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C
Limited view
73/100
18 days ago

mimo-vision-mcp

An MCP server that uses Xiaomi MiMo v2.5 multimodal model to provide image recognition capabilities (description, multi-image analysis, OCR, and image info validation) for text-only main models like deepseek-v4-flash, accepting local paths, URLs, file://, and base64 data inputs.

→ jack4862/mimo-vision-mcp· listed on glama

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Limited view: static analysis for Python is partially covered.

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Who stands behind it

jack4862

Source: Glama

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// key findings
✅
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
✅
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 1 credential: MIMO_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
🔐 secretMIMO_API_KEY编辑 .env 填入
configMIMO_BASE_URLe "=https://api.xiaomimimo.com/v1"
configMIMO_VISION_MODELe "=mimo-v2.5"
configMIMO_MAX_TOKENS2048 最大输出 token
configMIMO_TIMEOUT60 请求超时（秒）
configMIMO_MAX_IMAGE_BYTES10485760 单图上限（10MB）
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

4/4 tools missing one or more hints — describe_image (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); analyze_images (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint); extract_text_from_image (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint), +1 more. OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Tests exist

No test files found

Add tests that exercise each declared tool.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 3 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/jack4862-mimo-vision-mcp-edoxg0)](https://m8ven.ai/mcp/jack4862-mimo-vision-mcp-edoxg0)
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commit: 93d575c1fe2f8d9a44ff68c46be62f67adbbb8fd
code hash: 86c5dc311cc7be4a1eeaba4733974a344cb7e4ab7bf72951fcaacea39202a705
verified: 8/4/2026, 8:55:30 AM
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