[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-1298":3},{"id":4,"name":5,"fullName":6,"owner":5,"repo":5,"description":7,"homepage":8,"htmlUrl":9,"language":10,"languages":9,"totalLinesOfCode":9,"stars":11,"forks":12,"watchers":13,"openIssues":14,"contributorsCount":15,"subscribersCount":15,"size":15,"stars1d":15,"stars7d":15,"stars30d":15,"stars90d":15,"forks30d":15,"starsTrendScore":15,"compositeScore":16,"rankGlobal":9,"rankLanguage":9,"license":17,"archived":18,"fork":18,"defaultBranch":19,"hasWiki":20,"hasPages":20,"topics":21,"createdAt":9,"pushedAt":9,"updatedAt":36,"readmeContent":37,"aiSummary":38,"trendingCount":15,"starSnapshotCount":15,"syncStatus":39,"lastSyncTime":40,"discoverSource":41},1298,"mindsdb","mindsdb\u002Fmindsdb","AI Data Vault - A query engine for AI Agents to securely query data from any datasource","https:\u002F\u002Fmindsdb.com",null,"Python",39145,6199,437,48,0,70,"Other",false,"main",true,[22,23,24,25,26,27,28,29,30,31,32,33,34,35],"agents","ai","analytics","artificial-inteligence","bigquery","business-intelligence","databases","hacktoberfest","llms","mcp","mssql","mysql","postgresql","rag","2026-06-12 04:00:08","\u003Ca name=\"readme-top\">\u003C\u002Fa>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fmindsdb\">\n    \u003Cimg src=\"\u002Fassets\u002Fmindsdb-header-github.png\" alt=\"Query engine for AI analytics, powering agents to answer questions across all your live data\" width=\"100%\" \u002F>\n  \u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003Cdiv align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fpypi.org\u002Fproject\u002FMindsDB\u002F\" target=\"_blank\">\n    \u003Cimg src=\"https:\u002F\u002Fbadge.fury.io\u002Fpy\u002FMindsDB.svg\" alt=\"MindsDB Release\" \u002F>\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fwww.python.org\u002Fdownloads\u002F\" target=\"_blank\">\n    \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fpython-3.10.x%7C%203.11.x%7C%203.12.x%7C%203.13.x-brightgreen.svg\" alt=\"Python supported\" \u002F>\n  \u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fhub.docker.com\u002Fr\u002Fmindsdb\u002Fmindsdb\" target=\"_blank\">\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fdocker\u002Fpulls\u002Fmindsdb\u002Fmindsdb.svg?logo=docker&label=Docker%20pulls&cacheSeconds=86400\" alt=\"Docker pulls\" \u002F>\n  \u003C\u002Fa>\n\n  \u003Cp align=\"center\">\n\t\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fanton\">AI-coworker\u003C\u002Fa>\n    ·\n    \u003Ca href=\"https:\u002F\u002Fmindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Website\u003C\u002Fa>\n    ·\n    \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Docs\u003C\u002Fa>\n    ·\n    \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fcontact?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Contact us for a demo\u003C\u002Fa>\n    ·\n    \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fjoincommunity?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Community Slack\u003C\u002Fa>\n  \u003C\u002Fp>\n\u003C\u002Fdiv>\n\n---\n\n[![Ask DeepWiki](https:\u002F\u002Fdeepwiki.com\u002Fbadge.svg)](https:\u002F\u002Fdeepwiki.com\u002Fmindsdb\u002Fmindsdb)\n\nMindsDB develops the following products:\n\n* [ANTON](https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fanton) - A personal AI agent that helps you get work done. Tell it what you need in plain language and it takes it from there - sending emails, calling APIs, connecting to data sources, building dashboards, and delivering results. No setup, no plugins, no fuss.\n\n* [Query Engine](https:\u002F\u002Fdocs.mindsdb.com) - The product you are looking at, is a popular query engine for semantic-search.\n\n\n## What you can build with MindsDB Products\n\n| CONVERSATIONAL ANALYTICS AGENTS | SEMANTIC SEARCH AGENTS |\n| --- | --- |\n| Get precise, data-driven answers using natural language. \u003Cbr \u002F>\u003Cbr \u002F> Unify and query data across sources (MySQL, Salesforce, Shopify, etc.), without ETL. \u003Cbr \u002F>\u003Cbr \u002F> \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fanton\">Try Anton\u003C\u002Fa> | Ground LLM responses in your most relevant internal knowledge. \u003Cbr \u002F>\u003Cbr \u002F> Search across unstructured sources like documents, support tickets, Google Drive, and more. \u003Cbr \u002F>\u003Cbr \u002F> \u003Ca href=\"https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=HN4fHtS4mvo\">Watch video\u003C\u002Fa> |\n\n## How MindsDB - Query Engine works\n\u003Cdiv align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=HN4fHtS4mvo\" title=\"Watch demo\">\n    \u003Cimg\n      src=\"\u002Fassets\u002Fmindsdb_demo.gif\"\n      alt=\"MindsDB demo - answer questions in plain English from live enterprise data\"\n      title=\"Click to watch the full video\"\n      width=\"80%\"\n    \u002F>\n  \u003C\u002Fa>\n\u003C\u002Fdiv>\n\nMindsDB - Query Engine follows a simple workflow: **Connect → Unify → Respond**. At the center is an SQL-compatible data language with additional constructs for searching unstructured data, managing workflows (jobs\u002Ftriggers), and building agents.