{"id":13456023,"url":"https://github.com/mindsdb/mindsdb","last_synced_at":"2026-02-25T12:21:30.147Z","repository":{"id":37037543,"uuid":"143328315","full_name":"mindsdb/mindsdb","owner":"mindsdb","description":"AI's query engine - Platform for building AI that can learn and answer questions over large scale federated data.","archived":false,"fork":false,"pushed_at":"2025-05-12T13:52:33.000Z","size":258646,"stargazers_count":27931,"open_issues_count":178,"forks_count":4959,"subscribers_count":397,"default_branch":"main","last_synced_at":"2025-05-12T14:40:07.051Z","etag":null,"topics":["agi","ai","artificial-inteligence","databases","llms","rag"],"latest_commit_sha":null,"homepage":"https://mindsdb.com","language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"other","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/mindsdb.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":"CODE_OF_CONDUCT.md","threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":"SECURITY.md","support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2018-08-02T17:56:45.000Z","updated_at":"2025-05-12T12:32:32.000Z","dependencies_parsed_at":"2023-09-23T10:02:44.540Z","dependency_job_id":"2caa5404-e884-4382-b79d-073c992d048a","html_url":"https://github.com/mindsdb/mindsdb","commit_stats":{"total_commits":14290,"total_committers":871,"mean_commits":16.40642939150402,"dds":0.8162351294611616,"last_synced_commit":"0063a6894fa3185c6ad7d8c3b0ebedadf4510a0d"},"previous_names":[],"tags_count":333,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindsdb%2Fmindsdb","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindsdb%2Fmindsdb/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindsdb%2Fmindsdb/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/mindsdb%2Fmindsdb/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/mindsdb","download_url":"https://codeload.github.com/mindsdb/mindsdb/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":253756183,"owners_count":21959168,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["agi","ai","artificial-inteligence","databases","llms","rag"],"created_at":"2024-07-31T08:01:15.032Z","updated_at":"2026-02-25T12:21:30.141Z","avatar_url":"https://github.com/mindsdb.png","language":"Python","readme":"\n\n\u003ca name=\"readme-top\"\u003e\u003c/a\u003e\n\n\u003cdiv align=\"center\"\u003e\n\t\u003ca href=\"https://pypi.org/project/MindsDB/\" target=\"_blank\"\u003e\u003cimg src=\"https://badge.fury.io/py/MindsDB.svg\" alt=\"MindsDB Release\"\u003e\u003c/a\u003e\n\t\u003ca href=\"https://www.python.org/downloads/\" target=\"_blank\"\u003e\u003cimg src=\"https://img.shields.io/badge/python-3.10.x%7C%203.11.x%7C%203.12.x%7C%203.13.x-brightgreen.svg\" alt=\"Python supported\"\u003e\u003c/a\u003e\n\t\u003ca href=\"https://hub.docker.com/u/mindsdb\" target=\"_blank\"\u003e\u003cimg src=\"https://img.shields.io/docker/pulls/mindsdb/mindsdb\" alt=\"Docker pulls\"\u003e\u003c/a\u003e\n\n  \u003cbr /\u003e\n  \u003cbr /\u003e\n\n  \u003ca href=\"https://trendshift.io/repositories/3068\" target=\"_blank\"\u003e\u003cimg src=\"https://trendshift.io/api/badge/repositories/3068\" alt=\"mindsdb%2Fmindsdb | Trendshift\" style=\"width: 250px; height: 55px;\" width=\"250\" height=\"55\"/\u003e\u003c/a\u003e\n\n  \u003ca href=\"https://github.com/mindsdb/mindsdb\"\u003e\n    \u003cimg src=\"/docs/assets/mindsdb_logo.png\" alt=\"MindsDB\" width=\"300\"\u003e\n  \u003c/a\u003e\n\n  \u003cp align=\"center\"\u003e\n    \u003cbr /\u003e\n    \u003ca href=\"https://www.mindsdb.com?utm_medium=community\u0026utm_source=github\u0026utm_campaign=mindsdb%20repo\"\u003eWebsite\u003c/a\u003e\n    ·\n    \u003ca href=\"https://docs.mindsdb.com?utm_medium=community\u0026utm_source=github\u0026utm_campaign=mindsdb%20repo\"\u003eDocs\u003c/a\u003e\n    ·\n    \u003ca href=\"https://mindsdb.com/contact\"\u003eContact us for a Demo\u003c/a\u003e\n    ·\n    \u003ca href=\"https://mindsdb.com/joincommunity?utm_medium=community\u0026utm_source=github\u0026utm_campaign=mindsdb%20repo\"\u003eCommunity Slack\u003c/a\u003e\n  \u003c/p\u003e\n\u003c/div\u003e\n\n----------------------------------------\n\n\nMindsDB enables humans, AI, agents, and applications to get highly accurate answers across large scale data sources.\n\n\u003ca href=\"https://www.youtube.com/watch?v=MX3OKpnsoLM\" target=\"_blank\"\u003e\n  \u003cimg src=\"https://github.com/user-attachments/assets/119e7b82-f901-4214-a26f-ff7c5ad86064\" alt=\"MindsDB Demo\"\u003e\n\t\n\u003c/a\u003e\n\n\n## Install MindsDB Server \n\nMindsDB is an open-source server that can be deployed anywhere - from your laptop to the cloud, and everywhere in between. And yes, you can customize it to your heart's content.