\r\n
databricks host ID genie space ID \r\n\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \r\nhttps:\/\/xxxxx.cloud.databricks.com\/genie\/rooms\/xxxxxxxxxxx?o=xxxxxxxx<\/code><\/pre>\r\n <\/p>\r\n<\/div>\n\n
\u69cb\u7bc9\u624b\u9806<\/h2>\n1.Local Host MCP Server\u3092\u8a2d\u5b9a\u3059\u308b<\/span><\/b>\r\nlocal \u74b0\u5883\u306b\u30d5\u30a9\u30eb\u30c0\u3092\u4f5c\u308a\u307e\u3059\u3002\u540d\u524d\u306f\u306a\u3093\u3067\u3082\u3044\u3044\u3067\u3059\u3002\u4e0b\u56f3\u306f\u30d5\u30a9\u30eb\u30c0\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/span><\/p>\r\n<\/span><\/p>\r\n\r\n
my-genie-mcp\/\r\n \u251c main.py \r\n \u251c dbapi.py\r\n \u251c databricks_formatter.py\r\n \u251c pyproject.toml<\/code><\/pre>\r\n<\/div>\r\nmain.py<\/span><\/p>\r\n\r\n
\"\"\"\r\nDatabricks Genie MCP Server\r\nMCP\u3092\u4f7f\u7528\u3057\u3066Genie\u3068\u306e\u5bfe\u8a71\u3092\u53ef\u80fd\u306b\u3059\u308b\u30b5\u30fc\u30d0\u30fc\r\n\"\"\"\r\nfrom mcp.server.fastmcp import FastMCP\r\nfrom dbapi import genie_conversation\r\nfrom databricks_formatter import format_query_results\r\n\r\n# MCP\u30b5\u30fc\u30d0\u30fc\u3092\u521d\u671f\u5316\r\n# \u30b5\u30fc\u30d0\u30fc\u540d\u3092\u6307\u5b9a\u3057\u3066\u65b0\u3057\u3044\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\r\nmcp = FastMCP(\"Databricks Genie MCP Server\")\r\n\r\n@mcp.tool()\r\nasync def start_conversation(content: str) -> str:\r\n \"\"\"\r\n Genie API\u3068\u306e\u4f1a\u8a71\u3092\u958b\u59cb\u3059\u308b\r\n\r\n Args:\r\n content (str): Genie\u306b\u9001\u4fe1\u3059\u308b\u30e1\u30c3\u30bb\u30fc\u30b8\u5185\u5bb9\r\n\r\n Returns:\r\n str: Genie\u304b\u3089\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u6574\u5f62\u3057\u305f\u7d50\u679c\r\n \"\"\"\r\n try:\r\n # Genie API\u3092\u547c\u3073\u51fa\u3057\u3066\u5fdc\u7b54\u3092\u53d6\u5f97\r\n result = await genie_conversation(content)\r\n # \u5fdc\u7b54\u7d50\u679c\u3092\u898b\u3084\u3059\u3044\u5f62\u5f0f\u306b\u6574\u5f62\r\n return format_query_results(result)\r\n except Exception as e:\r\n # \u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306f\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u8fd4\u3059\r\n return result\r\n\r\n# \u30e1\u30a4\u30f3\u30a8\u30f3\u30c8\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\r\nif __name__ == \"__main__\":\r\n # \u30c7\u30d5\u30a9\u30eb\u30c8\u3067stdio\u30c8\u30e9\u30f3\u30b9\u30dd\u30fc\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\r\n # \u3053\u308c\u306b\u3088\u308a\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089\u306e\u5bfe\u8a71\u304c\u53ef\u80fd\u306b\u306a\u308b\r\n mcp.run()<\/code><\/pre>\r\n<\/div>\r\ndbapi.py<\/span><\/p>\r\n\r\n
\"\"\"\r\nDatabricks API\u901a\u4fe1\u30e2\u30b8\u30e5\u30fc\u30eb\r\nGenie\u3068\u306e\u5bfe\u8a71\u306b\u5fc5\u8981\u306aAPI\u547c\u3073\u51fa\u3057\u3092\u7ba1\u7406\u3057\u307e\u3059\r\n\"\"\"\r\n\r\nfrom typing import Any, Dict, Optional\r\nimport os\r\nimport asyncio\r\nimport httpx\r\nfrom dotenv import load_dotenv\r\n\r\n# \u74b0\u5883\u5909\u6570\u3092.env\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u8aad\u307f\u8fbc\u307f\r\nload_dotenv()\r\n\r\n# Databricks\u63a5\u7d9a\u306b\u5fc5\u8981\u306a\u8a2d\u5b9a\u5024\r\nDATABRICKS_HOST = os.environ.get(\"DATABRICKS_HOST\", \"<your databricks host>\")\r\nDATABRICKS_TOKEN = os.environ.get(\"DATABRICKS_TOKEN\", \"<your databricks token>\")\r\nDATABRICKS_GENIE_SPACE_ID = os.environ.get(\"DATABRICKS_GENIE_SPACE_ID\", \"<your genie space