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Build an MCP client Model Context Protocol · in the page docs/2024-11-05/develop/build-client …erface * Implement rich console output * Add command history or auto-completion ## Running the Client To run your client with any MCP server: ```bash theme={null} uv run client.py path/to/ser… Build an MCP server Model Context Protocol · in the page docs/2024-11-05/develop/build-server …/mintcdn.com/mcp/4ZXF1PrDkEaJvXpn/images/current-weather.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=dce7b2f8a06c20ba358e4bd2e75fa4c7) > [!NOTE] > > Servers can connect to any client. We've… Client Best Practices Model Context Protocol · in the page docs/2024-11-05/develop/clients/client-best-practices …dn.com/mcp/JXfd5cBmEUh_qPUI/images/progressive-discovery.svg?fit=max\&auto=format\&n=JXfd5cBmEUh_qPUI\&q=85\&s=db39f47006107f04af43b5eeae2d6022) Progressive discovery avoids this: * The host fetches… Connect to local MCP servers Model Context Protocol · in the page docs/2024-11-05/develop/connect-local-servers …dn.com/mcp/4ZXF1PrDkEaJvXpn/images/quickstart-filesystem.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=629d7e754dc358d71a408d6ce970c1b1) ## Prerequisites Before starting this tutorial, ensur… Connect to remote MCP Servers Model Context Protocol · in the page docs/2024-11-05/develop/connect-remote-servers …ZXF1PrDkEaJvXpn/images/quickstart-remote/1-add-connector.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=b5ae9b23164875bbaa3aff4c178cdc64) A dialog will appear prompting you to enter the remote… What is the Model Context Protocol (MCP)? Model Context Protocol · in the page docs/2024-11-05/getting-started/intro …ntcdn.com/mcp/bEUxYpZqie0DsluH/images/mcp-simple-diagram.png?fit=max\&auto=format\&n=bEUxYpZqie0DsluH\&q=85\&s=35268aa0ad50b8c385913810e7604550) ## What can MCP enable? * Agents can access your Goog… Architecture overview Model Context Protocol · in the page docs/2024-11-05/learn/architecture …tus tracking for MCP requests (e.g., expensive computations, workflow automation, batch processing, multi-step operations) #### Notifications The protocol supports real-time notifications to enable… Understanding MCP clients Model Context Protocol · in the page docs/2024-11-05/learn/client-concepts …unds), and workflow organization (such as managing project boundaries automatically). #### User Interaction Model Roots are typically managed automatically by host applications based on user actions… Understanding MCP servers Model Context Protocol · in the page docs/2024-11-05/learn/server-concepts …"[email protected]", subject: "Out of Office", body: "...") ``` Sends an automated out-of-office message to colleagues. #### User Interaction Model Tools are model-controlled, meaning AI models can dis… Debugging Model Context Protocol · in the page docs/2024-11-05/tools/debugging …d to stderr (standard error) will be captured by the host application automatically. > [!WARNING] > > Local MCP servers should not log messages to stdout (standard out), as this > will interfere with… MCP Inspector Model Context Protocol · in the page docs/2024-11-05/tools/inspector …://mintcdn.com/mcp/4ZXF1PrDkEaJvXpn/images/mcp-inspector.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=83b12e2a457c96ef4ad17c7357236290) The MCP Inspector interface The Inspector provides se… Understanding Authorization in MCP Model Context Protocol · in the page docs/2024-11-05/tutorials/security/authorization …O-cEUqgzn/images/tutorial-authorization/keycloak-browser.png?fit=max\&auto=format\&n=sAd4SGUO-cEUqgzn\&q=85\&s=cba689d986e113cbe937d732ac0558b6) When running with the default configuration, Keycloak… Security Best Practices Model Context Protocol · in the page docs/2024-11-05/tutorials/security/security_best_practices …d IP range restrictions to redirect destinations * Consider disabling automatic redirect following and validating each hop **Use Egress Proxies** For server-side MCP client deployments, operators… Build an MCP client Model Context Protocol · in the page docs/2025-03-26/develop/build-client …erface * Implement rich console output * Add command history or auto-completion ## Running the Client To run your client with any MCP server: ```bash theme={null} uv run client.py path/to/ser… Build an MCP server Model Context Protocol · in the page docs/2025-03-26/develop/build-server …/mintcdn.com/mcp/4ZXF1PrDkEaJvXpn/images/current-weather.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=dce7b2f8a06c20ba358e4bd2e75fa4c7) > [!NOTE] > > Servers can connect to any client. We've… Client Best Practices Model Context Protocol · in the page docs/2025-03-26/develop/clients/client-best-practices …dn.com/mcp/JXfd5cBmEUh_qPUI/images/progressive-discovery.svg?fit=max\&auto=format\&n=JXfd5cBmEUh_qPUI\&q=85\&s=db39f47006107f04af43b5eeae2d6022) Progressive discovery avoids this: * The host fetches… Connect to local MCP servers Model Context Protocol · in the page docs/2025-03-26/develop/connect-local-servers …dn.com/mcp/4ZXF1PrDkEaJvXpn/images/quickstart-filesystem.