Open-source Python debugger that compares backtest, replay, and live pipeline traces to identify the first observable divergence. Includes a local read-only MCP server and agent skill for Claude Code or Codex investigations.
Prices and medians update for the tier you select.
Compare at
HFM Parity Lab · Pro
No Pro plan
—
Pro-MCP server median
—
insufficient comparable pricing
vs Pro MCP servers
No comparison
HFM Parity Lab doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
4th pctile
2 competing vendors
Comparable listings · 30d
—
Price spectrum · Pro plans · 2 of 3 providers priced · log scale · $19 → $35/mo
MCP servers APIs◻ shaded = middle 50% · line = median (all types)HFM Parity Lab has no comparable Pro price — not plotted
Products in this market
Ranked by how closely each one matches HFM Parity Lab's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.
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.