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/demo-qwen.md) - [Image Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/image-agent.md) - [Multimodal Agent](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/multimodal.md) - [Set Client](https://agno-v2-includ-tool-results-in-member-responses.mintlify.site/models/providers/local/ollama/usage/set-client.md) _Note: this index was truncated to stay under 100,000 characters; 2403 pages and 1 OpenAPI spec omitted._