{"id":23180,"date":"2025-11-11T04:41:49","date_gmt":"2025-11-11T04:41:49","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=23180"},"modified":"2025-11-11T04:41:49","modified_gmt":"2025-11-11T04:41:49","slug":"databricks-managed-mcp-server%e3%82%92langchain-mcp-adapters%e3%81%a7ai-agent%e3%82%92%e6%a7%8b%e7%af%89","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/23180\/","title":{"rendered":"Databricks managed MCP server\u3092LangChain MCP Adapters\u3067AI Agent\u3092\u69cb\u7bc9"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/miu4930\/20251111\/20251111124645.jpg\" width=\"1200\" height=\"675\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001CCCMK\u30db\u30fc\u30eb\u30c7\u30a3\u30f3\u30b0\u30b9AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e09\u6d66\u3067\u3059\u3002<\/p>\n<p>\u3082\u304611\u6708\u3067\u3059\u3002\u5bd2\u304f\u306a\u3063\u3066\u304d\u3066\u4f53\u8abf\u3092\u5d29\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u304d\u3066\u3044\u308b\u306e\u3067\u3001\u4f53\u8abf\u7ba1\u7406\u306b\u306f\u6c17\u3092\u4ed8\u3051\u306a\u3044\u3068\u30fb\u30fb\u30fb\u3068\u601d\u3063\u3066\u3044\u307e\u3059\uff01<\/p>\n<p>&#8220;<strong>MCP<\/strong>&#8220;\u3068\u3044\u3046\u30ef\u30fc\u30c9\u3092\u983b\u7e41\u306b\u805e\u304f\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u79c1\u3082\u4ee5\u524d\u8abf\u3079\u305f\u3053\u3068\u304c\u3042\u3063\u3066\u3001\u305d\u306e\u5185\u5bb9\u306b\u3064\u3044\u3066\u306f\u3053\u3061\u3089\u306e\u8a18\u4e8b\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Ftechblog.cccmkhd.co.jp%2Fentry%2F2025%2F04%2F22%2F120455\" title=\"Agent\u30a2\u30d7\u30ea\u958b\u767a\u3092\u52a0\u901f\u3059\u308b&quot;MCP(Model Context Protocol)&quot;\u3092\u8abf\u3079\u3066\u89e6\u308c\u3066\u307f\u308b\u3002 - CCCMK\u30db\u30fc\u30eb\u30c7\u30a3\u30f3\u30b0\u30b9 TECH LAB\u306e Tech Blog\" class=\"embed-card embed-blogcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 190px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/techblog.cccmkhd.co.jp\/entry\/2025\/04\/22\/120455\">techblog.cccmkhd.co.jp<\/a><\/cite><\/p>\n<p>\u6700\u8fd1databricks\u304c&#8221;<strong>managed MCP server<\/strong>&#8220;\u3068\u3044\u3046MCP server\u3092Beta\u7248\u3067\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u77e5\u308a\u307e\u3057\u305f\u3002\u3053\u308c\u3092\u5229\u7528\u3059\u308b\u3068databricks\u306eworkspace\u306b\u69cb\u7bc9\u3057\u305fvector search\u3084genie space\u306bMCP\u3067\u30a2\u30af\u30bb\u30b9\u304c\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308b\u3088\u3046\u3067\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fdocs.databricks.com%2Faws%2Fen%2Fgenerative-ai%2Fmcp%2Fmanaged-mcp\" title=\"Use Databricks managed MCP servers | Databricks on AWS\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/docs.databricks.com\/aws\/en\/generative-ai\/mcp\/managed-mcp\">docs.databricks.com<\/a><\/cite><\/p>\n<p>\u307e\u305f\u3001MCP\u3092\u5229\u7528\u3059\u308b\u5074(\u30af\u30e9\u30a4\u30a2\u30f3\u30c8)\u3067\u306f<strong>LangChain MCP Adapters<\/strong>\u3068\u3044\u3046LangChain\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u307f\u3088\u3046\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u3053\u308c\u3092\u5229\u7528\u3059\u308b\u3068MCP server\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u6a5f\u80fd\u3092LangChain\u306eAgent\u3067\u5229\u7528\u3067\u304d\u308btool\u5f62\u5f0f\u306b\u7c21\u5358\u306b\u5909\u63db\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fdocs.langchain.com%2Foss%2Fpython%2Flangchain%2Fmcp\" title=\"Model