\n\n\u003Ctable style=\"width:100%; border-collapse:collapse; border:none;\">\n  \u003Ctr>\n    \u003Ctd style=\"width:25%; border:none; padding:8px 16px; vertical-align:middle;\">\n      \u003Cstrong>\u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fintegrations\u002Fdata-overview?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Connect\u003C\u002Fa>\u003C\u002Fstrong>\n    \u003C\u002Ftd>\n    \u003Ctd style=\"width:75%; border:none; padding:8px 16px; vertical-align:middle;\">\n      \u003Cstrong>Universal data access:\u003C\u002Fstrong> Give your agents federated access to 200+ live data sources (Postgres, MongoDB, Slack, files, and more).\n    \u003C\u002Ftd>\n  \u003C\u002Ftr>\n  \u003Ctr>\n    \u003Ctd style=\"width:25%; border:none; padding:8px 16px; vertical-align:middle;\">\n      \u003Cstrong>\u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fmindsdb-unify?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Unify\u003C\u002Fa>\u003C\u002Fstrong>\n    \u003C\u002Ftd>\n    \u003Ctd style=\"width:75%; border:none; padding:8px 16px; vertical-align:middle;\">\n      \u003Cstrong>Dynamic context engine:\u003C\u002Fstrong> Fuse structured tables with vectorized data (text, PDFs, HTML) inside a Knowledge Base.\n    \u003C\u002Ftd>\n  \u003C\u002Ftr>\n  \u003Ctr>\n    \u003Ctd style=\"width:25%; border:none; padding:8px 16px; vertical-align:middle;\">\n      \u003Cstrong>\u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fmindsdb-respond?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Respond\u003C\u002Fa>\u003C\u002Fstrong>\n    \u003C\u002Ftd>\n    \u003Ctd style=\"width:75%; border:none; padding:8px 16px; vertical-align:middle;\">\n      \u003Cstrong>Autonomous reasoning:\u003C\u002Fstrong> Deploy agents that blend and retrieve data points across your stack to produce grounded answers.\n    \u003C\u002Ftd>\n  \u003C\u002Ftr>\n\u003C\u002Ftable>\n\n## Setup\n\nUsers can install MindsDB via \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fsetup\u002Fself-hosted\u002Fdocker?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Docker\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fsetup\u002Fself-hosted\u002Fdocker-desktop?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Docker Extension\u003C\u002Fa>, or \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fcontribute\u002Finstall?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">PyPI\u003C\u002Fa>.\n\nHere is how to pull and run MindsDB via Docker:\n```bash\ndocker run --name mindsdb_container \\\n-e MINDSDB_APIS=http,mysql \\\n-p 47334:47334 -p 47335:47335 \\\nmindsdb\u002Fmindsdb:latest\n```\n\n## Usage\n\n**Follow the \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fquickstart-tutorial?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">quickstart guide\u003C\u002Fa> to get started with MindsDB using our demo data.**\n\nRetrieve and analyze data from over 200 \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fintegrations\u002Fdata-overview?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">data sources\u003C\u002Fa> in one SQL dialect. For AI agents, this means faster response time, better accuracy, and lower token consumption.\n```sql\n--use SQL to aggregate pipeline data from Salesforce \nSELECT SUM(ExpectedRevenue) AS open_pipeline\nFROM salesforce.opportunities\nWHERE close_date >= CURDATE()\n\n--use the same dialect to retrieve even from a non-SQL database, like MondoDB\nSELECT COUNT(*) AS negative_emails_last_30_days\nFROM mongodb.support_tickets\nWHERE sentiment = 'negative'\n  AND created_at >= CURRENT_DATE - INTERVAL '30 days';\n```\n\nCreate \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fmindsdb_sql\u002Fsql\u002Fcreate\u002Fview?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">views\u003C\u002Fa> and join data even from different types of data systems.\n```sql\n--join MongoDB and Salesforce data\nCREATE VIEW risky_renewals AS (\nSELECT *\nFROM mongodb.support_tickets AS reviews\nJOIN salesforce.opportunities AS deals\n  ON reviews.customer_domain = deals.customer_domain\nWHERE deals.type = \"renewal\"\n  AND reviews.sentiment = \"negative\"\n);\n```\n\nJoin vectorized and structured data inside a \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fmindsdb_sql\u002Fknowledge_bases\u002Foverview?