Market around Model Explainability MCP

An MCP server that lets Claude explain machine learning predictions using SHAP, including feature importance, per-prediction explanations, what-if analysis, comparisons, partial dependence, misclassification analysis, and plots.

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Model Explainability MCP · Pro

No Pro plan

—

Pro-MCP server median

$29

across 3 priced MCP servers

vs Pro MCP servers

No comparison

Model Explainability MCP doesn't sell Pro

ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.

Market density

4th pctile

1 competing vendors

Comparable listings · 30d

—

based on 0 comparable products with price history

MCP servers · Pro median

$29/mo

3 priced · —–— mid 50%

Price spectrum · Pro plans · 4 of 5 providers priced · log scale · $15 → $99/mo

MCP servers Platforms◻ shaded = middle 50% · line = median (all types)Model Explainability MCP has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches Model Explainability MCP's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.

MMCP servers4Ranked by similarity

Model Explainability MCPthis listing

Market = the products most similar to this one by capability; prices are median / quartiles over its priced members, separated by provider type and buyer tier.