Context Protocol (MCP) - Docs by LangChain\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/docs.langchain.com\/oss\/python\/langchain\/mcp\">docs.langchain.com<\/a><\/cite><\/p>\n<p>\u4eca\u56de\u306e\u8a18\u4e8b\u306fdatabricks\u4e0a\u306b\u69cb\u7bc9\u3057\u305fvector search\u3068genie space\u3092managed MCP server\u7d4c\u7531\u3067LangChain\u304b\u3089\u5229\u7528\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u304c\u51fa\u6765\u308bAgent\u3092\u4f5c\u308b\u65b9\u6cd5\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\">\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/h3>\n<p>\u4eca\u56de\u691c\u8a3c\u306e\u305f\u3081\u306b\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306fdatabricks\u306e&#8221;samples&#8221;catalog\u306b\u683c\u7d0d\u3055\u308c\u305f\u3001<strong>Bakehouse\u3068\u3044\u3046\u67b6\u7a7a\u306ebakery\u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306e\u58f2\u4e0a\u3084\u30ec\u30d3\u30e5\u30fc\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3067<\/strong>\u69cb\u6210\u3055\u308c\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4e2d\u306b\u306f&#8221;media_gold_reviews_chunked&#8221;\u3068\u3044\u3046\u30ec\u30d3\u30e5\u30fc\u30c6\u30ad\u30b9\u30c8\u3092vector search\u306b\u53d6\u308a\u8fbc\u3081\u308b\u3088\u3046chunking\u6e08\u307f\u306etable\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306etable\u304b\u3089vector search index\u3092\u69cb\u7bc9\u3057\u3001\u30ec\u30d3\u30e5\u30fc\u3092\u81ea\u7136\u8a00\u8a9e\u3067\u691c\u7d22\u51fa\u6765\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u305d\u306e\u4ed6\u306etable\u306fdatabricks\u306etext-to-sql\u306eAI&#8221;<strong>genie<\/strong>&#8220;\u3067\u53c2\u7167\u3055\u305b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"\u3069\u3093\u306a\u3053\u3068\u304c\u51fa\u6765\u308bAgent\">\u3069\u3093\u306a\u3053\u3068\u304c\u51fa\u6765\u308bAgent?<\/h3>\n<p>vector search\u3068genie\u3092\u63a5\u7d9a\u3057\u305fAgent\u306f\u3001\u305f\u3068\u3048\u3070&#8221;\u5473\u306b\u3064\u3044\u3066\u8a55\u5224\u306e\u3044\u3044\u5e97\u8217\u306e\u58f2\u308a\u4e0a\u3052\u306f\u3001\u5168\u4f53\u3068\u6bd4\u3079\u3066\u3088\u3044\u3067\u3059\u304b\uff1f&#8221;\u3068\u3044\u3063\u305f\u3088\u3046\u306a\u8cea\u554f\u306b\u5bfe\u3057\u3066\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u56de\u7b54\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"managed-MCP-server\u3092\u6709\u52b9\u5316\u3059\u308b\">managed MCP server\u3092\u6709\u52b9\u5316\u3059\u308b<\/h3>\n<p>databricks\u306emanaged MCP server\u306f\u73fe\u5728Beta\u7248\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u306fPreviews\u304b\u3089&#8221;Managed MCP Servers&#8221;\u306e\u9805\u76ee\u3092&#8221;On&#8221;\u306b\u3057\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"Managed MCP Servers\u306e\u9805\u76ee\u3092ON\u306b\u3059\u308b\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/miu4930\/20251111\/20251111103238.jpg\" width=\"868\" height=\"202\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>Managed MCP Servers\u306e\u9805\u76ee\u3092ON\u306b\u3059\u308b<\/figcaption><\/figure>\n<\/p>\n<p>AI\/ML\u306e&#8221;Agents&#8221;\u306e\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u3001\u5229\u7528\u53ef\u80fd\u306amanaged MCP server\u306e\u4e00\u89a7\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"MCP