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7 days ago

vision-mcp

MCP server that provides visual question answering, image description, object detection, OCR, and image manipulation tools using OpenAI-compatible vision models.

→ karond-is-me/vision-mcp· listed on glama

Warning. Serious findings were identified. Review the full report before connecting. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

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Who stands behind it

karond-is-me

Source: Glama

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// key findings
🚨
Hardcoded credentials detected
2 live-looking API keys in source: 2 OpenAI API key
⚠️
Known vulnerabilities in dependencies: 1 high
Affects packages this MCP installs at runtime. Upgrade or remove the affected dependency.
🔐
You'll be asked for 1 credential: VLM_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// known CVEs in dependencies1 high

Disclosed vulnerabilities in this server's declared npm dependencies (via OSV). Whether each is reachable depends on the installed versions.

highsharp@0.33.0GHSA-f88m-g3jw-g9cj

sharp inherited vulnerabilities in libvips: CVE-2026-33327, CVE-2026-33328, CVE-2026-35590, CVE-2026-35591

Depend on this server? Get alerted when its CVEs change.Watch this server free →
// 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.
configVISION_MCP_FONT_PATH否 中文字体文件路径（.ttf/.otf） fonts/SimHei.ttf
🔐 secretVLM_API_KEY是 API 密钥 sk-xxxx
configVLM_BASE_URL是 VLM API 基础地址 https://api.openai.com/v1
configVLM_MODEL_ID是 模型 ID gpt-4o
// quality suggestions

No hardcoded API keys

2 live-looking API keys in source: 2 OpenAI API key

Move secrets to environment variables (process.env.X) or your secret manager.

Tests exist

No test files found

Add tests that exercise each declared tool.

Shell command execution

2 child_process/subprocess calls in production code — runs shell commands (eval/find-curie.mjs:11, eval/test-all.mjs:19)

Prefer library functions over shell-outs. If you must shell out, ensure all inputs are properly escaped.

Production dependencies are patched

0 critical, 1 high severity in production deps — sharp@0.33.0 (high)

Run npm audit fix, or upgrade the affected packages to a non-vulnerable version.

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 4 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 Verified](https://m8ven.ai/badge/mcp/karond-is-me-vision-mcp-4v5lq8?variant=verified)](https://m8ven.ai/mcp/karond-is-me-vision-mcp-4v5lq8)
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commit: f3a5e595b1f073bee1e89fd44f4f9aefd5407d88
code hash: 69ed02781c6b58efdd8ef44df8cf754b720a1ff41c8ff28eb672a992f5882dde
verified: 8/12/2026, 7:47:39 AM
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