# MindsDB (MindsHub) vs ModelScope

MindsDB (MindsHub) records 575 monthly visits with -24.5% month-over-month growth and Freemium, Contact for Pricing pricing. ModelScope records 3,085,423 monthly visits with +5.1% growth and Free pricing.

| Metric | [MindsDB (MindsHub)](https://openaitools.app/tool/mindsdb) | [ModelScope](https://openaitools.app/tool/modelscope-community) |
| :--- | :--- | :--- |
| Website URL | https://mindshub.ai | https://www.modelscope.cn |
| Categories | AI For Data Analytics, AI Knowledge Base, AI Developer Tools, AI Predictions | Open Source AI Models, AI Models, AI Developer Tools, Large Language Models (LLMs) |
| Pricing Model | Freemium, Contact for Pricing | Free |
| Monthly Visits | 575 | 3,085,423 |
| MoM Growth Rate | -24.5% | +5.1% |
| Primary Market | Global | China |
| Direct Visits | 227 | 2,108,104 |
| Review Score | 4.3 | 4.5 |
| Saved Count | 2 | 0 |
| Supported Platforms | Website | Website |

## MindsDB (MindsHub)

MindsDB, now presented as MindsHub, has moved from its origins as a data-automation layer into a two-part AI platform. MindsHub Inference is a gateway that puts every major frontier and open model behind one API key, one bill and one set of OpenAI- and Anthropic-compatible endpoints. MindsHub Agents is an open-source workspace where a team can describe a task — a report, a dashboard, a pull-request review — and hand it to an agent that runs with the model you pick.

The control layer is the other half of the story. The MindsHub Console lets an organisation decide who can create keys, which models each team may reach, how much each of them can spend, and where the money actually went. Budgets can be set per organisation, team, member or API key, with alerts or automatic pausing when a limit is hit. Daily spend is broken down by model, team, member and key.

Pricing is designed around provider rates rather than resale pricing: paid usage is metered at the same per-token prices the underlying providers charge, with cache-read discounts passed on to the customer, all drawn from a prepaid balance. An always-free tier including the rotating MindsHub Air model covers everyday knowledge work and light agent use, while consultative support is available for companies that want agents embedded in their own software.

**Pricing & Plans:** Freemium plus contact for pricing. A free tier includes the rotating MindsHub Air model, the Jev decisions model and agent use within daily fair-use limits. Pay-as-you-go adds the full model catalog billed at provider rates with no markup, cache savings passed through, a prepaid balance with no expiry, auto top-up with a monthly cap, and usage and spend tracking. Custom agent integrations and enterprise arrangements are handled through a consultation.

- **Unified model inference API:** Call GPT, Claude, Gemini, DeepSeek, Qwen, Kimi, GLM, Grok and more through a single OpenAI- and Anthropic-compatible endpoint at api.mindshub.ai.
- **Agent workspace for real work:** An open-source workspace where teams delegate research, analysis, reporting and coding tasks to agents powered by the model of their choice.
- **Organisation spend console:** See daily spend broken down by model, team, member or API key, and cap it with monthly or daily budgets that alert or pause paid traffic.
- **Roles, model access and permissions:** Grant API-key creation or billing visibility through built-in or custom roles, and block or allow models per organisation, workspace or team.
- **Cache savings and a free tier:** Cache reads are billed at the provider's discounted cached-input rate and the savings are passed through, and an always-free model alias covers light everyday use.

**Strengths:** One API key and one bill for models from OpenAI, Anthropic, Google, DeepSeek, Qwen, Moonshot, Z.ai and xAI; Paid usage is billed at provider rates with no markup, and cache-read savings are passed through; Budget and model-access controls cover the whole organisation, down to individual API keys; The agent workspace is open source and can be embedded in your own software

**Limitations:** The MindsDB brand is being retired in favour of Mindshub, so documentation, community links and tutorials are still migrating; The model catalog and pricing page use fictional example model names, which can make it hard to confirm exactly what is in production today; There is no self-hosted enterprise edition of the inference gateway; control features such as budgets and roles live in the hosted MindsHub Console; The free tier is capped by fair-use limits, so high-volume automation moves quickly onto paid, metered usage

[Profile (Markdown)](https://openaitools.app/tool/mindsdb.md)

## ModelScope

ModelScope, also known as the Magic Model community, is an open-source AI model and dataset hub built and maintained with Alibaba. It gathers models for natural language processing, computer vision, speech, multimodal generation, and more, letting researchers and developers browse, download, and evaluate them in one place. Each model typically ships with documentation, a model card, and an interactive online demo so you can try it directly in the browser before installing anything.

Beyond hosting files, ModelScope functions as a full model-as-a-service workspace. Users get free online notebooks with GPU and CPU resources for training and fine-tuning, plus hosted inference endpoints and a Python library that integrates with common deep learning frameworks. Community features such as model collections, benchmarks, competitions, and discussion boards make it a social hub as much as a repository.

The platform is free to use, with compute credits and hosted serving tied to account usage. Its close association with Alibaba Cloud means it also serves as a practical gateway for teams who want to move from experimentation to production deployment within a familiar cloud ecosystem.

