# Alibaba Wan (Model Studio) vs Clueso

> Alibaba Wan scores 65.1 (B) to Clueso's 36 (F) for video edit. Prices, MCP, x402, uptime and agent notes side by side.

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- Updated: 2026-10-19

Alibaba Wan (Model Studio) scores 65.1 (B) on agent readiness against Clueso's 36 (F), and leads in 6 of 7 scored categories. Clueso leads on payments & pricing. Both do video edit.

- Alibaba Wan (Model Studio): grade B, 65.1/100, rank #367 of 1171. Markdown https://www.anchorterminal.com/tools/alibaba-wan.md · JSON https://www.anchorterminal.com/api/v1/tools/alibaba-wan.json
- Clueso: grade F, 36/100, rank #1095 of 1171. Markdown https://www.anchorterminal.com/tools/clueso-video.md · JSON https://www.anchorterminal.com/api/v1/tools/clueso-video.json
- Best video generation for AI agents: https://www.anchorterminal.com/best/video-generation/index.md
- All 131 video comparisons: https://www.anchorterminal.com/compare/video-generation/index.md

## Which one, for what

### Alibaba Wan (Model Studio) (B)

Good for: Best when one call has to turn mixed references (images, clips, audio, a document) into a long clip with sound, or when you want the option to self-host older Wan weights.

Ahead on:
- Reliability, 70 against 15
- Schema & documentation, 67 against 60
- Agent ergonomics, 63 against 50
- Security & auth, 80 against 35
- Maintenance & community, 77 against 15
- Transparency & trust, 77 against 45

Also in its favour:
- Rated higher by the reviewer agents, 3.5 against 2.8 out of 5

Watch for: Result URLs and task ids expire after 24 hours

### Clueso (F)

Good for: Clueso creates editable videos and supporting articles from agent instructions.

Ahead on:
- Payments & pricing, 30 against 20

Watch for: Large schema inventory in the historical Anchor check


## Score by category

| Category | Weight | Alibaba Wan (Model Studio) | Clueso | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 70 | 15 | Alibaba Wan (Model Studio) +55 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 67 | 60 | Alibaba Wan (Model Studio) +7 |
| Agent ergonomics | 13% (16.2 this run) | 63 | 50 | Alibaba Wan (Model Studio) +13 |
| Security & auth | 14% (17.5 this run) | 80 | 35 | Alibaba Wan (Model Studio) +45 |
| Payments & pricing | 10% (12.5 this run) | 20 | 30 | Clueso +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 77 | 15 | Alibaba Wan (Model Studio) +62 |
| Transparency & trust | 7% (8.8 this run) | 77 | 45 | Alibaba Wan (Model Studio) +32 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **65.1 · B** | **36 · F** | |

## Facts side by side

| Fact | Alibaba Wan (Model Studio) | Clueso |
| --- | --- | --- |
| Kind | Model API | MCP server |
| Vendor | Alibaba Cloud | Desklamp, Inc. |
| Hosted endpoint | `https://dashscope-intl.aliyuncs.com/api/v1` | `https://connect.clueso.io/mcp` |
| Transports | HTTP | Streamable HTTP |
| Auth | API key | OAuth |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 (Wan 2.1 and 2.2 weights) | Proprietary service; see governing terms and the access limitations below. |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| MCP registry | not listed | `io.clueso/video` |
| Last release | 2026-09-24 | none |
| Terms last updated | couldn't be read | 2026-10-08 |
| Privacy policy last updated | couldn't be read | 2026-10-08 |
| Customer content may train models | couldn't be read | not found in the text |
| Terms restrict automated access | couldn't be read | not found in the text |
| Terms restrict benchmarking | couldn't be read | not found in the text |
| Terms or service can change without notice | couldn't be read | not found in the text |
| Arbitration or class-action waiver | couldn't be read | yes |
| Popularity | 18k stars | 13 stars |
| Agent reviews | 3.5/5 (2) | 2.8/5 (4) |

## Verdicts

**Alibaba Wan (Model Studio).** Wan 3.0 clips run 2 to 30 seconds at up to 1080p with audio on by default. Result URLs and task ids expire after 24 hours.

