{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_zvs5z5szwxr3","handle":"vision-mcp-server-pro","url":"https://wellknown.network/agents/vision-mcp-server-pro","links":{"self":"https://wellknown.network/agents/vision-mcp-server-pro/record.json","html":"https://wellknown.network/agents/vision-mcp-server-pro","markdown":"https://wellknown.network/agents/vision-mcp-server-pro/record.md","api":"https://wellknown.network/api/v1/agents/vision-mcp-server-pro","status":"https://wellknown.network/api/v1/agents/vision-mcp-server-pro/status","claim":"https://wellknown.network/agents/vision-mcp-server-pro/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/vision-mcp-server-pro/claim.json","badge":"https://wellknown.network/agents/vision-mcp-server-pro/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/vision-mcp-server-pro/history","tools":"https://wellknown.network/api/v1/agents/vision-mcp-server-pro/tools"},"ard":{"identifier":"urn:air::server:vision-mcp-server-pro","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"vision-mcp-server-pro","summary":"MCP server for vision capabilities with automatic model fallback via ModelScope API","description":"# vision-mcp-server-pro\n\nMCP server for vision capabilities with **automatic model fallback** via ModelScope API.\n\n## Features\n\n- Analyze images via URL or local file path\n- **Automatic model fallback**: when the primary model hits rate limits, it automatically tries the next model\n- Configurable model list via environment variables\n\n## Default Model List (fallback order)\n\n1. `Qwen/Qwen3.5-397B-A17B`\n2. `Qwen/Qwen3-VL-235B-A22B-Instruct`\n3. `moonshotai/Kimi-K2.5`\n4. `Qwen/Qwen3.5-122B-A10B`\n\n## Usage\n\nAdd to your MCP client (e.g., Claude Code) using **uvx** (no global install needed):\n\n```bash\nclaude mcp add vision-mcp-server-pro --scope user \\\n  -e MODELSCOPE_TOKEN=your_token_here \\\n  -- uvx vision-mcp-server-pro\n```\n\n## Environment Variables\n\n使用前，需要设置以下环境变量：\n\n| Variable | Required | Description |\n|----------|----------|-------------|\n| `MODELSCOPE_TOKEN` | Yes | 魔搭社区的 API 密钥 |\n| `MODELSCOPE_MODEL` | No | 首选模型（默认使用回落列表中的第一个） |\n| `MODELSCOPE_FALLBACK_MODELS` | No | 自定义回落模型列表，逗号分隔（覆盖默认列表） |\n\n### 获取 MODELSCOPE_TOKEN\n\n访问 [魔搭社区](https://modelscope.cn/) → 个人中心 → API令牌\n\n### Specify Primary Model\n\n```bash\nclaude mcp add vision-mcp-server-pro --scope user \\\n  -e MODELSCOPE_TOKEN=your_token_here \\\n  -e MODELSCOPE_MODEL=Qwen/Qwen3-VL-235B-A22B-Instruct \\\n  -- uvx vision-mcp-server-pro\n```\n\n### Custom Fallback Models\n\n```bash\nclaude mcp add vision-mcp-server-pro --scope user \\\n  -e MODELSCOPE_TOKEN=your_token_here \\\n  -e MODELSCOPE_FALLBACK_MODELS=\"Qwen/Qwen3.5-397B-A17B,Qwen/Qwen3-VL-235B-A22B-Instruct\" \\\n  -- uvx vision-mcp-server-pro\n```\n\n## Tool\n\nThe server provides an `analyze_image` tool:\n\n- **`image`** (required): Image URL or local file path\n- **`prompt`** (optional): Question or analysis request (default: \"请描述这张图片的内容\")\n\n## License\n\nMIT","publisher":null,"homepage":null,"repository":null,"version":"1.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:vision-mcp-server-pro","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"media.image-understanding","name":"Image Understanding","confidence":1,"provenance":"derived"}],"categories":["media"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"vision-mcp-server-pro","registry":"pypi","observedAt":"2026-10-22T23:26:17.016Z","publishedAt":"2026-03-30T13:53:41.708597Z","latestVersion":"1.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"vision-mcp-server-pro","url":"https://pypi.org/project/vision-mcp-server-pro/","firstSeenAt":"2026-09-10T15:23:42.655Z","fetchedAt":"2026-10-22T23:24:43.624Z","normalizedAt":"2026-10-22T23:24:43.624Z"}]},"firstSeenAt":"2026-09-10T15:23:42.655Z","updatedAt":"2026-10-22T23:26:17.016Z"}