ID>\")\r\n\r\n# API\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u5b9a\u7fa9\r\nGENIE_START_CONVERSATION_API = \"\/api\/2.0\/genie\/spaces\/{space_id}\/start-conversation\" # \u4f1a\u8a71\u958b\u59cb\u7528\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\r\nGENIE_GET_MESSAGE_API = \"\/api\/2.0\/genie\/spaces\/{space_id}\/conversations\/{conversation_id}\/messages\/{message_id}\" # \u30e1\u30c3\u30bb\u30fc\u30b8\u53d6\u5f97\u7528\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\r\nSTATEMENT_API = \"\/api\/2.0\/sql\/statements\/{statement_id}\" # SQL\u30b9\u30c6\u30fc\u30c8\u30e1\u30f3\u30c8\u5b9f\u884c\u7d50\u679c\u53d6\u5f97\u7528\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\r\n\r\nasync def make_databricks_request(\r\n method: str,\r\n endpoint: str,\r\n json_data: Optional[Dict[str, Any]] = None,\r\n params: Optional[Dict[str, Any]] = None\r\n ) -> Dict[str, Any]:\r\n \"\"\"\r\n Databricks\u306eAPI\u306b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3059\u308b\u6c4e\u7528\u95a2\u6570\r\n\r\n Args:\r\n method (str): HTTP\u30e1\u30bd\u30c3\u30c9('get'\u307e\u305f\u306f'post')\r\n endpoint (str): API\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u30d1\u30b9\r\n json_data (Optional[Dict[str, Any]]): POST\u30ea\u30af\u30a8\u30b9\u30c8\u7528\u306eJSON\u30c7\u30fc\u30bf\r\n params (Optional[Dict[str, Any]]): GET\u30ea\u30af\u30a8\u30b9\u30c8\u7528\u306e\u30af\u30a8\u30ea\u30d1\u30e9\u30e1\u30fc\u30bf\r\n\r\n Returns:\r\n Dict[str, Any]: API\u30ec\u30b9\u30dd\u30f3\u30b9\u306eJSON\u30c7\u30fc\u30bf\r\n \"\"\"\r\n url = f\"{DATABRICKS_HOST}{endpoint}\"\r\n\r\n # \u8a8d\u8a3c\u30d8\u30c3\u30c0\u30fc\u306e\u8a2d\u5b9a\r\n headers = {\r\n \"Authorization\": f\"Bearer {DATABRICKS_TOKEN}\",\r\n }\r\n\r\n async with httpx.AsyncClient() as client:\r\n try:\r\n # HTTP\u30e1\u30bd\u30c3\u30c9\u306b\u5fdc\u3058\u3066\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5b9f\u884c\r\n if method.lower() == \"get\":\r\n response = await client.get(url, headers=headers, params=params, timeout=30.0)\r\n elif method.lower() == \"post\":\r\n response = await client.post(url, headers=headers, json=json_data, timeout=30.0)\r\n else:\r\n raise ValueError(f\"\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u306a\u3044HTTP\u30e1\u30bd\u30c3\u30c9: {method}\")\r\n\r\n response.raise_for_status()\r\n return response.json()\r\n except httpx.HTTPStatusError as e:\r\n # HTTP\u30a8\u30e9\u30fc\u306e\u8a73\u7d30\u60c5\u5831\u3092\u53d6\u5f97\u3057\u3066\u4f8b\u5916\u3092\u767a\u751f\r\n error_message = f\"HTTP\u30a8\u30e9\u30fc: {e.response.status_code}\"\r\n try:\r\n error_detail = e.response.json()\r\n error_message += f\" - {error_detail.get('message', '')}\"\r\n except Exception:\r\n pass\r\n raise Exception(error_message)\r\n except Exception as e:\r\n raise Exception(f\"Databricks API\u30ea\u30af\u30a8\u30b9\u30c8\u4e2d\u306b\u30a8\u30e9\u30fc\u304c\u767a\u751f: {str(e)}\")\r\n\r\n\r\nasync def genie_conversation(content: str, space_id: Optional[str] = None) -> Dict[str, Any]:\r\n \"\"\"\r\n Genie\u3068\u306e\u4f1a\u8a71\u3092\u5b9f\u884c\u3057\u3001\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u307e\u3067\u5f85\u6a5f\u3059\u308b\r\n\r\n Args:\r\n content (str): Genie\u306b\u9001\u4fe1\u3059\u308b\u30e1\u30c3\u30bb\u30fc\u30b8\u5185\u5bb9\r\n space_id (Optional[str]): Genie Space ID(\u672a\u6307\u5b9a\u6642\u306f\u74b0\u5883\u5909\u6570\u304b\u3089\u53d6\u5f97)\r\n\r\n Returns:\r\n Dict[str, Any]: \u4f1a\u8a71\u306e\u5b9f\u884c\u7d50\u679c\r\n \"\"\"\r\n