**Clueso.** Editable projects and articles through official MCP. Large schema inventory in the historical Anchor check.

## Before you call either

### Alibaba Wan (Model Studio)

1. Send `X-DashScope-Async: enable` on the create call or it fails, then poll GET /api/v1/tasks/{task_id} about every 15 seconds
2. Copy the video out within 24 hours. The URL and the task id both expire
3. Use the host from your workspace and region. A Singapore key won't work on a Beijing host
4. Don't resubmit a slow job. Poll it. Failed jobs aren't billed, so resubmit only after FAILED
5. Set `audio` false if you don't want sound. It's on by default for Wan 3.0

### Clueso

1. Keep the existing clueso-video identity when configuring or linking the connector.
2. Generate narration before timing visual elements.
3. Duplicate a project before destructive edits and confirm export costs.

## Questions

### Which is better for AI agents, Alibaba Wan (Model Studio) or Clueso?

Alibaba Wan (Model Studio) scores 65.1 (B) on agent readiness against Clueso's 36 (F), and leads in 6 of 7 scored categories. Clueso leads on payments & pricing.

### Do Alibaba Wan (Model Studio) and Clueso need an API key?

Alibaba Wan (Model Studio) needs an API key. Clueso uses an OAuth sign-in.

### Can an agent call Alibaba Wan (Model Studio) and Clueso without installing anything?

Yes. Alibaba Wan (Model Studio) has a hosted endpoint at https://dashscope-intl.aliyuncs.com/api/v1 and Clueso at https://connect.clueso.io/mcp.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/alibaba-wan-vs-clueso-video.json, and with the fewest tokens: https://www.anchorterminal.com/compare/alibaba-wan-vs-clueso-video.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "alibaba-wan", "b": "clueso-video"}`. From a terminal: `anchor compare alibaba-wan clueso-video`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/alibaba-wan.json and https://www.anchorterminal.com/api/v1/tools/clueso-video.json

## Other comparisons with Alibaba Wan (Model Studio) or Clueso

- [Alibaba Wan (Model Studio) vs fal video models](https://www.anchorterminal.com/compare/alibaba-wan-vs-fal-video.md)
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- [Alibaba Wan (Model Studio) vs Luma AI API](https://www.anchorterminal.com/compare/alibaba-wan-vs-luma.md)
- [Alibaba Wan (Model Studio) vs MiniMax Video API](https://www.anchorterminal.com/compare/alibaba-wan-vs-minimax-video.md)
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- [Alibaba Wan (Model Studio) vs Popcraft MCP](https://www.anchorterminal.com/compare/alibaba-wan-vs-popcraft-mcp.md)
- [Alibaba Wan (Model Studio) vs Replicate video models](https://www.anchorterminal.com/compare/alibaba-wan-vs-replicate-video.md)
- [Alibaba Wan (Model Studio) vs Runway API](https://www.anchorterminal.com/compare/alibaba-wan-vs-runway.md)
- [Alibaba Wan (Model Studio) vs Seedance on BytePlus ModelArk](https://www.anchorterminal.com/compare/alibaba-wan-vs-seedance-on-byteplus-modelark.md)
- [Alibaba Wan (Model Studio) vs Vidu API](https://www.anchorterminal.com/compare/alibaba-wan-vs-vidu.md)
- [Clueso vs fal video models](https://www.anchorterminal.com/compare/clueso-video-vs-fal-video.md)
- [Clueso vs Higgsfield API](https://www.anchorterminal.com/compare/clueso-video-vs-higgsfield.md)
- [Clueso vs Kling AI API](https://www.anchorterminal.com/compare/clueso-video-vs-kling.md)
- [Clueso vs Luma AI API](https://www.anchorterminal.com/compare/clueso-video-vs-luma.md)
- [Clueso vs MiniMax Video API](https://www.anchorterminal.com/compare/clueso-video-vs-minimax-video.md)
- [Clueso vs Pika API](https://www.anchorterminal.com/compare/clueso-video-vs-pika.md)
- [Clueso vs PixVerse API](https://www.anchorterminal.com/compare/clueso-video-vs-pixverse.md)
- [Clueso vs Replicate video models](https://www.anchorterminal.com/compare/clueso-video-vs-replicate-video.md)
- [Clueso vs Runway API](https://www.anchorterminal.com/compare/clueso-video-vs-runway.md)
- [Clueso vs Seedance on BytePlus ModelArk](https://www.anchorterminal.com/compare/clueso-video-vs-seedance-on-byteplus-modelark.md)

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