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Market around decidealot

Self-hosted local decision models that convert messy state into typed choices, scores, and yes/no decisions through TypeSafe-compatible HTTP and MCP interfaces.

Visit gitlab.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
decidealot · Pro
No Pro plan
—
Pro-MCP server median
—
insufficient comparable pricing
vs Pro MCP servers
No comparison
decidealot doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
41st pctile
11 competing vendors
Comparable listings · 30d
Flat
limited data · 2 priced comparables
Price spectrum · Pro plans · 2 of 3 providers priced · log scale · $39.9 → $98/mo
MCP servers APIs◻ shaded = middle 50% · line = median (all types)decidealot has no comparable Pro price — not plotted

Products in this market

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

MMCP servers14Ranked by similarity
decidealotthis listing
● MCP
no public price
Jef MCP
● MCP82% similar
no public price
OpenDecider
● MCP80% similar
no public price
jevcore
● MCP79% similar
no public price
Decidealot
● MCP77% similar
no public price
Jev AI
● MCP76% similar
$98/mo Pro
Laya MCP Server
● MCP76% similar
no public price
Decisions Judge MCP
● MCP75% similar
no public price
Liminality
● MCP73% similar
no public price
Laya Judge
● MCP73% similar
no public price
decision-lite
● MCP73% similar
no public price
Sparkient
● MCP72% similar
no Pro plan
entry $19/mo
snapdec
● MCP71% similar
no public price
Jev MCP Server
● MCP71% similar
no public price
AAPIs1Ranked by similarity
JevModel
● API78% similar
$39.9/mo Pro
AAgents2Ranked by similarity
Decision Model Test
● AGENT75% similar
no public price
Julia-1 Decision Demo
● AGENT72% similar
no public price

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.