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=629d7e754dc358d71a408d6ce970c1b1) ## Prerequisites Before starting this tutorial, ensur… Connect to remote MCP Servers Model Context Protocol · in the page docs/2025-03-26/develop/connect-remote-servers …ZXF1PrDkEaJvXpn/images/quickstart-remote/1-add-connector.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=b5ae9b23164875bbaa3aff4c178cdc64) A dialog will appear prompting you to enter the remote… What is the Model Context Protocol (MCP)? Model Context Protocol · in the page docs/2025-03-26/getting-started/intro …ntcdn.com/mcp/bEUxYpZqie0DsluH/images/mcp-simple-diagram.png?fit=max\&auto=format\&n=bEUxYpZqie0DsluH\&q=85\&s=35268aa0ad50b8c385913810e7604550) ## What can MCP enable? * Agents can access your Goog… Architecture overview Model Context Protocol · in the page docs/2025-03-26/learn/architecture …tus tracking for MCP requests (e.g., expensive computations, workflow automation, batch processing, multi-step operations) #### Notifications The protocol supports real-time notifications to enable… Understanding MCP clients Model Context Protocol · in the page docs/2025-03-26/learn/client-concepts …unds), and workflow organization (such as managing project boundaries automatically). #### User Interaction Model Roots are typically managed automatically by host applications based on user actions… Understanding MCP servers Model Context Protocol · in the page docs/2025-03-26/learn/server-concepts …"[email protected]", subject: "Out of Office", body: "...") ``` Sends an automated out-of-office message to colleagues. #### User Interaction Model Tools are model-controlled, meaning AI models can dis… Debugging Model Context Protocol · in the page docs/2025-03-26/tools/debugging …d to stderr (standard error) will be captured by the host application automatically. > [!WARNING] > > Local MCP servers should not log messages to stdout (standard out), as this > will interfere with… MCP Inspector Model Context Protocol · in the page docs/2025-03-26/tools/inspector …://mintcdn.com/mcp/4ZXF1PrDkEaJvXpn/images/mcp-inspector.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=83b12e2a457c96ef4ad17c7357236290) The MCP Inspector interface The Inspector provides se… Understanding Authorization in MCP Model Context Protocol · in the page docs/2025-03-26/tutorials/security/authorization …O-cEUqgzn/images/tutorial-authorization/keycloak-browser.png?fit=max\&auto=format\&n=sAd4SGUO-cEUqgzn\&q=85\&s=cba689d986e113cbe937d732ac0558b6) When running with the default configuration, Keycloak… Security Best Practices Model Context Protocol · in the page docs/2025-03-26/tutorials/security/security_best_practices …d IP range restrictions to redirect destinations * Consider disabling automatic redirect following and validating each hop **Use Egress Proxies** For server-side MCP client deployments, operators… Build an MCP client Model Context Protocol · in the page docs/2025-06-18/develop/build-client …erface * Implement rich console output * Add command history or auto-completion ## Running the Client To run your client with any MCP server: ```bash theme={null} uv run client.py path/to/ser… Build an MCP server Model Context Protocol · in the page docs/2025-06-18/develop/build-server …/mintcdn.com/mcp/4ZXF1PrDkEaJvXpn/images/current-weather.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=dce7b2f8a06c20ba358e4bd2e75fa4c7) > [!NOTE] > > Servers can connect to any client. We've… Client Best Practices Model Context Protocol · in the page docs/2025-06-18/develop/clients/client-best-practices …dn.com/mcp/JXfd5cBmEUh_qPUI/images/progressive-discovery.svg?fit=max\&auto=format\&n=JXfd5cBmEUh_qPUI\&q=85\&s=db39f47006107f04af43b5eeae2d6022) Progressive discovery avoids this: * The host fetches… Connect to local MCP servers Model Context Protocol · in the page docs/2025-06-18/develop/connect-local-servers …dn.com/mcp/4ZXF1PrDkEaJvXpn/images/quickstart-filesystem.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=629d7e754dc358d71a408d6ce970c1b1) ## Prerequisites Before starting this tutorial, ensur… Connect to remote MCP Servers Model Context Protocol · in the page docs/2025-06-18/develop/connect-remote-servers …ZXF1PrDkEaJvXpn/images/quickstart-remote/1-add-connector.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=b5ae9b23164875bbaa3aff4c178cdc64) A dialog will appear prompting you to enter the remote… What is the Model Context Protocol (MCP)? Model Context Protocol · in the page docs/2025-06-18/getting-started/intro …ntcdn.com/mcp/bEUxYpZqie0DsluH/images/mcp-simple-diagram.png?fit=max\&auto=format\&n=bEUxYpZqie0DsluH\&q=85\&s=35268aa0ad50b8c385913810e7604550) ## What can MCP enable? * Agents can access your Goog… Architecture overview Model Context Protocol · in the page docs/2025-06-18/learn/architecture …tus tracking for MCP requests (e.g., expensive computations, workflow automation, batch processing, multi-step operations) #### Notifications The protocol supports real-time notifications to enable… Understanding MCP clients Model Context Protocol · in the page docs/2025-06-18/learn/client-concepts …ractions are designed to be clear, contextual, and respectful of user autonomy: **Request presentation**: Clients display elicitation requests with clear context about which server is asking, why the… Understanding MCP servers Model Context Protocol · in the page docs/2025-06-18/learn/server-concepts …"[email protected]", subject: "Out of Office", body: "...") ``` Sends an automated out-of-office message to colleagues. #### User Interaction Model Tools are model-controlled, meaning AI models can dis… Debugging Model Context Protocol · in the page docs/2025-06-18/tools/debugging …d to stderr (standard error) will be captured by the host application automatically. > [!WARNING] > > Local MCP servers should not log messages to stdout (standard out), as this > will interfere with… MCP Inspector Model Context Protocol · in the page docs/2025-06-18/tools/inspector …://mintcdn.com/mcp/4ZXF1PrDkEaJvXpn/images/mcp-inspector.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=83b12e2a457c96ef4ad17c7357236290) The MCP Inspector interface The Inspector provides se… Understanding Authorization in MCP Model Context Protocol · in the page docs/2025-06-18/tutorials/security/authorization …O-cEUqgzn/images/tutorial-authorization/keycloak-browser.png?fit=max\&auto=format\&n=sAd4SGUO-cEUqgzn\&q=85\&s=cba689d986e113cbe937d732ac0558b6) When running with the default configuration, Keycloak… Security Best Practices Model Context Protocol · in the page docs/2025-06-18/tutorials/security/security_best_practices …d IP range restrictions to redirect destinations * Consider disabling automatic redirect following and validating each hop **Use Egress Proxies** For server-side MCP client deployments, operators… Build an MCP client Model Context Protocol · in the page docs/2025-11-25/develop/build-client …erface * Implement rich console output * Add command history or auto-completion ## Running the Client To run your client with any MCP server: ```bash theme={null} uv run client.py path/to/ser… Build an MCP server Model Context Protocol · in the page docs/2025-11-25/develop/build-server …/mintcdn.com/mcp/4ZXF1PrDkEaJvXpn/images/current-weather.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=dce7b2f8a06c20ba358e4bd2e75fa4c7) > [!NOTE] > > Servers can connect to any client. We've… Client Best Practices Model Context Protocol · in the page docs/2025-11-25/develop/clients/client-best-practices …dn.com/mcp/JXfd5cBmEUh_qPUI/images/progressive-discovery.svg?fit=max\&auto=format\&n=JXfd5cBmEUh_qPUI\&q=85\&s=db39f47006107f04af43b5eeae2d6022) Progressive discovery avoids this: * The host fetches… Connect to local MCP servers Model Context Protocol · in the page docs/2025-11-25/develop/connect-local-servers …dn.com/mcp/4ZXF1PrDkEaJvXpn/images/quickstart-filesystem.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=629d7e754dc358d71a408d6ce970c1b1) ## Prerequisites Before starting this tutorial, ensur… Connect to remote MCP Servers Model Context Protocol · in the page docs/2025-11-25/develop/connect-remote-servers …ZXF1PrDkEaJvXpn/images/quickstart-remote/1-add-connector.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=b5ae9b23164875bbaa3aff4c178cdc64) A dialog will appear prompting you to enter the remote… What is the Model Context Protocol (MCP)? Model Context Protocol · in the page docs/2025-11-25/getting-started/intro …ntcdn.com/mcp/bEUxYpZqie0DsluH/images/mcp-simple-diagram.png?fit=max\&auto=format\&n=bEUxYpZqie0DsluH\&q=85\&s=35268aa0ad50b8c385913810e7604550) ## What can MCP enable? * Agents can access your Goog… Architecture overview Model Context Protocol · in the page docs/2025-11-25/learn/architecture …tus tracking for MCP requests (e.g., expensive computations, workflow automation, batch processing, multi-step operations) #### Notifications The protocol supports real-time notifications to enable… Understanding MCP clients Model Context Protocol · in the page docs/2025-11-25/learn/client-concepts …ractions are designed to be clear, contextual, and respectful of user autonomy: **Request presentation**: Clients display elicitation requests with clear context about which server is asking, why the… Understanding MCP servers Model Context Protocol · in the page docs/2025-11-25/learn/server-concepts …"[email protected]", subject: "Out of Office", body: "...") ``` Sends an automated out-of-office message to colleagues. #### User Interaction Model Tools are model-controlled, meaning AI models can dis… Debugging Model Context Protocol · in the page docs/2025-11-25/tools/debugging …d to stderr (standard error) will be captured by the host application automatically. > [!WARNING] > > Local MCP servers should not log messages to stdout (standard out), as this > will interfere with… MCP Inspector Model Context Protocol · in the page docs/2025-11-25/tools/inspector …://mintcdn.com/mcp/4ZXF1PrDkEaJvXpn/images/mcp-inspector.png?fit=max\&auto=format\&n=4ZXF1PrDkEaJvXpn\&q=85\&s=83b12e2a457c96ef4ad17c7357236290) The MCP Inspector interface The Inspector provides se…