F
licenseNot graded
qualityA
maintenanceEnables users to describe an LLM fine-tuning workload and receive ranked, cost- and runtime-optimized GPU recommendations across multiple cloud providers by estimating VRAM and FLOPs.
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infra-advisor-mcp
by yangsong7
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- FlicenseNot gradedqualityAmaintenanceEnables users to describe an LLM fine-tuning job once and get the cheapest, fastest, or most balanced GPU options across multiple cloud providers by estimating required VRAM and FLOPs.-
TDQS
A4.2/5.0
Scored across 12 tools
Disambiguation5/5
Each tool has a clearly distinct purpose, from task analysis to cost estimation and report generation. No overlapping functionalities; descriptions clearly differentiate between inference cost, maintenance, training, and comparison tools.
Naming Consistency5/5
All tool names follow a consistent verb_noun snake_case pattern (e.g., analyze_task, estimate_inference_cost, generate_full_report). No mixing of conventions or vague verbs.
Tool Count5/5
With 12 tools, the server covers the full lifecycle of infrastructure planning without being bloated. Each tool serves a necessary function, and the count is ideal for the domain.
Completeness5/5
The tool set comprehensively addresses the domain: task analysis, model recommendation, inference/training/maintenance cost estimation, TCO comparison, data freshness checks, and report generation/saving. No obvious gaps for the stated purpose.
Maintenance
ActivityInactive
ResponsivenessOutdated data