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Market around Monte Carlo

Data + AI observability — monitor and troubleshoot production-grade agents and the context they use.

Visit docs.getmontecarlo.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Monte Carlo · Pro
No Pro plan
—
Pro-MCP server median
—
insufficient comparable pricing
vs Pro MCP servers
No comparison
Monte Carlo doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
56th pctile
18 competing vendors
Comparable listings · 30d
Flat
based on 9 comparable products with price history
Platforms · Pro median
$29/mo
7 priced · $24–$116 mid 50%
Price spectrum · Pro plans · 13 of 23 providers priced · log scale · $5 → $499/mo
Agents MCP servers APIs Platforms Other◻ shaded = middle 50% · line = median (all types)Monte Carlo has no comparable Pro price — not plotted

Products in this market

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

MMCP servers9Ranked by similarity
Monte Carlothis listing
● MCP
no public price
Agent Observability
● MCP81% similar
$50/mo Pro
Delx MCP Server
● MCP80% similar
no public price
Agent Observability
● MCP79% similar
no public price
FleetQ
● MCP78% similar
$59/mo Pro
Appsignal
● MCP77% similar
no public price
Lastping
● MCP77% similar
no public price
Iceshore
● MCP76% similar
no Pro plan
entry $19/mo
Dynatrace
● MCP76% similar
no public price
PPlatforms31Ranked by similarity
Monte Carlo Agent
● PLATFORM86% similar
no public price
ZizkaDB
● PLATFORM86% similar
$29/mo Pro
0% vs Pro median
Agnost Ai
● PLATFORM85% similar
$499/mo Pro
+1621% vs Pro median
Tessary
● PLATFORM84% similar
no public price
Agentwatch 2
● PLATFORM83% similar
no Pro plan
entry $49/mo
Kayba
● PLATFORM83% similar
no public price
Vera 2
● PLATFORM83% similar
no public price
Litefuse
● PLATFORM82% similar
$199/mo Pro
+586% vs Pro median
Papaya
● PLATFORM82% similar
no Pro plan
entry $500/mo
Agency
● PLATFORM82% similar
no public price
Traccia
● PLATFORM81% similar
no Pro plan
entry $299/mo
Future Agi
● PLATFORM79% similar
no public price
Molten AI
● PLATFORM79% similar
no public price
Agnys
● PLATFORM79% similar
no Pro plan
entry $49/mo
Lumoz AI
● PLATFORM79% similar
no public price
v5ai-nb
● PLATFORM78% similar
no public price
Agentic Control Plane
● PLATFORM78% similar
no Pro plan
entry $100/mo
Team9
● PLATFORM78% similar
$19/mo Pro
-34% vs Pro median
J.A.R.V.I.S. Metaverse
● PLATFORM78% similar
no public price
Agentuity Ai Agent Runtime
● PLATFORM78% similar
no Pro plan
entry $750/mo
New Relic
● PLATFORM78% similar
no public price
Snapback
● PLATFORM78% similar
$29/mo Pro
0% vs Pro median
Dunetrace
● PLATFORM77% similar
no public price
Agentcat
● PLATFORM77% similar
$90/mo Pro
+210% vs Pro median
Lightrun
● PLATFORM77% similar
no public price
BotGauge
● PLATFORM77% similar
no public price
Adaptive
● PLATFORM77% similar
no public price
Logwick
● PLATFORM77% similar
$29/mo Pro
0% vs Pro median
ContextIQ
● PLATFORM77% similar
$5/mo Pro
-83% vs Pro median
Brainbaselabs
● PLATFORM77% similar
no Pro plan
entry $500/mo
CodeWheel AI
● PLATFORM76% similar
no public price
AAgents2Ranked by similarity
The Context Company
● AGENT85% similar
$400/mo Pro
Ai Agent Risk Manager Knowbe4
● AGENT77% similar
no public price
OOther7Ranked by similarity
Kalytera
● OTHER83% similar
no Pro plan
entry $49/mo
Agentpulse
● OTHER81% similar
no public price
SeriouslySimpleAnalytics
● OTHER80% similar
no public price
Agentell
● OTHER79% similar
$30/mo Pro
Ment Ai Cost Optimisation
● OTHER78% similar
no Pro plan
entry $20/mo
AgentDynamics
● OTHER78% similar
no public price
AOVerview
● OTHER77% similar
no public price
AAPIs1Ranked by similarity
Agent Observability
● API78% similar
$50/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.