server\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/miu4930\/20251111\/20251111103530.jpg\" width=\"1200\" height=\"764\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>MCP server<\/figcaption><\/figure>\n<\/p>\n<h3 id=\"MCP-server\u306eURL\">MCP server\u306eURL<\/h3>\n<h4 id=\"vector-search\">vector search<\/h4>\n<p>vector search\u306eMCP server\u306f\u6307\u5b9a\u306eschema\u914d\u4e0b\u306evector search\u306b\u5bfe\u3057\u81ea\u7136\u8a00\u8a9e\u306e\u30af\u30a8\u30ea\u304b\u3089\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n<p>URL\u306f\u4ee5\u4e0b\u306e\u5f62\u5f0f\u3067\u3059\u3002<\/p>\n<pre class=\"code shell\" data-lang=\"shell\" data-unlink=\"\">https:\/\/<workspace-hostname>\/api\/2.0\/mcp\/vector-search\/{catalog}\/{schema}<\/workspace-hostname><\/pre>\n<h4 id=\"genie-space\">genie space<\/h4>\n<p>genie space\u306eMCP server\u306f\u6307\u5b9a\u3057\u305fgenie space\u306b\u5bfe\u3057\u81ea\u7136\u8a00\u8a9e\u306e\u30af\u30a8\u30ea\u3092\u6e21\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3092\u5b9f\u884c\u3055\u305b\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n<p>URL\u306f\u4ee5\u4e0b\u306e\u5f62\u5f0f\u3067\u3059\u3002<\/p>\n<pre class=\"code shell\" data-lang=\"shell\" data-unlink=\"\">https:\/\/<workspace-hostname>\/api\/2.0\/mcp\/genie\/{genie_space_id}<\/workspace-hostname><\/pre>\n<h3 id=\"vector-search\u306e\u69cb\u7bc9\">vector search\u306e\u69cb\u7bc9<\/h3>\n<p>\u6b21\u306e\u3088\u3046\u306a\u51e6\u7406\u3092databricks\u306enotebook\u3067\u5b9f\u884c\u3057\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">from<\/span> databricks.vector_search.client <span class=\"synPreProc\">import<\/span> VectorSearchClient\n\nclient = VectorSearchClient()\n\n\nclient.create_endpoint(\n    name=<span class=\"synConstant\">\"bakehouse_vectore_endpoint\"<\/span>,\n    endpoint_type=<span class=\"synConstant\">\"STANDARD\"<\/span>\n)\n\n\nspark.sql(f<span class=\"synConstant\">\"\"\"<\/span>\n<span class=\"synConstant\">CREATE OR REPLACE TABLE {catalog_name}.{schema_name}.media_gold_reviews_chunked<\/span>\n<span class=\"synConstant\">TBLPROPERTIES (delta.enableChangeDataFeed = true)<\/span>\n<span class=\"synConstant\">AS<\/span>\n<span class=\"synConstant\">SELECT<\/span>\n<span class=\"synConstant\"> *<\/span>\n<span class=\"synConstant\">FROM samples.bakehouse.media_gold_reviews_chunked<\/span>\n<span class=\"synConstant\">\"\"\"<\/span>)\n\n\nindex = client.create_delta_sync_index(\n  endpoint_name=<span class=\"synConstant\">\"bakehouse_vectore_endpoint\"<\/span>,\n  source_table_name=f<span class=\"synConstant\">\"{catalog_name}.{schema_name}.media_gold_reviews_chunked\"<\/span>,\n  index_name=f<span class=\"synConstant\">\"{catalog_name}.{schema_name}.bakehouse_reviews\"<\/span>,\n  pipeline_type=<span class=\"synConstant\">\"TRIGGERED\"<\/span>,\n  primary_key=<span class=\"synConstant\">\"chunk_id\"<\/span>,\n  embedding_source_column=<span class=\"synConstant\">\"chunked_text\"<\/span>,\n  embedding_model_endpoint_name=<span class=\"synConstant\">\"databricks-gte-large-en\"<\/span>\n)\n<\/pre>\n<h3 id=\"genie-space-1\">genie space<\/h3>\n<p>genie space\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306bbakehouse\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306etable\u3092\u53c2\u7167\u3055\u305b\u307e\u3057\u305f\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"genie space\u306e\u8a2d\u5b9a\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/miu4930\/20251111\/20251111103749.jpg\" width=\"1200\" height=\"612\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>genie