Market around train-doctor

An open-source CLI and MCP server that helps AI agents diagnose slow PyTorch training runs, recommend or apply performance fixes, and validate speedups through profiling and benchmark comparisons.

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Explore the market

Prices and medians update for the tier you select.

Compare at

train-doctor · Pro

No Pro plan

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Pro-provider median

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insufficient comparable pricing

vs Pro providers

No comparison

train-doctor doesn't sell Pro

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

Market density

13th pctile

8 competing vendors

Comparable listings · 30d

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Platforms · Pro median

$49/mo

5 priced · $29–$90 mid 50%

Price spectrum · Pro plans · 8 of 13 providers priced · log scale · $15 → $199/mo

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

Products in this market

Ranked by how closely each one matches train-doctor'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

train-doctorthis listing

● OTHER

no public price

AAgents1Ranked by similarity

Autokernel

● AGENT74% similar

no public price

MMCP servers2Ranked 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.