{"id":17360,"date":"2025-07-23T14:56:28","date_gmt":"2025-07-23T21:56:28","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=17360"},"modified":"2025-08-13T06:52:52","modified_gmt":"2025-08-13T13:52:52","slug":"couchbase-google-mcp-toolbox","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/couchbase-google-mcp-toolbox\/","title":{"rendered":"Announcing Couchbase Support in Google\u2019s MCP Toolbox for Databases"},"content":{"rendered":"<p><b>Unlock real-time access for AI agents with SQL++ and the Model Context Protocol (MCP)<\/b><\/p>\n<p><span style=\"font-weight: 400;\">As autonomous AI agents become more powerful and pervasive, developers need ways to securely and reliably connect these agents to operational and analytical data. Whether you&#8217;re building customer service agents, intelligent dashboards, or agentic workflows, data access is the backbone of intelligence.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">That&#8217;s why we&#8217;re excited to announce that <\/span><b>Couchbase is now officially supported in the<\/b> <a href=\"https:\/\/github.com\/googleapis\/genai-toolbox\" target=\"_blank\" rel=\"noopener\"><b>Google MCP Toolbox for Databases<\/b><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-17362\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/07\/google-mcp-toolbox-1024x872.png\" alt=\"Google MCP Toolbox for Databases\" width=\"599\" height=\"510\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/07\/google-mcp-toolbox-1024x872.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/07\/google-mcp-toolbox-300x255.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/07\/google-mcp-toolbox-768x654.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/07\/google-mcp-toolbox-1536x1308.png 1536w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/07\/google-mcp-toolbox-14x12.png 14w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/07\/google-mcp-toolbox-1320x1124.png 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2025\/07\/google-mcp-toolbox.png 1562w\" sizes=\"auto, (max-width: 599px) 100vw, 599px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">This integration empowers developers to accelerate the development of agentic AI applications by bridging the gap between Couchbase\u2019s high-performance, flexible NoSQL database and the MCP standard for tool-based agent orchestration. By leveraging Couchbase within the MCP Toolbox, teams can unlock intelligent data-driven workflows that are secure, scalable, and context-aware. Developers no longer need to spend time building custom connectors or managing complex access logic. Now they can focus on building smarter agents that query and act on operational data with minimal friction. This integration brings the performance, flexibility, and real-time capabilities of Couchbase to the emerging ecosystem of Model Context Protocol (MCP)-compatible AI tools.<\/span><\/p>\n<h2 style=\"font-weight: 400;\">Why Couchbase + MCP Toolbox matters for developers<\/h2>\n<p><span style=\"font-weight: 400;\">The Google MCP Toolbox for Databases acts as an <\/span><b>MCP server<\/b><span style=\"font-weight: 400;\">, allowing AI agents to interact with structured data through declarative tool definitions, without the need to expose databases directly or write custom integration code for each use case.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">By adding Couchbase support, developers gain:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Rich document modeling<\/b><span style=\"font-weight: 400;\"> with sub-document access and flexible schemas.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Built-in scalability and sync<\/b><span style=\"font-weight: 400;\"> for edge, mobile, and distributed applications.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>MCP compatibility<\/b><span style=\"font-weight: 400;\">, enabling AI agents to reason over and query Couchbase data via secure, standardized tool interfaces.<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Now, agents can issue natural-language queries that get converted into SQL++ tool calls behind the scenes, without hardcoding logic, creating custom APIs, or exposing database credentials.