Analyzing AICR Snapshots

Systematic analysis of AICR snapshot YAML files to extract cluster identity, provider characteristics, GPU topology, node health, software stack, and operational signals. Produces a structured Markdown report.

When to Use

• User provides a snapshot YAML file for review
• User asks about cluster characteristics or provider differentiation
• User wants to compare snapshots or extract specific insights
• User asks to generate a cluster assessment report

Analysis Procedure

Snapshot files are large (50K-80K+ tokens). Never read the whole file. Use mcp__plugin_context-mode_context-mode__execute_file with Python/YAML parsing to extract sections, or use targeted Read with offset/limit on specific line ranges found via Grep.