if not space_id:\r\n space_id = DATABRICKS_GENIE_SPACE_ID\r\n\r\n if not space_id:\r\n raise ValueError(\"Genie Space ID\u304c\u5fc5\u8981\u3067\u3059\u3002\u74b0\u5883\u5909\u6570DATABRICKS_GENIE_SPACE_ID\u3092\u8a2d\u5b9a\u3059\u308b\u304b\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u3057\u3066\u6307\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\")\r\n\r\n # \u4f1a\u8a71\u958b\u59cb\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u4f5c\u6210\r\n statement_data = {\r\n \"content\": content\r\n }\r\n\r\n # \u4f1a\u8a71\u3092\u958b\u59cb\u3057\u3001conversation_id\u3068message_id\u3092\u53d6\u5f97\r\n endpoint_url = GENIE_START_CONVERSATION_API.format(space_id=space_id)\r\n response = await make_databricks_request(\"post\", endpoint_url, json_data=statement_data)\r\n message = response.get(\"message\")\r\n conversation_id = message[\"conversation_id\"]\r\n message_id = message[\"id\"]\r\n\r\n if not conversation_id:\r\n raise Exception(\"\u30ec\u30b9\u30dd\u30f3\u30b9\u304b\u3089conversation_ID\u306e\u53d6\u5f97\u306b\u5931\u6557\u3057\u307e\u3057\u305f\")\r\n\r\n # \u4f1a\u8a71\u751f\u6210\u5b8c\u4e86\u3092\u30dd\u30fc\u30ea\u30f3\u30b0\r\n max_retries = 60 # \u6700\u5927\u30ea\u30c8\u30e9\u30a4\u56de\u6570\uff0810\u79d2\u9593\u9694\u306710\u5206\uff09\r\n retry_count = 0\r\n\r\n while retry_count < max_retries:\r\n # \u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u78ba\u8a8d\r\n message_status = await make_databricks_request(\r\n \"get\",\r\n GENIE_GET_MESSAGE_API.format(space_id=space_id, conversation_id=conversation_id, message_id=message_id)\r\n )\r\n\r\n status = message_status[\"status\"]\r\n\r\n if status == \"COMPLETED\":\r\n # \u5b8c\u4e86\u3057\u305f\u5834\u5408\u3001\u30af\u30a8\u30ea\u7d50\u679c\u3092\u53d6\u5f97\r\n query_result_statement_id = message_status[\"attachments\"][0][\"query\"][\"statement_id\"]\r\n\r\n statement_status = await make_databricks_request(\r\n \"get\",\r\n STATEMENT_API.format(statement_id=query_result_statement_id)\r\n )\r\n\r\n return statement_status\r\n elif status in [\"FAILED\", \"CANCELED\"]:\r\n error_message = message_status[\"status\"]\r\n raise Exception(f\"\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u53d6\u5f97\u306b\u5931\u6557: {error_message}\")\r\n\r\n # \u6b21\u306e\u30dd\u30fc\u30ea\u30f3\u30b0\u307e\u3067\u5f85\u6a5f\r\n\r\n retry_count += 1\r\n\r\n return message[\"content\"]<\/code><\/pre>\r\n<\/div>\r\ndatabricks_formatter.py<\/span><\/p>\r\n\r\n
from typing import Any, Dict\r\n\r\ndef format_query_results(result: Dict[str, Any]) -> str:\r\n \"\"\"Format query results into a readable string.\"\"\"\r\n\r\n # Check if result is empty or doesn't have the expected structure\r\n if not result or 'manifest' not in result or 'result' not in result:\r\n return \"No results or invalid result format.\"\r\n\r\n # Extract column names from the manifest\r\n column_names = []\r\n if 'manifest' in result and 'schema' in result['manifest'] and 'columns' in result['manifest']['schema']:\r\n columns = result['manifest']['schema']['columns']\r\n column_names = [col['name'] for col in columns] if columns else []\r\n\r\n # If no column names were found, return early\r\n if not column_names:\r\n return \"No columns found in the result.\"\r\n\r\n # Extract rows from the result\r\n rows = []\r\n if 'result' in result and 'data_array' in result['result']:\r\n rows = result['result']['data_array']\r\n\r\n # If no rows were found, return just the column headers\r\n if not rows:\r\n # Format as a table\r\n output = []\r\n # Add header\r\n output.append(\" | \".join(column_names))\r\n output.append(\"-\" * (sum(len(name) + 3 for name in column_names) - 1))\r\n output.append(\"No data rows found.