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

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Pro-provider median

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insufficient comparable pricing

vs Pro providers

No comparison

Model Explainability MCP doesn't sell Pro

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

Market density

5th pctile

2 competing vendors

Comparable listings · 30d

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MCP servers · Pro median

$66.26/mo

5 priced · $15–$79 mid 50%

Price spectrum · Pro plans · 7 of 10 providers priced · log scale · $15 → $500/mo

Agents 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.

OOther1Ranked by similarity

Model Explainability MCPthis listing

● OTHER

no public price

MMCP servers3Ranked by similarity

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.