**Pricing & Plans:** Free to use. Browsing, downloading models and datasets, and running online demos are free; free GPU/CPU notebook credits and hosted inference are available, with additional cloud resources tied to Alibaba Cloud services.

- **Model & Dataset Hub:** Browse and download thousands of pretrained models and datasets across NLP, vision, audio, and multimodal tasks.
- **One-click Online Demos:** Try models directly in the browser through hosted inference demos without local setup.
- **Free Notebook Compute:** Run training and fine-tuning in cloud notebooks with complimentary GPU and CPU resources.
- **Python Library & SDK:** Integrate ModelScope models into your own pipelines using the official Python package and APIs.
- **Community & Benchmarks:** Join competitions, publish model cards, and compare results through community benchmarks and leaderboards.

**Strengths:** Huge, free catalog of models and datasets; Built-in online demos require no installation; Complimentary GPU/CPU notebook compute; Strong integration with Alibaba Cloud for scaling

**Limitations:** Much of the documentation is Chinese-first; Hosted features may require an account and regional access; Interface can feel dense for newcomers

[Profile (Markdown)](https://openaitools.app/tool/modelscope-community.md)

## Frequently Asked Questions

### How do MindsDB (MindsHub) and ModelScope compare in monthly traffic?

MindsDB (MindsHub) has 575 monthly visits, while ModelScope has 3,085,423. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

MindsDB (MindsHub) has a month-over-month growth rate of -24.5%; ModelScope has +5.1%.

### How does pricing compare?

MindsDB (MindsHub): Freemium, Contact for Pricing. Freemium plus contact for pricing. A free tier includes the rotating MindsHub Air model, the Jev decisions model and agent use within daily fair-use limits. Pay-as-you-go adds the full model catalog billed at provider rates with no markup, cache savings passed through, a prepaid balance with no expiry, auto top-up with a monthly cap, and usage and spend tracking. Custom agent integrations and enterprise arrangements are handled through a consultation. ModelScope: Free. Free to use. Browsing, downloading models and datasets, and running online demos are free; free GPU/CPU notebook credits and hosted inference are available, with additional cloud resources tied to Alibaba Cloud services.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [OpenAI Platform](https://openaitools.app/tool/openai) | 234,678,639 | -9.6% | Paid | Enterprise developer platform and API for deploying GPT-6 Astra, Sol, Luna, and realtime multimodal agents. | [.md](https://openaitools.app/tool/openai.md) |
| 2 | [Hugging Face](https://openaitools.app/tool/hugging-face) | 31,232,542 | +0.1% | Freemium, Paid | The global standard open-source AI hub offering vastly larger model and dataset repositories than ModelScope. | [.md](https://openaitools.app/tool/hugging-face.md) |
| 3 | [OpenRouter](https://openaitools.app/tool/openrouter-ai) | 19,941,437 | -6.2% | Paid | Convenient API gateway for multi-model access, but does not provide ModelScope's open-source model repository or dataset hosting. | [.md](https://openaitools.app/tool/openrouter-ai.md) |
| 4 | [Ollama](https://openaitools.app/tool/ollama) | 9,421,973 | +4.3% | Free, Freemium, Paid | Streamlined local CLI runtime for running LLMs, but lacks ModelScope's web-based model hosting and dataset discovery. | [.md](https://openaitools.app/tool/ollama.md) |
| 5 | [Civitai](https://openaitools.app/tool/civitai) | 6,963,136 | +12.8% | Freemium | Superior community hub specifically for generative image and media models, but lacks ModelScope's broad NLP and code support. | [.md](https://openaitools.app/tool/civitai.md) |
| 6 | [Composio](https://openaitools.app/tool/composio) | 2,782,603 | +22.8% | Freemium, Contact for Pricing | Give your AI agents secure, authenticated access to 1,700+ apps | [.md](https://openaitools.app/tool/composio.md) |
| 7 | [MindStudio](https://openaitools.app/tool/mindstudio) | 1,793,337 | +14.2% | Contact for Pricing | No-code builder for custom AI agents and workflows | [.md](https://openaitools.app/tool/mindstudio.md) |
| 8 | [Together AI](https://openaitools.app/tool/together-ai) | 1,645,930 | +64.9% | Freemium, Paid | Robust cloud infrastructure for running open-source models via API, but lacks ModelScope's community-driven model discovery and demo workspace. | [.md](https://openaitools.app/tool/together-ai.md) |
| 9 | [Unsloth AI](https://openaitools.app/tool/unsloth-ai) | 887,457 | -17.6% | Free | Open-source, memory-efficient fine-tuning and local model running | [.md](https://openaitools.app/tool/unsloth-ai.md) |
| 10 | [Open WebUI](https://openaitools.app/tool/open-webui) | 804,534 | -2.8% | Freemium | Feature-rich self-hosted chat interface for local models, but lacks ModelScope's comprehensive repository of raw model weights and datasets. | [.md](https://openaitools.app/tool/open-webui.md) |

---
Source: https://openaitools.app/compare/mindsdb-vs-modelscope-community

More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)