<\/span><\/p>\n<h2 style=\"font-weight: 400;\">How it works<\/h2>\n<p><span style=\"font-weight: 400;\">The<\/span> <a href=\"https:\/\/github.com\/googleapis\/genai-toolbox\"><span style=\"font-weight: 400;\">Google MCP Toolbox for Databases<\/span><\/a><span style=\"font-weight: 400;\"> is an open-source MCP server that connects AI orchestration layers (like LangChain, LangGraph, or Anthropic&#8217;s Claude) to database-backed tools.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To configure Couchbase access, you define your data sources and tools in a YAML config file:<\/span><\/p>\n<p><strong>Sample tools.yaml<\/strong><\/p>\n<pre class=\"nums:false lang:yaml decode:true \">sources:\r\n\u00a0 cb-orders:\r\n\u00a0 \u00a0 kind: couchbase\r\n\r\n\u00a0\u00a0\u00a0\u00a0connectionString: couchbase:\/\/localhost:8091\r\n\u00a0 \u00a0 bucket: orders_bucket\r\n\r\n\u00a0\u00a0\u00a0\u00a0scope: orders\r\n\r\n\u00a0\u00a0\u00a0\u00a0username: toolbox_user\r\n\u00a0 \u00a0 password: $CB_PASSWORD\r\n\r\ntools:\r\n\u00a0 get-customer-orders:\r\n\u00a0 \u00a0 description: Retrieve recent orders for a specific customer by email.\r\n\u00a0 \u00a0 source: cb-orders\r\n\u00a0 \u00a0 query: |\r\n\u00a0 \u00a0 \u00a0 SELECT order_id, total, status, order_date\r\n\u00a0 \u00a0 \u00a0 FROM orders_bucket\r\n\u00a0 \u00a0 \u00a0 WHERE customer.email = $email\r\n\u00a0 \u00a0 \u00a0 ORDER BY order_date DESC\r\n\u00a0 \u00a0 \u00a0 LIMIT 10;\r\n\u00a0 \u00a0 parameters:\r\n\u00a0 \u00a0 \u00a0 - name: email\r\n\u00a0 \u00a0 \u00a0 \u00a0 type: string\r\n\u00a0 \u00a0 \u00a0 \u00a0 description: customer email<\/pre>\n<p><span style=\"font-weight: 400;\">Once deployed, your AI agents can invoke <\/span><span style=\"font-weight: 400;\">get-customer-orders<\/span><span style=\"font-weight: 400;\"> by passing the <\/span><span style=\"font-weight: 400;\">email<\/span><span style=\"font-weight: 400;\"> parameter, and the MCP Toolbox will translate the request into a secure SQL++ query against Couchbase.<\/span><\/p>\n<h2 style=\"font-weight: 400;\">Agentic use cases for Couchbase + MCP<\/h2>\n<p style=\"padding-left: 40px;\"><b>Conversational BI dashboards<\/b><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">Build agents that generate dynamic dashboards and metrics by querying Couchbase for business insights. Couchbase&#8217;s SQL++ support allows complex aggregations and JOINs, even across flexible schemas.<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><span style=\"font-weight: 400;\">Example:<\/span> <span style=\"font-weight: 400;\">&#8220;What were the top 10 product categories last quarter by revenue?&#8221;<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\"><b>E-Commerce Agent Assistants<\/b><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">Serve product recommendations, inventory checks, and order histories from JSON documents in Couchbase. Support fast lookups and full-text search to guide users in real-time.<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><span style=\"font-weight: 400;\">Example: &#8220;Show me available trail running shoes under $120 in size 11.&#8221;<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\"><b>IoT and Edge Analytics<\/b><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">Couchbase Mobile and Sync Gateway bring real-time data from edge devices into Couchbase. Agents can analyze telemetry, spot anomalies, or initiate remediation workflows using SQL++ queries.<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><span style=\"font-weight: 400;\">Example:<\/span> <span style=\"font-weight: 400;\">&#8220;List sensors with temperature fluctuations over 10 degrees in the past hour.&#8221;<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\"><b>Secure Customer Copilots<\/b><\/p>\n<p style=\"padding-left: 40px;\"><span style=\"font-weight: 400;\">Build personalized agents that help users understand their own data\u2014finances, activity, healthcare, etc.\u2014by securely scoping SQL++ queries to their identity context.<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><span style=\"font-weight: 400;\">Example:<\/span> <span style=\"font-weight: 400;\">&#8220;Summarize my recent transactions and categorize them.