mindsdb

mindsdb/mindshub

The unified workspace where open-source models get things done for you.

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README.md

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**MindsHub is an agent workspace for completing knowledge work and developing software, with open-source agent harnesses and a choice of models.**

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[Website](https://mindshub.ai/?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) ·
[Docs](https://docs.mindshub.ai/?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) ·
[Web app](https://console.mindshub.ai/?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) ·
[Pricing](https://mindshub.ai/pricing?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) ·
[Discord](https://mindshub.ai/discord)

<p align="center">
  <sub>Read this in: <a href="README.zh.md">中文</a> · <a href="README.es.md">Español</a> · <a href="README.pt.md">Português</a> · <a href="README.hi.md">हिन्दी</a></sub>
</p>

</div>

MindsHub gives you the freedom to choose among models and providers instead of being locked into one ecosystem. Use its agent workspace for research, analysis, content creation, and software development. It is open source and can run on your machine, in your VPC, or through the hosted app.

This repository is the **platform superproject**: it pulls together the desktop/web app, the agent backend, and the data engine so you can build and run the whole stack from source.

For building intelligence into agents and products through one API, see **[MindsHub Inference](https://mindshub.ai/unified-inference)**. It provides a choice of models and providers with one set of controls and one bill.

## Get started

Pick whichever fits:

- **Web — nothing to install.** Open **[console.mindshub.ai](https://console.mindshub.ai/?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme)** and sign in.
- **macOS.** [Download the desktop app](https://downloads.mindsdb.com/mindshub-cowork/mac/mindshub-cowork-latest.pkg) (`.pkg`).
- **Windows.** [Download the desktop app](https://downloads.mindsdb.com/mindshub-cowork/windows/mindshub-cowork-latest.exe) (`.exe`).
- **Linux.** [Build from source](#build-from-source).

Free to start. Pro adds all frontier models and private artifacts — see [pricing](https://mindshub.ai/pricing?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme).

## What you can do

For every knowledge worker — creators, strategists, and operators:

- **Automate** repetitive, multi-step work that involves reading and writing: reports, monitoring, recurring workflows, and scheduled operations.
- **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.

## What's inside

- **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.
- **Model Router.** Switch between frontier models (Claude, GPT, Gemini) and open models (DeepSeek, Qwen, Kimi) without wiring up a key for each provider.
- **Open agents.** Run interchangeable open-source harnesses — Anton (default) and Hermes — swappable from a dropdown.
- **Artifacts.** Turn agent output into documents, dashboards, apps, and code, and publish to a live URL.
- **Memory, skills & scheduling.** Cross-session memory, a reusable skill library, and tasks that run on a schedule.

## Build from source

**1. Clone the repository**

```bash
git clone --recurse-submodules https://github.com/mindsdb/minds.git
cd minds
```

**2. Install dependencies**

```bash
make setup
```

**3. Run**

| Mode | Command |
|---|---|
| Desktop app (Electron) with hot reload | `make dev` or `make watch` |
| Web app in browser with hot reload | `make dev-web` |
| Production build | `make build` |
| Package for macOS | `make dist-mac` |
| Package for Windows | `make dist-win` |
| Build macOS `.app` from local uncommitted source | `make pack-local` |
| Wipe all local installs + data (fresh start) | `make flush` |

> **Fresh start:** `make flush` removes the local runtime (the `cowork-server` uv tool and the `backend/*/.venv`s) and deletes app state in `~/.anton` (provider keys) and `~/.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.

### Working on feature branches (submodules)

This repo is a superproject that pins each module (`frontend`, `backend/core_api`, `backend/core_agent`, `backend/data-vault`) to a commit. To work on module branches without polluting `git status` or fighting over pins:

**1. Pick your branches** in a gitignored `dev.env` (copy the template):

```bash
cp dev.env.example dev.env      # then set REF=feat/my-thing (or per-module API_REF=…)
```

**2. `make` follows it** — one knob, both run paths:

| Command | What it does |
|---|---|
| `make use` | check out your `dev.env` refs across all submodules |
| `make dev` / `make watch` | run the Electron app with live reload against local source |
| `make dev-web` | run the web SPA with live reload against local source |
| `make server` + `make app` | (re)install the desktop server from the configured branch, then launch |
| `make server-local` + `make app-local` | install the desktop server from **local uncommitted source**, then launch |
| `make pack-local` | build the macOS `.app` from local uncommitted source (no push needed) |
| `make refs` | show which refs the next run will use |
| `make baseline` | reset submodules to the pinned commits |
| `make pin` | record the current submodule commits as the superproject's pins (one deliberate commit) |

Submodules 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.

## Deploy anywhere

MindsHub 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.

## Help & support

- **Ask a question** — join the [Discord community](https://mindshub.ai/discord).
- **Report a bug** — open a [GitHub issue](https://github.com/mindsdb/minds/issues) with reproduction steps.
- **Read the docs** — guides, setup, and the API at [docs.mindshub.ai](https://docs.mindshub.ai/?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme).
- **Enterprise SLAs or custom deployments** — [contact the team](https://mindshub.ai/contact?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme).

## 🤝 Contribute

MindsHub is open source and contributions are welcome — code, integrations, docs, bug reports, and feature ideas. Read the [docs](https://docs.mindshub.ai/?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme) to get set up, browse [open issues](https://github.com/mindsdb/minds/issues), and say hi on [Discord](https://mindshub.ai/discord).

## 🔒 Security

Found a security vulnerability? Please **don't** open a public issue. Report it privately through our [security policy](https://github.com/mindsdb/minds/security).

## 📚 Resources

- [Documentation](https://docs.mindshub.ai/?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme)
- [Blog](https://mindshub.ai/blog?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme)
- [Brand guidelines & press kit](https://mindshub.ai/press-kit?utm_source=github&utm_medium=repo-readme&utm_campaign=minds-readme)
- [Discord community](https://mindshub.ai/discord)

## 📄 License

This repository is released under the [MIT License](LICENSE). Bundled components are governed by their own licenses — see each submodule's repository for details.

Repository info

Default branch: main
Latest version: v26.1.0
Created: 2018-08-03
Last activity: 2026-09-17
License: MIT
Open issues: 6
Watchers: 444

Topics

agents ai anton artificial-inteligence claude claude-cowork codex cowork deepseek glm hermes hermes-agent kimi mcp mindsdb

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