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">knowledge base\u003C\u002Fa>. Combine semantic search with precise metadata criteria in a single SQL query.\n```sql\n--create a knowledge base for customer issues \nCREATE KNOWLEDGE_BASE customers_issues\nUSING\n  storage = my_vector.db,\n  content_columns = ['ticket_description'];\n  metadata_columns = ['customer_name', 'segment', 'revenue', 'is_pending_renewal'];\n\n--find large customers who submitted ticket related to data security topics  \nSELECT * FROM customers_issues\nWHERE content = 'data security'\nAND\n  is_pending_renewal = 'true'.\n  revenue > 1000000;\n```\n\nUse MindsDB pre-packaged \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fmindsdb_sql\u002Fagents\u002Fagent_syntax?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">data agents\u003C\u002Fa> and connect them with your own. See how to use MindsDB via \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Foverview_sdks_apis?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">API or MCP\u003C\u002Fa>.\n```sql\nCREATE AGENT my_agent\nUSING\n    model = {\n        \"provider\": \"openai\",\n        \"model_name\" : \"gpt-xx\",\n        \"api_key\": \"sk-...\"\n    },\n    data = {\n         \"knowledge_bases\": [\"mindsdb.customer_issues\"],\n         \"tables\": [\"salesforce.opportunities\", \"postgres.sales\", \"mongodb.support_tickets\"]\n    },\n    prompt_template = 'my prompt template and agent guidance';\n```\nSee MindsDB’s recommended usage of agents \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fmindsdb_sql\u002Fagents\u002Fagent?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">here\u003C\u002Fa> and how to automate workflows with \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fmindsdb_sql\u002Fsql\u002Fcreate\u002Fjobs?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">jobs\u003C\u002Fa>.\n\n## 📃 Tutorials\n- Enterprise Knowledge Search (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Ffast-track-knowledge-bases-how-to-build-semantic-ai-search-by-andriy-burkov?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example\u003C\u002Fa>)\n- Advanced Semantic Search  (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Fblend-hybrid-retrieval-with-structured-data-using-mindsdb-knowledge-bases?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example\u003C\u002Fa>)\n- Customer Support Automation (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Fbuilding-janus-an-ai-powered-customer-support-helpdesk-system-powered-by-mindsdb?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example1\u003C\u002Fa>, \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Fbuilding-agentic-workflow-auto-banking-customer-service-with-mindsdb?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example2\u003C\u002Fa>)\n- Intelligent Content Discovery (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Fmysql-mindsdb-unlocks-intelligent-content-discovery-for-web-cms-with-knowledge-bases-and-cursor?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example\u003C\u002Fa>)\n- Financial Analysis Agents (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Fstreamline-financial-analysis-with-mindsdb-s-knowledge-bases-and-hybrid-search?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example\u003C\u002Fa>)\n- Real-time AI-powered analytics (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Fmariadb-mindsdb-turns-woocommerce-data-to-insights-with-real-time-ai-analytics-for-ecommerce-teams?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example\u003C\u002Fa>)\n- Conversational Data Assistants (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Funlocking-operational-intelligence-in-energy-utilities-with-mindsdb-knowledge-bases-hybrid-search?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example\u003C\u002Fa>)\n- CRM Intelligence (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Funlocking-salesforce-crm-intelligence-with-mindsdb-s-ai-powered-knowledge-bases?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example\u003C\u002Fa>)\n- Compliance & Customer Intelligence (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Fenterprise-software-vendors-drive-compliance-customer-insights-with-mindsdb-knowledge-bases-hybrid-search?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example\u003C\u002Fa>)\n- Conversation Intelligence (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog\u002Fintroducing-mindsdb-s-integration-with-gong-ai-analytics-on-call-data?