&#8221;<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2 style=\"font-weight: 400;\">LangChain + Couchbase via MCP: integration example<\/h2>\n<p><span style=\"font-weight: 400;\">Here\u2019s how you can wire Couchbase tools into a LangChain agent via MCP Toolbox:<\/span><\/p>\n<pre class=\"nums:false wrap:true lang:python decode:true\">from langgraph.prebuilt import create_react_agent\r\nfrom langchain_openai import ChatOpenAI\r\n\r\nMCP_ENDPOINT = \"https:\/\/localhost:8080\"\r\n\r\ntool_box = ToolboxClient(MCP_ENDPOINT)\r\ntoolbox_tools = toolbox_client.load_toolset(\"toolset_name\")\r\n\r\nllm = ChatOpenAI(\r\n\u00a0\u00a0\u00a0model=\"gpt-4o\",\r\n\u00a0\u00a0\u00a0temperature=0.1,\r\n\u00a0\u00a0\u00a0api_key=settings.openai_api_key\r\n)\r\nagent = create_react_agent(\r\n\u00a0 \u00a0 tools=toolbox_tools,\r\n\u00a0 \u00a0 model=llm,\r\n\u00a0 \u00a0 debug=True\r\n)\r\n\r\nagent.invoke( {\"messages\": [{\"role\": \"user\", \"content\": \"Get the last few orders for alice@example.com.\"}]} )<\/pre>\n<h2 style=\"font-weight: 400;\">Built for production<\/h2>\n<p><span style=\"font-weight: 400;\">The MCP Toolbox for Databases offers production-grade features out of the box:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Config-driven deployment<\/b><span style=\"font-weight: 400;\"> with zero downtime<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Connection pooling<\/b><span style=\"font-weight: 400;\"> and retry logic<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>OAuth2 \/ OIDC auth<\/b><span style=\"font-weight: 400;\"> for secure access<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>OpenTelemetry support<\/b><span style=\"font-weight: 400;\"> for metrics and traces<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Support for multiple databases<\/b><span style=\"font-weight: 400;\"> from a single config<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">You can deploy the toolbox as a microservice alongside your orchestration layer (e.g. in GKE, Cloud Run, or Kubernetes Anywhere).<\/span><\/p>\n<h2 style=\"font-weight: 400;\">Get started<\/h2>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/github.com\/googleapis\/genai-toolbox\"><span style=\"font-weight: 400;\">Google MCP Toolbox for Databases (GitHub)<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/developer.couchbase.com\/\"><span style=\"font-weight: 400;\">Couchbase Developer Portal<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Deploy locally or in the cloud with Docker, Cloud Run, or Kubernetes<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2 style=\"font-weight: 400;\">In summary<\/h2>\n<p><span style=\"font-weight: 400;\">With this new integration, Couchbase joins the growing list of production-ready backends in the Google MCP ecosystem. Developers now have a fast, scalable, and secure way to enable AI agents to access NoSQL document data using standardized protocols.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This lowers the barrier to building intelligent applications that react in real-time to user inputs, contextual data, and live system states, all powered by Couchbase and governed by the open MCP standard.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Unlock real-time access for AI agents with SQL++ and the Model Context Protocol (MCP) As autonomous AI agents become more powerful and pervasive, developers need ways to securely and reliably connect these agents to operational and analytical data. Whether you&#8217;re [&hellip;]<\/p>\n","protected":false},"author":81266,"featured_media":17361,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[10123,10122,9921],"tags":[9637],"ppma_author":[9587],"class_list":["post-17360","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agentic-ai-apps","category-artificial-intelligence-ai","category-partners","tag-google-cloud"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.8 (Yoast SEO v25.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Announcing Couchbase Support in Google\u2019s MCP Toolbox for Databases - The Couchbase Blog<\/title>\n<meta name=\"description\" content=\"Unlock Real-Time Access for AI Agents with SQL++ and the Model Context Protocol (MCP) - Couchbase is now officially supported in the Google MCP Toolbox for Databases.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.couchbase.com\/blog\/couchbase-google-mcp-toolbox\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Announcing Couchbase Support in Google\u2019s MCP Toolbox for Databases\" \/>\n<meta property=\"og:description\" content=\"Unlock Real-Time Access for AI Agents with SQL++ and the Model Context Protocol (MCP) - 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