guarftrain MCP Server (Washington5533/guarftrain) is an MCP server listed on the M8ven Trust Index. It scores 74 out of 100, grade C. It declares 34 tools. No publisher has claimed this listing.

Back to MCP Trust IndexM8ven
C
Emerging
74/100
5 days ago

guarftrain MCP Server

Enables external agents to monitor and control ML training runs via 35 MCP tools. Covers training status, checkpoints, experiments, recovery, and dashboard configuration.

→ Washington5533/guarftrain· 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.

How we verified

⚡ Live Monitored: not connected

Verified is a snapshot. Live keeps it current, and builds your track record.

⚡ Connect GitHub → continuous verification on every pushwhy connect →

Who stands behind it

Washington5533

Source: Glama

Is this your MCP?

Claim it to get a verified publisher badge, a free copy of our full audit findings, and direct contact for any high-priority issues we find. Or connect your repo for our deepest verification, Live Monitored: read-only, revoke anytime. What we access →

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Install from

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 2 credentials: ANTHROPIC_AUTH_TOKEN, ANTHROPIC_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.
configGUARDIAN_AI_PROVIDER
configGUARDIAN_AI_MODEL
configANTHROPIC_BASE_URL
🔐 secretANTHROPIC_AUTH_TOKEN
🔐 secretANTHROPIC_API_KEY
configOPENAI_BASE_URL
// quality suggestions

All four hints declared on every tool

34/34 tools missing one or more hints — get_training_status (missing: openWorldHint); get_metrics_history (missing: openWorldHint); list_checkpoints (missing: openWorldHint), +31 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.

Domain consistency

npm scope @rrrelink doesn't match GitHub owner washington5533

Use the same org name across GitHub, npm, and your homepage so users can verify the publisher.

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 2 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/washington5533/guarftrain)](https://m8ven.ai/mcp/washington5533/guarftrain)
Shows your grade and updates automatically. Prefer no grade? Append ?variant=verified to the badge URL.
commit: aeb860cdde37b2b83b03d73fb64461ecd8c5c554
code hash: f74ff0e14c42fdb5b392594278d196386e11f9a8de21064216ba21610bd968b1
verified: 9/5/2026, 7:00:52 AM
view raw JSON →
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