[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-93092":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":15,"contributorsCount":16,"subscribersCount":16,"size":16,"stars1d":16,"stars7d":16,"stars30d":17,"stars90d":16,"forks30d":16,"starsTrendScore":16,"compositeScore":18,"rankGlobal":10,"rankLanguage":10,"license":19,"archived":20,"fork":20,"defaultBranch":21,"hasWiki":22,"hasPages":22,"topics":23,"createdAt":10,"pushedAt":10,"updatedAt":38,"readmeContent":39,"aiSummary":40,"trendingCount":16,"starSnapshotCount":16,"syncStatus":17,"lastSyncTime":41,"discoverSource":42},93092,"mindshub","mindsdb\u002Fmindshub","mindsdb","Make AI do actual work. Swap the model anytime — keep everything you've built.","https:\u002F\u002Fmindshub.ai",null,"Makefile",39390,6218,439,1,0,2,70.2,"MIT License",false,"main",true,[24,25,26,27,28,29,30,31,32,33,34,35,36,37,7],"agents","ai","anton","artificial-inteligence","claude","claude-cowork","codex","cowork","deepseek","glm","hermes","hermes-agent","kimi","mcp","2026-07-22 04:02:08","\u003Ca name=\"readme-top\">\u003C\u002Fa>\n\n\u003Cdiv align=\"center\">\n\n# MindsHub \n\n**The unified workspace where open-source models get things done for you.**\n\n_Make AI do actual work. Swap the model anytime — keep everything you've built._\n\n[![Release](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fv\u002Frelease\u002Fmindsdb\u002Fminds?logo=github&label=release)](https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fminds\u002Freleases)\n[![Stars](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Fstars\u002Fmindsdb\u002Fminds?logo=github)](https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fminds\u002Fstargazers)\n[![License: MIT](https:\u002F\u002Fimg.shields.io\u002Fgithub\u002Flicense\u002Fmindsdb\u002Fminds)](#-license)\n[![Python 3.10–3.13](https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fpython-3.10%20–%203.13-brightgreen.svg)](https:\u002F\u002Fwww.python.org\u002Fdownloads\u002F)\n\n[Website](https:\u002F\u002Fmindshub.ai\u002F?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) ·\n[Docs](https:\u002F\u002Fdocs.mindshub.ai\u002F?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) ·\n[Web app](https:\u002F\u002Fconsole.mindshub.ai\u002F?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) ·\n[Pricing](https:\u002F\u002Fmindshub.ai\u002Fpricing?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) ·\n[Discord](https:\u002F\u002Fmindshub.ai\u002Fdiscord)\n\n\u003Cp align=\"center\">\n  \u003Csub>Read this in: \u003Ca href=\"README.zh.md\">中文\u003C\u002Fa> · \u003Ca href=\"README.es.md\">Español\u003C\u002Fa> · \u003Ca href=\"README.pt.md\">Português\u003C\u002Fa> · \u003Ca href=\"README.hi.md\">हिन्दी\u003C\u002Fa>\u003C\u002Fsub>\n\u003C\u002Fp>\n\n\u003C\u002Fdiv>\n\n\u003Cp align=\"center\">\n  \u003Cimg width=\"640\" height=\"480\" alt=\"cowork\" src=\"https:\u002F\u002Fgithub.com\u002Fuser-attachments\u002Fassets\u002F048761b8-aa77-4506-9c4d-32e2fdecbb60\" \u002F>\n\n\n\n\u003C\u002Fp>\n\n**MindsHub Cowork** is the unified workspace where you delegate entire projects — apps, websites, research, analysis, reporting, scheduled operations — and collect finished, shareable results. Connect your data, route work to any model (open or proprietary), run open-source agents, and turn their output into web applications you can publish. It's open source and runs anywhere — your machine, your VPC, or the hosted app.\n\nThis repository is the **platform superproject**: it pulls together the desktop\u002Fweb app, the agent backend, and the data engine so you can build and run the whole stack from source.\n\n## Get started\n\nPick whichever fits:\n\n- **Web — nothing to install.** Open **[console.mindshub.ai](https:\u002F\u002Fconsole.mindshub.ai\u002F?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme)** and sign in.\n- **macOS.** [Download the desktop app](https:\u002F\u002Fdownloads.mindsdb.com\u002Fmindshub-cowork\u002Fmac\u002Fmindshub-cowork-latest.pkg) (`.pkg`).\n- **Windows.** [Download the desktop app](https:\u002F\u002Fdownloads.mindsdb.com\u002Fmindshub-cowork\u002Fwindows\u002Fmindshub-cowork-latest.exe) (`.exe`).\n- **Linux.** [Build from source](#build-from-source).\n\nFree to start. Pro adds all frontier models and private artifacts — see [pricing](https:\u002F\u002Fmindshub.ai\u002Fpricing?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme).\n\n## What you can do\n\nFor every knowledge worker — creators, strategists, and operators:\n\n- **Automate** repetitive, multi-step work that involves reading and writing: reports, monitoring, recurring workflows, and scheduled operations.\n- **Build** internal AI tools and artifacts — apps, dashboards, decks, docs, analyses — without engineering, and publish them to a live URL to share with your team.\n\n## What's inside\n\n- **Connected data.** A secure vault links systems like BigQuery, Postgres, Gmail, Drive, HubSpot, Notion, and Linear. Credentials stay scoped per connection — agents never see raw keys.\n- **Model Router.** Switch between frontier models (Claude, GPT, Gemini) and open models (DeepSeek, Qwen, Kimi) without wiring up a key for each provider.\n- **Open agents.** Run interchangeable open-source harnesses — Anton (default) and Hermes — swappable from a dropdown.\n- **Artifacts.** Turn agent output into documents, dashboards, apps, and code, and publish to a live URL.