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ai-helm MCP server · F · ToolBench

ai-helm

AI Helm is a Kubernetes-based platform for managing AI services, including LibreChat integration with OAuth2 MCP support, provider billing, and dashboard generation.

2026-07-28+STDIO0 tools

36/100

Definition Quality0

Protocol Readiness0

Supportability60

Spec posture

Inferred effective spec 2026-07-28+·current baseline 2026-07-28

Static source inference · medium confidence · detected: Dynamic Client Registration

Deprecated protocol patterns detected

Summary

Scoring was not performed

Score history

Overall score trend

First recorded score · v2 rubric

36/100

Scored	Grade	Overall	Spec posture	Rubric
2026-09-23	F	36	2026-07-28+	v2