> ## Documentation Index
> Fetch the complete documentation index at: https://agno-v2-docs-scavio-google-v2.mintlify.site/llms.txt
> Use this file to discover all available pages before exploring further.

# Overview

> Enable Agno agents to interact with external systems via MCP interface. 

| Example                                                                                              | Description                                                                                                                                       |
| ---------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------- |
| [MCP Filesystem Agent](/examples/tools/mcp/filesystem)                                               | Create a filesystem agent that uses MCP to explore, analyze, and provide insights about files and directories.                                    |
| [MCP GitHub Agent](/examples/tools/mcp/github)                                                       | Create a GitHub agent that uses MCP to explore, analyze, and provide insights about GitHub repositories.                                          |
| [Groq + MCP = Lightning Fast Agents](/examples/tools/mcp/groq-mcp)                                   | Create a high-performance filesystem agent by combining Groq's fast LLM inference with the Model Context Protocol (MCP).                          |
| [Include Exclude Tools](/examples/tools/mcp/include-exclude-tools)                                   | Filter which MCP server tools an agent can use with include\_tools and exclude\_tools.                                                            |
| [Multiple Servers](/examples/tools/mcp/multiple-servers)                                             | Connect one agent to Airbnb and Brave Search MCP servers at once using MultiMCPTools.                                                             |
| [Sequential Thinking](/examples/tools/mcp/sequential-thinking)                                       | Pair the Sequential Thinking MCP server with YFinanceTools so an agent reasons step by step before comparing two stocks.                          |
| [MCP Airbnb Agent](/examples/tools/mcp/airbnb)                                                       | Create an agent that uses MCP and Gemini 2.5 Pro to search for Airbnb listings.                                                                   |
| [Agno MCP](/examples/tools/mcp/agno-mcp)                                                             | Query the Agno docs MCP server over streamable HTTP with MCPTools and a Claude agent.                                                             |
| [MCP Brave Agent - Search for Brave](/examples/tools/mcp/brave)                                      | Create an agent that uses Anthropic to search for information using the Brave MCP server.                                                         |
| [Cli](/examples/tools/mcp/cli)                                                                       | Run an interactive CLI chat loop against a GitHub MCP server agent.                                                                               |
| [GibsonAI MCP Server](/examples/tools/mcp/gibsonai)                                                  | Connect a local GibsonAI MCP server to an Agno agent.                                                                                             |
| [MCP Graphiti Agent](/examples/tools/mcp/graphiti)                                                   | Use Agno's MCP integration with Graphiti to build a personal diary assistant.                                                                     |
| [Include Tools](/examples/tools/mcp/include-tools)                                                   | Limit an MCP filesystem server to three functions with the include\_tools filter.                                                                 |
| [MCP Toolbox for DB](/examples/tools/mcp/mcp-toolbox-for-db)                                         | Connect an agent to an MCP Toolbox for Databases server and load hotel-management and booking-system toolsets via MCPToolbox.                     |
| [‍ Mem0 MCP - Personalized Code Reviewer](/examples/tools/mcp/mem0)                                  | Use Agno's MCP integration with Mem0 to build a personalized code reviewer.                                                                       |
| [Multiple Servers Allow Partial Failure](/examples/tools/mcp/multiple-servers-allow-partial-failure) | Use multiple MCP servers in a single agent, allowing for partial failure.                                                                         |
| [Notion MCP Agent](/examples/tools/mcp/notion-mcp-agent)                                             | Use the Agno MCP tools to interact with your Notion workspace.                                                                                    |
| [Oxylabs](/examples/tools/mcp/oxylabs)                                                               | Connect a Gemini agent to the Oxylabs MCP server to scrape a careers page for job titles.                                                         |
| [MCP Parallel Agent - Search for Parallel](/examples/tools/mcp/parallel)                             | Create an agent that searches for information using the Parallel MCP server.                                                                      |
| [Pipedream Auth](/examples/tools/mcp/pipedream-auth)                                                 | This is an example of how to use Pipedream MCP servers with authentication.                                                                       |
| [Pipedream Google Calendar MCP](/examples/tools/mcp/pipedream-google-calendar)                       | Use Pipedream MCP servers (in this case the Google Calendar one) with Agno Agents.                                                                |
| [Pipedream LinkedIn MCP](/examples/tools/mcp/pipedream-linkedin)                                     | Review a legacy LinkedIn MCP integration that uses Pipedream's retired per-app SSE endpoint.                                                      |
| [Pipedream Slack MCP](/examples/tools/mcp/pipedream-slack)                                           | Use Pipedream MCP servers (in this case the Slack one) with Agno Agents.                                                                          |
| [Qdrant](/examples/tools/mcp/qdrant)                                                                 | Store and retrieve agent output in a Qdrant collection through the Qdrant MCP server.                                                             |
| [Stagehand MCP Agent](/examples/tools/mcp/stagehand)                                                 | Create HackerNews content with an agent using the Stagehand MCP server.                                                                           |
| [Stripe MCP Agent](/examples/tools/mcp/stripe)                                                       | Create an Agno agent that interacts with the Stripe API via MCP.                                                                                  |
| [Supabase MCP Agent](/examples/tools/mcp/supabase)                                                   | Use the Supabase MCP server to create projects, database schemas, edge functions, and more.                                                       |
| [Tool Name Prefix](/examples/tools/mcp/tool-name-prefix)                                             | This is useful to avoid name collisions with other tools, especially when using multiple MCP servers.                                             |
| [Dynamic Headers](/examples/tools/mcp/dynamic-headers/overview)                                      | Dynamically send information to the MCP server via HTTP headers.                                                                                  |
| [Local Server](/examples/tools/mcp/local-server/overview)                                            | Run a local FastMCP weather server over stdio and connect an Agno agent to it with MCPTools.                                                      |
| [Mcp Toolbox Demo](/examples/tools/mcp/mcp-toolbox-demo/overview)                                    | Run Agno agents and workflows against a PostgreSQL database through the MCP Toolbox for Databases server.                                         |
| [Sse Transport](/examples/tools/mcp/sse-transport/overview)                                          | Connect agents to an MCP server over SSE transport using MCPTools and MultiMCPTools.                                                              |
| [Streamable Http Transport](/examples/tools/mcp/streamable-http-transport/overview)                  | Connect an Agno agent to a Streamable HTTP MCP server using MCPTools and MultiMCPTools.                                                           |
| [MCP BGPT Agent - Evidence-grounded scientific paper search](/examples/tools/mcp/bgpt)               | Query the hosted BGPT MCP server over Streamable HTTP to search papers and surface methods, sample sizes, limitations, and conflicts of interest. |