space\u306e\u8a2d\u5b9a<\/figcaption><\/figure>\n<\/p>\n<p>\u30a2\u30af\u30bb\u30b9\u3059\u308b\u969b\u306b\u5fc5\u8981\u306b\u306a\u308b<code>genie_space_id<\/code>\u306f\u3053\u306e\u753b\u9762\u306e&#8221;Settings&#8221;\u30bf\u30d6\u304b\u3089\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"LangChain-Agent\u306e\u5b9f\u88c5\">LangChain Agent\u306e\u5b9f\u88c5<\/h3>\n<p>\u3053\u3053\u304b\u3089\u306fLangChain Agent\u306e\u5b9f\u88c5\u3067\u3059\u3002\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<br \/>\n<code>typing-extensions<\/code>\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u53e4\u304f\u3001\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u305f\u3081\u3001\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\">%pip install pip langchain langchain-openai langchain-mcp-adapters python-dotenv\n%pip install --upgrade typing-extensions\ndbutils.library.restartPython()\n<\/pre>\n<p>\u3042\u3068\u306fAgent\u306e\u5b9f\u88c5\u3067\u3059\u304c\u3001MCP\u3092\u4f7f\u3046\u3053\u3068\u3067\u3068\u3066\u3082\u30b7\u30f3\u30d7\u30eb\u306a\u5b9f\u88c5\u3067\u30c7\u30fc\u30bf\u5206\u6790Agent\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">from<\/span> langchain.agents <span class=\"synPreProc\">import<\/span> create_agent\n<span class=\"synPreProc\">from<\/span> langchain_mcp_adapters.client <span class=\"synPreProc\">import<\/span> MultiServerMCPClient\n\n\ntoken = dbutils.notebook.entry_point.getDbutils().notebook().getContext().apiToken().get()\n\n\nws_url = <span class=\"synConstant\">\"https:\/\/\"<\/span>\nws_url += spark.conf.get(<span class=\"synConstant\">\"spark.databricks.workspaceUrl\"<\/span>)\n\n\nvector_search_url = f<span class=\"synConstant\">\"{ws_url}\/api\/2.0\/mcp\/vector-search\/{catalog}\/{schema}\"<\/span>\ngenie_url = f<span class=\"synConstant\">\"{ws_url}\/api\/2.0\/mcp\/genie\/{space_id}\"<\/span>\n\n\nreview_search_setting = {\n    <span class=\"synConstant\">\"transport\"<\/span>: <span class=\"synConstant\">\"streamable_http\"<\/span>,\n    <span class=\"synConstant\">\"url\"<\/span>: vector_search_url,\n    <span class=\"synConstant\">\"headers\"<\/span>:{\n        <span class=\"synConstant\">\"Authorization\"<\/span>: f<span class=\"synConstant\">\"Bearer {token}\"<\/span>,\n    }\n}\n\n\nanalyst_setting = {\n    <span class=\"synConstant\">\"transport\"<\/span>: <span class=\"synConstant\">\"streamable_http\"<\/span>,\n    <span class=\"synConstant\">\"url\"<\/span>: genie_url,\n    <span class=\"synConstant\">\"headers\"<\/span>:{\n        <span class=\"synConstant\">\"Authorization\"<\/span>: f<span class=\"synConstant\">\"Bearer {token}\"<\/span>,\n    }\n}\n\n\nclient = MultiServerMCPClient(\n    {\n        <span class=\"synConstant\">\"review_search\"<\/span>: review_search_setting,\n        <span class=\"synConstant\">\"analyst\"<\/span>: analyst_setting\n    }\n)\n\n\ntools = <span class=\"synStatement\">await<\/span> client.get_tools()\n\n\nagent = create_agent(\n    <span class=\"synConstant\">\"azure_openai:gpt-4.1\"<\/span>,\n    tools,\n    system_prompt=<span class=\"synConstant\">\"\u3042\u306a\u305f\u306f\u30c7\u30fc\u30bf\u5206\u6790\u3092\u5f79\u5272\u3068\u3059\u308b\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\u4e0e\u3048\u3089\u308c\u305f\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3059\u969b\u306f\u82f1\u8a9e\u3067\u30af\u30a8\u30ea\u3092\u4e0e\u3048\u3001\u6700\u5f8c\u306e\u56de\u7b54\u3060\u3051\u65e5\u672c\u8a9e\u3067\u751f\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\"<\/span>\n)\n<\/pre>\n<p>\u3053\u306eAgent\u3092\u4f7f\u3063\u3066\u3001\u305f\u3068\u3048\u3070\u6b21\u306e\u3088\u3046\u306a\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synStatement\">await<\/span> agent.ainvoke(\n    {\n        <span class=\"synConstant\">\"messages\"<\/span>: [\n            {<span class=\"synConstant\">\"role\"<\/span>: <span class=\"synConstant\">\"user\"<\/span>, <span class=\"synConstant\">\"content\"<\/span>: <span class=\"synConstant\">\"\"<\/span>\u5473\u306b\u95a2\u3059\u308b\u8a55\u5224\u304c\u826f\u3044\u5e97\u8217\u3092\u63a2\u3057\u3001\u305d\u306e\u58f2\u4e0a\u304c\u5168\u4f53\u306e\u58f2\u4e0a\u306e\u5e73\u5747\u3068\u6bd4\u8f03\u3057\u3066\u3069\u306e\u3088\u3046\u306b\u9055\u3044\u304c\u3042\u308b\u304b\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<span class=\"synConstant\">\"\"<\/span>}\n        ]\n    }\n)\n<\/pre>\n<p>vector search\u3068genie space\u306b\u8907\u6570\u56de\u30a2\u30af\u30bb\u30b9\u3057\u3001\u6700\u7d42\u7684\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7d50\u679c\u304c\u51fa\u529b\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"Agent\u306b\u3088\u308b\u5206\u6790\u7d50\u679c\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/m\/miu4930\/20251111\/20251111103936.jpg\" width=\"805\" height=\"487\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>Agent\u306b\u3088\u308b\u5206\u6790\u7d50\u679c<\/figcaption><\/figure>\n<\/p>\n<p>\u3044\u3044\u611f\u3058\u3067\u3059\uff01<\/p>\n<h3 id=\"MCP-server\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8\">MCP server\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8<\/h3>\n<p>\u79c1\u306f\u3088\u304fLangChain\u3084LangGraph\u3067Agent\u3092\u4f5c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u4e2d\u3067\u7279\u306bAgent\u306b\u6e21\u3059tool\u306e\u958b\u767a\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3042\u308bREST API\u3092\u5b9f\u884c\u3059\u308b\u3088\u3046\u306atool\u3092\u5b9f\u88c5\u3059\u308b\u6642\u306f<\/p>\n<ul>\n<li>REST API\u306e\u4ed5\u69d8\u3092\u8abf\u3079\u308b<\/li>\n<li>REST API\u3092\u547c\u3073\u51fa\u3059\u51e6\u7406\u3092\u66f8\u304f<\/li>\n<li>REST API\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u89e3\u6790\u3059\u308b\u51e6\u7406\u3092\u66f8\u304f<\/li>\n<li>REST API\u3092\u547c\u3073\u51fa\u3059\u51e6\u7406\u3092wrap\u3057\u305ftool\u3092\u5b9f\u88c5\u3059\u308b<\/li>\n<li>tool\u306e\u8aac\u660e\u60c5\u5831\u3092\u8a18\u8ff0\u3059\u308b<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u4f5c\u696d\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002MCP server\u3092\u4f7f\u3046\u3068\u3053\u308c\u3089\u306e\u4f5c\u696d\u304c\u5168\u3066MCP server\u5074\u3067\u5b9f\u88c5\u6e08\u307f\u306a\u306e\u3067\u3001Agent\u3092\u4f5c\u308b\u5074\u3068\u3057\u3066\u306fAgent\u306b\u3069\u3093\u306a\u6a5f\u80fd\u3092\u642d\u8f09\u3057\u3088\u3046\u304b\u3001\u3068\u3044\u3046\u3053\u3068\u306b\u3060\u3051\u5c02\u5ff5\u51fa\u6765\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u4eca\u56deLangChai\u3067Agent\u3092\u4f5c\u308a\u307e\u3057\u305f\u304c\u3001\u4f8b\u3048\u3070Dify\u3068\u3044\u3063\u305f\u30ce\u30fc\u30b3\u30fc\u30c9\u3067Agent\u304c\u69cb\u7bc9\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u3082\u5897\u3048\u3066\u304d\u307e\u3057\u305f\u3002Dify\u306b\u3082MCP