vision-mcp-server-pro
MCP server for vision capabilities with automatic model fallback via ModelScope API.
Features
- Analyze images via URL or local file path
- Automatic model fallback: when the primary model hits rate limits, it automatically tries the next model
- Configurable model list via environment variables
Default Model List (fallback order)
Qwen/Qwen3.5-397B-A17BQwen/Qwen3-VL-235B-A22B-Instructmoonshotai/Kimi-K2.5Qwen/Qwen3.5-122B-A10B
Usage
Add to your MCP client (e.g., Claude Code) using uvx (no global install needed):
claude mcp add vision-mcp-server-pro --scope user \
-e MODELSCOPE_TOKEN=your_token_here \
-- uvx vision-mcp-server-pro
Environment Variables
使用前，需要设置以下环境变量：
| Variable | Required | Description |
|---|---|---|
MODELSCOPE_TOKEN |
Yes | 魔搭社区的 API 密钥 |
MODELSCOPE_MODEL |
No | 首选模型（默认使用回落列表中的第一个） |
MODELSCOPE_FALLBACK_MODELS |
No | 自定义回落模型列表，逗号分隔（覆盖默认列表） |
获取 MODELSCOPE_TOKEN
访问 魔搭社区 → 个人中心 → API令牌
Specify Primary Model
claude mcp add vision-mcp-server-pro --scope user \
-e MODELSCOPE_TOKEN=your_token_here \
-e MODELSCOPE_MODEL=Qwen/Qwen3-VL-235B-A22B-Instruct \
-- uvx vision-mcp-server-pro
Custom Fallback Models
claude mcp add vision-mcp-server-pro --scope user \
-e MODELSCOPE_TOKEN=your_token_here \
-e MODELSCOPE_FALLBACK_MODELS="Qwen/Qwen3.5-397B-A17B,Qwen/Qwen3-VL-235B-A22B-Instruct" \
-- uvx vision-mcp-server-pro
Tool
The server provides an analyze_image tool:
image(required): Image URL or local file pathprompt(optional): Question or analysis request (default: "请描述这张图片的内容")
License
MIT
1 maintainer
Metadata
1 maintainer
Release files for vision-mcp-server-pro 1.1.0
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