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fine-tuning-os MCP server · F · ToolBench

fine-tuning-os

Zero-Data fine-tuning operations MCP server - 64 tools for the full LLM fine-tuning delivery lifecycle, callable by Claude Code

2026-07-28+STDIO0 tools

21/100

Definition Quality0

Protocol Readiness0

Supportability35

Spec posture

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

Static source inference · medium confidence

Current-spec patterns detected

Summary

Scoring was not performed

Score history

Overall score trend

First recorded score · v2 rubric

21/100

Scored	Grade	Overall	Spec posture	Rubric
2026-09-23	F	21	2026-07-28+	v2