server\u3092\u5229\u7528\u3067\u304d\u308b\u6a5f\u80fd\u304c\u642d\u8f09\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u4eca\u56de\u5b9f\u88c5\u3057\u305f\u5185\u5bb9\u3092Dify\u3067\u3082\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3060\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h3>\n<p>&#8220;MCP&#8221;\u3068\u805e\u304f\u3068\u3061\u3087\u3063\u3068\u30e2\u30e4\u30e2\u30e4\u3059\u308b\u5370\u8c61\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u81ea\u5206\u3067\u4f7f\u3063\u3066\u307f\u308b\u3068\u305d\u306e\u4fbf\u5229\u3055\u304c\u8eab\u306b\u67d3\u307f\u3066\u5206\u304b\u308a\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u4eca\u5f8c\u79c1\u305f\u3061\u304c\u958b\u767a\u3057\u305f\u30ed\u30b8\u30c3\u30af\u306a\u3069\u3092databricks\u306emanaged MCP server\u3067\u5225\u306eAgent\u306b\u63d0\u4f9b\u3059\u308b\u3001\u3068\u3044\u3063\u305f\u3053\u3068\u3082\u51fa\u6765\u308b\u3093\u3058\u3083\u306a\u3044\u304b\u3001\u3068\u53ef\u80fd\u6027\u3092\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n<p>databricks\u3060\u3051\u3067\u306a\u304fsnowflake\u306b\u3082MCP server\u304c\u3042\u308b\u3088\u3046\u306a\u306e\u3067\u3001\u4eca\u5ea6\u306f\u305d\u3061\u3089\u3082\u8abf\u3079\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/techblog.cccmkhd.co.jp\/entry\/2025\/11\/11\/124816\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u3053\u3093\u306b\u3061\u306f\u3001CCCMK\u30db\u30fc\u30eb\u30c7\u30a3\u30f3\u30b0\u30b9AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e09\u6d66\u3067\u3059\u3002 \u3082\u304611\u6708\u3067\u3059\u3002\u5bd2\u304f\u306a\u3063\u3066\u304d\u3066\u4f53\u8abf\u3092\u5d29\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u304d\u3066\u3044\u308b\u306e\u3067\u3001\u4f53\u8abf\u7ba1\u7406\u306b\u306f\u6c17\u3092\u4ed8\u3051\u306a\u3044\u3068\u30fb\u30fb\u30fb\u3068\u601d\u3063\u3066\u3044\u307e\u3059\uff01 &#8220;MCP&#8220;\u3068\u3044 [&hellip;]","protected":false},"author":1,"featured_media":23181,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-23180","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Databricks managed MCP server\u3092LangChain MCP Adapters\u3067AI Agent\u3092\u69cb\u7bc9 - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/techblog.cccmkhd.co.jp\/entry\/2025\/11\/11\/124816\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Databricks managed MCP server\u3092LangChain MCP Adapters\u3067AI Agent\u3092\u69cb\u7bc9 - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"\u3053\u3093\u306b\u3061\u306f\u3001CCCMK\u30db\u30fc\u30eb\u30c7\u30a3\u30f3\u30b0\u30b9AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e09\u6d66\u3067\u3059\u3002 \u3082\u304611\u6708\u3067\u3059\u3002\u5bd2\u304f\u306a\u3063\u3066\u304d\u3066\u4f53\u8abf\u3092\u5d29\u3057\u3084\u3059\u304f\u306a\u3063\u3066\u304d\u3066\u3044\u308b\u306e\u3067\u3001\u4f53\u8abf\u7ba1\u7406\u306b\u306f\u6c17\u3092\u4ed8\u3051\u306a\u3044\u3068\u30fb\u30fb\u30fb\u3068\u601d\u3063\u3066\u3044\u307e\u3059\uff01 &#8220;MCP&#8220;\u3068\u3044 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/techblog.cccmkhd.co.jp\/entry\/2025\/11\/11\/124816\" \/>\n<meta property=\"og:site_name\" content=\"\u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-11T04:41:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/pokecon.jp\/job\/wp-content\/uploads\/2025\/11\/https3A2F2Fcdn-ak.f.st-hatena.com2Fimages2Ffotolife2Fm2Fmiu49302F202511112F20251111124645.j.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1300\" \/>\n\t<meta property=\"og:image:height\" content=\"731\" \/>\n\t<meta property=\"og:image:type\" 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