\n\n  * [Using Docker Desktop](https://docs.mindsdb.com/setup/self-hosted/docker-desktop). This is the fastest and recommended way to get started and have it all running.\n  * [Using Docker](https://docs.mindsdb.com/setup/self-hosted/docker). This is also simple, but gives you more flexibility on how to further customize your server.\n\n[MindsDB has an MCP server built in](https://docs.mindsdb.com/mcp/overview) that enables your MCP applications to connect, unify and respond to questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications.\n \n----------------------------------------\n\n# Core Philosophy: Connect, Unify, Respond\n\nMindsDB's architecture is built around three fundamental capabilities:\n\n## [Connect](https://docs.mindsdb.com/integrations/data-overview) Your Data\n\nYou can connect to hundreds of enterprise [data sources (learn more)](https://docs.mindsdb.com/integrations/data-overview). These integrations allow MindsDB to access data wherever it resides, forming the foundation for all other capabilities.\n\n## [Unify](https://docs.mindsdb.com/mindsdb_sql/overview) Your Data\n\n\nIn many situations, it’s important to be able to prepare and unify data before generating responses from it. MindsDB SQL offers knowledge bases and views that allow indexing and organizing structured and unstructured data as if it were unified in a single system.\n\n* [**KNOWLEDGE BASES**](https://docs.mindsdb.com/mindsdb_sql/knowledge-bases) – Index and organize unstructured data for efficient Q\u0026A.\n* [**VIEWS**](https://docs.mindsdb.com/mindsdb_sql/sql/create/view) – Simplify data access by creating unified views across different sources (no-ETL).\n\n\nUnification of data can be automated using JOBs\n\n* [**JOBS**](https://docs.mindsdb.com/mindsdb_sql/sql/create/jobs) – Schedule synchronization and transformation tasks for real-time processing.\n\n\n## [Respond](https://docs.mindsdb.com/mindsdb_sql/agents/agent) From Your Data\n\nChat with Your Data\n\n* [**AGENTS**](https://docs.mindsdb.com/mindsdb_sql/agents/agent) – Configure built-in agents specialized in answering questions over your connected and unified data.\n* [**MCP**](https://docs.mindsdb.com/mcp/overview) – Connect to MindsDB through the MCP (Model Context Protocol) for seamless interaction.\n\n----------------------------------------\n\n## 🤝 Contribute\n\nInterested in contributing to MindsDB? Follow our [installation guide for development](https://docs.mindsdb.com/contribute/install?utm_medium=community\u0026utm_source=github\u0026utm_campaign=mindsdb%20repo).\n\nYou can find our [contribution guide here](https://docs.mindsdb.com/contribute/contribute?utm_medium=community\u0026utm_source=github\u0026utm_campaign=mindsdb%20repo).\n\nWe welcome suggestions! Feel free to open new issues with your ideas, and we’ll guide you.\n\nThis project adheres to a [Contributor Code of Conduct](https://github.com/mindsdb/mindsdb/blob/main/CODE_OF_CONDUCT.md). By participating, you agree to follow its terms.\n\nAlso, check out our [community rewards and programs](https://mindsdb.com/community?utm_medium=community\u0026utm_source=github\u0026utm_campaign=mindsdb%20repo).\n\n## 🤍 Support\n\nIf you find a bug, please submit an [issue on GitHub](https://github.com/mindsdb/mindsdb/issues/new/choose).\n\nHere’s how you can get community support:\n\n* Ask a question in our [Slack Community](https://mindsdb.com/joincommunity?utm_medium=community\u0026utm_source=github\u0026utm_campaign=mindsdb%20repo).\n* Join our [GitHub Discussions](https://github.com/mindsdb/mindsdb/discussions).\n* Post on [Stack Overflow](https://stackoverflow.com/questions/tagged/mindsdb) with the MindsDB tag.\n\nFor commercial support, please [contact the MindsDB team](https://mindsdb.com/contact?utm_medium=community\u0026utm_source=github\u0026utm_campaign=mindsdb%20repo).\n\n## 💚 Current Contributors\n\n\u003ca href=\"https://github.com/mindsdb/mindsdb/graphs/contributors\"\u003e\n  \u003cimg src=\"https://contributors-img.web.app/image?repo=mindsdb/mindsdb\" /\u003e\n\u003c/a\u003e\n\nGenerated with [contributors-img](https://contributors-img.web.app).\n\n## 🔔 Subscribe for Updates\n\nJoin our [Slack community](https://mindsdb.com/joincommunity)\n","funding_links":[],"categories":["MCP Servers \u0026 Tools","Aggregators \u0026 Gateways","Python","资源列表","The Data Science Toolbox","Data Access \u0026 Integration MCP Servers","CI/CD \u0026 DevOps Pipelines","服务器实现","机器学习框架","Explaining Black Box Models and Datasets","Software","\u003cimg src=\"./assets/satellite.svg\" width=\"16\" height=\"16\" style=\"vertical-align: middle;\"\u003e Satellites","机器学习","Tools","Deployment and Serving","其他_机器学习与深度学习","1.) 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