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">example\u003C\u002Fa>)\nSubscribe to our (\u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">blog\u003C\u002Fa>) for more\n\n## 🫴 Help and support\n\nStuck on a query? Found a bug? We’re here to help.\n\u003Ctable style=\"width:100%; border-collapse:collapse;\">\n  \u003Ctr>\n    \u003Ctd style=\"width:30%; border:1px solid #d0d7de; padding:12px; vertical-align:top;\">\n      Ask a question\n    \u003C\u002Ftd>\n    \u003Ctd style=\"width:70%; border:1px solid #d0d7de; padding:12px; vertical-align:top;\">\n      Join our \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fjoincommunity\">Slack Community\u003C\u002Fa>.\n    \u003C\u002Ftd>\n  \u003C\u002Ftr>\n  \u003Ctr>\n    \u003Ctd style=\"width:30%; border:1px solid #d0d7de; padding:12px; vertical-align:top;\">\n      Report a bug\n    \u003C\u002Ftd>\n    \u003Ctd style=\"width:70%; border:1px solid #d0d7de; padding:12px; vertical-align:top;\">\n      Open a \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fmindsdb\u002Fissues\">GitHub Issue\u003C\u002Fa>. Please include reproduction steps!\n    \u003C\u002Ftd>\n  \u003C\u002Ftr>\n  \u003Ctr>\n    \u003Ctd style=\"width:30%; border:1px solid #d0d7de; padding:12px; vertical-align:top;\">\n      Get commercial support\n    \u003C\u002Ftd>\n    \u003Ctd style=\"width:70%; border:1px solid #d0d7de; padding:12px; vertical-align:top;\">\n      Contact the \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fcontact?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">MindsDB Team\u003C\u002Fa> for enterprise SLAs and custom solutions.\n    \u003C\u002Ftd>\n  \u003C\u002Ftr>\n\u003C\u002Ftable>\n\n**Security Note:** If you find a security vulnerability, please do not open a public issue. Refer to our \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fmindsdb\u002Fsecurity\">security policy\u003C\u002Fa> for reporting instructions.\n\n## 🤝 Contribute to MindsDB\n\nMindsDB is open source and contributions are welcome! You can submit code changes through pull requests or by opening issues to report bugs, suggest new features, or enhancements.\n\n**Ways you can help:**\n- Develop a \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fcontribute\u002Fdata-handlers\">database integration\u003C\u002Fa>\n- Develop an \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fcontribute\u002Fapp-handlers\">app integration\u003C\u002Fa>\n- Identify and fix bugs\n\n**How to contribute**\n\n- Read the \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com\u002Fcontribute\u002Fcontribute?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">contribution guide\u003C\u002Fa> to get set up.\n- Browse \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fmindsdb\u002Fissues\">open issues\u003C\u002Fa>.\n- Join the #contributors channel in \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fjoincommunity\">Slack\u003C\u002Fa>.\n- Explore \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fcommunity?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">community rewards and programs\u003C\u002Fa>.\n\n\u003Cdiv align=\"center\">\n\n\u003Cstrong>Our top 100 contributors\u003C\u002Fstrong>\n\n\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fmindsdb\u002Fgraphs\u002Fcontributors\">\n\u003Cimg src=\"https:\u002F\u002Fcontrib.rocks\u002Fimage?repo=mindsdb\u002Fmindsdb&max=100&columns=10\" \u002F>\n\u003C\u002Fa>\n\t\nMade with [contrib.rocks](https:\u002F\u002Fcontrib.rocks)\n\u003C\u002Fdiv>\n\n## 📚 Resources\n- \u003Ca href=\"https:\u002F\u002Fdocs.mindsdb.com?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Documentation\u003C\u002Fa>\n- \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fblog?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Blog\u003C\u002Fa>\n- \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fevents?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Events\u003C\u002Fa>\n- \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fjoincommunity\">Community Slack\u003C\u002Fa>\n- \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fpress-kit?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Brand guidelines\u003C\u002Fa>\n- \u003Ca href=\"https:\u002F\u002Fmindsdb.com\u002Fcontact?utm_medium=community&utm_source=github&utm_campaign=mindsdb%20repo\">Contact form\u003C\u002Fa>\n","MindsDB 是一个用于AI代理安全查询来自任何数据源的数据的查询引擎。它支持通过自然语言处理技术，从MySQL、Salesforce、Shopify等多种数据源中统一和查询数据，无需进行ETL操作，并且能够基于内部知识库为大语言模型提供语义搜索功能，增强其回答的准确性和相关性。该产品使用Python开发，支持包括PostgreSQL、BigQuery在内的多种数据库，适用于需要跨多数据源进行数据分析、构建对话式分析代理或语义搜索应用的企业场景。",2,"2026-05-06 17:31:47","top_all"]