\")\r\n return \"\\n\".join(output)\r\n\r\n # Format as a table\r\n output = []\r\n\r\n # Add header\r\n output.append(\" | \".join(column_names))\r\n output.append(\"-\" * (sum(len(name) + 3 for name in column_names) - 1))\r\n # Add rows\r\n for row in rows:\r\n row_values = []\r\n for value in row:\r\n if value is None:\r\n row_values.append(\"NULL\")\r\n else:\r\n row_values.append(str(value))\r\n output.append(\" | \".join(row_values))\r\n\r\n return \"\\n\".join(output)<\/code><\/pre>\r\n<\/div>\r\npyproject.toml<\/span><\/p>\r\n\r\n
[project]\r\nname = \"databricks_test\"\r\nversion = \"0.1.0\"\r\ndescription = \"Databricks Genie Integration\"\r\nrequires-python = \">=3.10\"\r\ndependencies = [\r\n\"httpx>=0.28.1\",\r\n\"mcp[cli]>=1.3.0\",\r\n]<\/code><\/pre>\r\n<\/div>\r\n2. claude_desktop_config.json\u306b\u5148\u307b\u3069\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u5165\u308c\u308b<\/span><\/b>\r\nclaude desktop\u958b\u767a\u8005\u7528\u306e\u8a2d\u5b9a\u304b\u3089\u69cb\u6210\u3092\u7de8\u96c6\u3092\u62bc\u3059\u3068\u3001claude_desktop_config.json\u306b\u8a98\u5c0e\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\r\n<\/span><\/p>\r\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-12.45.29.jpg\")
<\/p>\r\n
\u3053\u306e\u4e2d\u306b\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\r\n\r\n
{\r\n\"mcpServers\": {\r\n\"databricks_genie_test\": {\r\n\"command\": \"uv\",\r\n\"args\": [\r\n\"--directory\",\r\n\"<your directory to file>\/my-genie-mcp\",\r\n\"run\",\r\n\"main.py\"\r\n],\r\n\"env\": {\r\n\"DATABRICKS_HOST\": \"<your databricks host>\",\r\n\"DATABRICKS_TOKEN\": \"<your databricks token>\",\r\n\"DATABRICKS_GENIE_SPACE_ID\": \"<your genie space ID>\"\r\n}\r\n}\r\n}\r\n}<\/code><\/pre>\r\n<\/div>\r\n\u3053\u308c\u3067\u8a2d\u5b9a\u5b8c\u4e86\u3067\u3059\uff01claude desktop\u3092\u518d\u8d77\u52d5\u3057\u3001\u518d\u5ea6\u958b\u767a\u8005\u7528\u306e\u8a2d\u5b9a\u3092\u958b\u304f\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306adatabricks_genie\u306emcp\u304c\u898b\u308c\u308b\u306f\u305a\u3067\u3059\u3002<\/span><\/p>\r\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-12.45.16.png\")
<\/p>\r\n
<\/p>\r\n
\uff12\u6bb5\u76ee\u306emcp\u304c\u4eca\u56de\u8a2d\u5b9a\u3057\u305f\u3082\u306e\u3002\uff11\u6bb5\u76ee\u306e\u8a2d\u5b9a\u306b\u3064\u3044\u3066\u306f\u524d\u56de\u306e\u30d6\u30ed\u30b0\u53c2\u7167<\/span><\/p>\n\n\u5b9f\u969b\u306b\u4f7f\u3063\u3066\u307f\u305f<\/h2>\n
databricks genie\u306b\u30e6\u30fc\u30b6\u30fc\u3054\u3068\u306e\u58f2\u4e0a\u3092\u805e\u3044\u3066\u3002\u3068\u3044\u3046\u8cea\u554f\u3092\u3057\u3066\u307f\u307e\u3057\u305f\uff01<\/span><\/p>\r\nclaude \u304cgenie\u306b\u81ea\u7136\u8a00\u8a9e\u3067\u8cea\u554f\u3057\u3066\u3044\u307e\u3059\u306d\u3002\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u30c7\u30fc\u30bf\u306f\u3057\u3063\u304b\u308a\u53d6\u5f97\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\r\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-13.11.33.png\")
![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2025\/06\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2025-06-12-13.13.44.png\")
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\u307e\u3068\u3081<\/h2>\n
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