sy-automl-mcp (noahwang550/sy-automl-mcp) is an MCP server listed on the M8ven Trust Index. M8ven has not graded it yet. No publisher has claimed this listing.

Back to MCP Trust IndexM8ven
C
Emerging
74/100

sy-automl-mcp

An MCP server wrapping AutoGluon's AutoML capabilities, enabling data loading, model training, prediction, evaluation, and model management.

→ noahwang550/sy-automl-mcp· listed on glama

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. 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

noahwang550

Source: Glama

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Glamanot scored here

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// 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: MCP_API_TOKEN
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.
configARTIFACTS_DIRPath traversal mitigation: _resolve_image_path() in tools/multimodal.py confines image-column values to (rejects absolute paths, validates resolved path stays within root).
configMCP_TRANSPORTSet the token: docker run -e MCP_API_TOKEN=your-secret-token -e =http ...
configMCP_PORTstreamable-http 模式的监听端口
configMCP_HOST
configMCP_MAX_WORKERS线程安全： stdout/stderr 重定向现在是线程安全的（线程本地目标，代理在安装后只读）。可安全提高 以并行训练。
configMCP_MODEL_CACHE_MAX内存中预测器 LRU 缓存上限
configMCP_TASK_RETENTION_SECONDS终态任务记录保留时长（秒）
configMCP_TASK_MAX_RETAINED终态任务最大保留数量
🔐 secretMCP_API_TOKENgates the streamable-http transport. stdio is completely unaffected.
configINLINE_ROW_THRESHOLD
configMAX_DATASET_ROWS数据集资源限制
configMAX_DATASET_MB数据集资源限制
configMAX_DATASET_COLUMNS数据集资源限制
// 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.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/noahwang550/sy-automl-mcp)](https://m8ven.ai/mcp/noahwang550/sy-automl-mcp)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: 0c56399af6083f3eaebb46724c556162cbd41d4c
code hash: 15dd1a90552031adb5ec1a584cb63d60bdb15bf346f4fe5ac8c8a294e69f2926
view raw JSON →
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