A
licenseA
qualityB
maintenanceFinds YouTube outlier videos on small channels with high views-to-subs ratio, and provides tools to analyze video structure and comments to verify replicable formats.
4
1
MIT
bangermap-mcp
by AdesiaHQ
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TDQS
A4.2/5.0
Scored across 4 tools
Disambiguation5/5
Each tool addresses a distinct task: baseline establishes a reference, find_outliers analyzes a single channel, compare_channels handles multiple named channels, and sweep_niche discovers unknown channels. There is no overlap in purpose or output.
Naming Consistency4/5
Three tools follow the verb_noun pattern (find_outliers, compare_channels, sweep_niche), while channel_baseline deviates by using a noun_noun structure. The names remain readable and the pattern is mostly consistent.
Tool Count5/5
Four tools is a tight, well-scoped set for a niche YouTube analysis server, each serving a clear part of the workflow from baseline to niche discovery without redundancy.
Completeness5/5
The server covers the full analysis lifecycle: establishing a baseline, identifying outliers, comparing across channels, and expanding to unknown channels. No obvious missing operations for its stated purpose.
Maintenance
ActivitySlowing
ResponsivenessNo issues