\n- **Memory, skills & scheduling.** Cross-session memory, a reusable skill library, and tasks that run on a schedule.\n\n## Build from source\n\n**1. Clone the repository**\n\n```bash\ngit clone --recurse-submodules https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fminds.git\ncd minds\n```\n\n**2. Install dependencies**\n\n```bash\nmake setup\n```\n\n**3. Run**\n\n| Mode | Command |\n|---|---|\n| Desktop app (Electron) with hot reload | `make dev` or `make watch` |\n| Web app in browser with hot reload | `make dev-web` |\n| Production build | `make build` |\n| Package for macOS | `make dist-mac` |\n| Package for Windows | `make dist-win` |\n| Build macOS `.app` from local uncommitted source | `make pack-local` |\n| Wipe all local installs + data (fresh start) | `make flush` |\n\n> **Fresh start:** `make flush` removes the local runtime (the `cowork-server` uv tool and the `backend\u002F*\u002F.venv`s) and deletes app state in `~\u002F.anton` (provider keys) and `~\u002F.cowork` (database, hermes, projects). Use it to test the from-scratch install flow or recover from a broken install. It prompts for confirmation — pass `FORCE=1` to skip. The next `make setup` or app launch reinstalls everything. ⚠️ This deletes your conversations and saved keys.\n\n### Working on feature branches (submodules)\n\nThis repo is a superproject that pins each module (`frontend`, `backend\u002Fcore_api`, `backend\u002Fcore_agent`, `backend\u002Fdata-vault`) to a commit. To work on module branches without polluting `git status` or fighting over pins:\n\n**1. Pick your branches** in a gitignored `dev.env` (copy the template):\n\n```bash\ncp dev.env.example dev.env      # then set REF=feat\u002Fmy-thing (or per-module API_REF=…)\n```\n\n**2. `make` follows it** — one knob, both run paths:\n\n| Command | What it does |\n|---|---|\n| `make use` | check out your `dev.env` refs across all submodules |\n| `make dev` \u002F `make watch` | run the Electron app with live reload against local source |\n| `make dev-web` | run the web SPA with live reload against local source |\n| `make server` + `make app` | (re)install the desktop server from the configured branch, then launch |\n| `make server-local` + `make app-local` | install the desktop server from **local uncommitted source**, then launch |\n| `make pack-local` | build the macOS `.app` from local uncommitted source (no push needed) |\n| `make refs` | show which refs the next run will use |\n| `make baseline` | reset submodules to the pinned commits |\n| `make pin` | record the current submodule commits as the superproject's pins (one deliberate commit) |\n\nSubmodules are configured with `ignore = all`, so your branch work never shows up as superproject changes — the parent `git status` stays clean. Pins move **only** via `make pin`. See [`CLAUDE.md`](CLAUDE.md) for the full workflow.\n\n## Deploy anywhere\n\nCowork is built for flexible deployment — **cloud, VPC, on-prem, air-gapped, and hybrid** infrastructure — so you keep full control over your infrastructure, models, permissions, and data.\n\n## Help & support\n\n- **Ask a question** — join the [Discord community](https:\u002F\u002Fmindshub.ai\u002Fdiscord).\n- **Report a bug** — open a [GitHub issue](https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fminds\u002Fissues) with reproduction steps.\n- **Read the docs** — guides, setup, and the API at [docs.mindshub.ai](https:\u002F\u002Fdocs.mindshub.ai\u002F?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme).\n- **Enterprise SLAs or custom deployments** — [contact the team](https:\u002F\u002Fmindshub.ai\u002Fcontact?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme).\n\n## 🤝 Contribute\n\nCowork is open source and contributions are welcome — code, integrations, docs, bug reports, and feature ideas. Read the [docs](https:\u002F\u002Fdocs.mindshub.ai\u002F?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) to get set up, browse [open issues](https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fminds\u002Fissues), and say hi on [Discord](https:\u002F\u002Fmindshub.ai\u002Fdiscord).\n\n## 🔒 Security\n\nFound a security vulnerability? Please **don't** open a public issue. Report it privately through our [security policy](https:\u002F\u002Fgithub.com\u002Fmindsdb\u002Fminds\u002Fsecurity).\n\n## 📚 Resources\n\n- [Documentation](https:\u002F\u002Fdocs.mindshub.ai\u002F?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme)\n- [Blog](https:\u002F\u002Fmindshub.ai\u002Fblog?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme)\n- [Brand guidelines & press kit](https:\u002F\u002Fmindshub.ai\u002Fpress-kit?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme)\n- [Discord community](https:\u002F\u002Fmindshub.ai\u002Fdiscord)\n\n## 📄 License\n\nThis repository is released under the [MIT License](LICENSE). Bundled components are governed by their own licenses — see each submodule's repository for details.\n\n\u003Cp align=\"right\">(\u003Ca href=\"#readme-top\">back to top\u003C\u002Fa>)\u003C\u002Fp>\n","MindsHub 是一个开源的 AI 工作空间平台，用于将大语言模型与实际业务任务对接，实现端到端自动化执行。其核心功能包括：支持动态切换各类开源或闭源模型（如 Claude、GLM、DeepSeek 等），通过可编排的智能体（Agents）完成多步骤任务（如报告生成、数据分析、网站构建等），并一键发布为可共享的 Web 应用；提供本地\u002F私有化部署能力，数据全程可控。适用于知识工作者、产品团队和企业技术部门开展低代码 AI 自动化、内部工具开发及模型即服务（MaaS）集成场景。","2026-07-11 02:30:54","top_all"]