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Market around Capabilities Model

An open-source 0.6-billion-parameter model designed to memorize an AI agent’s tool catalog, with associated data, decoding, serving, evaluation, and MCP server components.

Visit gitlab.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Capabilities Model · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
Capabilities Model doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
94th pctile
1473 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$49/mo
5 priced · $29–$49.99 mid 50%
Price spectrum · Pro plans · 6 of 10 providers priced · log scale · $10 → $79/mo
MCP servers Platforms◻ shaded = middle 50% · line = median (all types)Capabilities Model has no comparable Pro price — not plotted

Products in this market

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

FFrameworks7Ranked by similarity
Capabilities Modelthis listing
● FRAMEWORK
no public price
YLF Skill
● FRAMEWORK78% similar
no public price
Aai Gateway
● FRAMEWORK77% similar
no public price
Multimodal Desktop Agent
● FRAMEWORK77% similar
no public price
Grandpa
● FRAMEWORK77% similar
no public price
BindAI
● FRAMEWORK76% similar
no public price
Thclaws
● FRAMEWORK76% similar
no public price
MMCP servers38Ranked by similarity
Rogue PAL MCP
● MCP80% similar
no public price
OpenGit MCP
● MCP80% similar
no public price
Windsock
● MCP79% similar
no public price
Selat
● MCP79% similar
$29/mo Pro
-41% vs Pro median
Danube
● MCP79% similar
$49.99/mo Pro
+2% vs Pro median
Agent Tool MCP Server
● MCP78% similar
no public price
0mod
● MCP78% similar
no public price
Cracked
● MCP78% similar
no Pro plan
entry $10000/mo
Skuuymcp
● MCP78% similar
no public price
Atlaso
● MCP78% similar
$10/mo Pro
-80% vs Pro median
AI Tool MCP Server
● MCP77% similar
no public price
UseAgents
● MCP77% similar
no public price
AgentBook MCP
● MCP77% similar
no public price
Hugging Bay
● MCP77% similar
no public price
Ideaflect
● MCP77% similar
no public price
Remote MCP Server
● MCP77% similar
no public price
mcp-minis
● MCP77% similar
no public price
Santismm Knowledge MCP
● MCP77% similar
no public price
Resonant Mind
● MCP77% similar
no public price
Resource Radar
● MCP77% similar
no public price
Arch Tools
● MCP77% similar
$49/mo Pro
0% vs Pro median
Mxlore
● MCP77% similar
no public price
Provenplaza
● MCP77% similar
no public price
UC
ucd-mcp
● MCP76% similar
no public price
Kognite
● MCP76% similar
no Pro plan
entry $19/mo
Agents @Kopern.ai
● MCP76% similar
$79/mo Pro
+61% vs Pro median
Knowledge Base Server
● MCP76% similar
no public price
Agent Tool
● MCP76% similar
no public price
Botfriendly
● MCP76% similar
no public price
esmole-mcp
● MCP76% similar
no public price
Andromeda Agent Lab
● MCP76% similar
no public price
Connapse
● MCP76% similar
no public price
Capability Gateway
● MCP76% similar
no public price
Giljo HQ
● MCP76% similar
no Pro plan
entry $10/mo
GenPark
● MCP76% similar
no public price
Ai Netcafe
● MCP76% similar
no public price
Agentic-KB
● MCP76% similar
no public price
MCP Working Set
● MCP76% similar
no public price
AAPIs1Ranked by similarity
Anansi Haven
● API79% similar
no Pro plan
entry $1/mo
OOther3Ranked by similarity
MCP Suite
● OTHER78% similar
no public price
Github Microsoftmcp Catalog
● OTHER77% similar
no public price
Really Artificial
● OTHER77% similar
no public price
PPlatforms1Ranked by similarity
Ainative Studio
● PLATFORM77% similar
$49/mo Pro

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.