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tuiml MCP server · F · ToolBench

tuiml

An open-source agentic ML ecosystem with a clean Python API, MCP server for AI agents, and a community Hub

2025-06-18+STDIO0 tools

33/100

Definition Quality0

Protocol Readiness0

Supportability55

Spec posture

Inferred effective spec 2025-06-18+·current baseline 2026-07-28

Static source inference · medium confidence · evidence: structured output

No deprecated protocol patterns detected

Summary

Scoring was not performed

Score history

Overall score trend

First recorded score · v2 rubric

33/100

Scored	Grade	Overall	Spec posture	Rubric
2026-09-23	F	33	2025-06-18+	v2