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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
$50
across 3 priced MCP servers
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
85th pctile
415 strong substitutes
Price momentum · 31d
Flat
Agents · Pro median
$64/mo
4 priced · $26.75–$99 mid 50%
MCP servers · Pro median
$50/mo
3 priced · $49.5–$54.5 mid 50%
APIs · Pro median
$50/mo
1 priced · $50–$50 mid 50%
Platforms · Pro median
$99.5/mo
8 priced · $77.25–$274 mid 50%
Other · Pro median
$80/mo
1 priced · $80–$80 mid 50%

Agents cost 1.3× MCP servers at the Pro tier.

Price spectrum · Pro plans · 16 of 23 providers priced · log scale · $19 → $500/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 servers8Ranked by relevance
monte_carlothis listing
● MCP · relevance 100%
no public price
Agent Observability
● MCP · relevance 81%
$50/mo Pro
0% vs Pro median
Delx MCP Server
● MCP · relevance 80%
no public price
FleetQ
● MCP · relevance 78%
$59/mo Pro
+18% vs Pro median
appsignal_mcp
● MCP · relevance 77%
no public price
dynatrace_mcp_server
● MCP · relevance 76%
no public price
Auralogs
● MCP · relevance 76%
$49/mo Pro
-2% vs Pro median
Squad
● MCP · relevance 75%
no public price
PPlatforms27Ranked by relevance
monte_carlo_agent_observabilit
● PLATFORM · relevance 86%
no public price
agnost_ai
● PLATFORM · relevance 85%
$499/mo Pro
+402% vs Pro median
agentwatch_2
● PLATFORM · relevance 83%
no Pro plan
entry $49/mo
kayba
● PLATFORM · relevance 83%
no public price
vera_2
● PLATFORM · relevance 83%
no public price
litefuse
● PLATFORM · relevance 82%
$199/mo Pro
+100% vs Pro median
dispatch_agents
● PLATFORM · relevance 81%
no public price
Traccia
● PLATFORM · relevance 81%
$99/mo Pro
-1% vs Pro median
future_agi
● PLATFORM · relevance 79%
no public price
agnys
● PLATFORM · relevance 79%
no Pro plan
entry $49/mo
team9
● PLATFORM · relevance 78%
$19/mo Pro
-81% vs Pro median
agentuity_ai_agent_runtime
● PLATFORM · relevance 78%
no public price
dunetrace
● PLATFORM · relevance 77%
no public price
agentcat
● PLATFORM · relevance 77%
$90/mo Pro
-10% vs Pro median
Adaptive
● PLATFORM · relevance 77%
no public price
brainbaselabs
● PLATFORM · relevance 77%
no Pro plan
entry $500/mo
Galileo
● PLATFORM · relevance 76%
$100/mo Pro
+1% vs Pro median
lilium_ai_commercial
● PLATFORM · relevance 75%
no public price
langsmith
● PLATFORM · relevance 75%
$39/mo Pro
-61% vs Pro median
pensieve
● PLATFORM · relevance 75%
$500/mo Pro
+403% vs Pro median
AI Agents
● PLATFORM · relevance 75%
no public price
gemini_agent_runtime
● PLATFORM · relevance 75%
no public price
deco_studio
● PLATFORM · relevance 75%
no public price
Agentic Evaluation Platform
● PLATFORM · relevance 75%
no public price
agentos_3
● PLATFORM · relevance 74%
no public price
ai_observability_platform_moni
● PLATFORM · relevance 74%
no public price
Agentic AI
● PLATFORM · relevance 74%
no public price
OOther5Ranked by relevance
kalytera
● OTHER · relevance 83%
no Pro plan
entry $49/mo
agentpulse
● OTHER · relevance 81%
no public price
agentell
● OTHER · relevance 79%
no Pro plan
entry $250/mo
ment_ai_cost_optimisation
● OTHER · relevance 78%
no Pro plan
entry $20/mo
voker
● OTHER · relevance 76%
$80/mo Pro
AAPIs1Ranked by relevance
Agent Observability
● API · relevance 78%
$50/mo Pro
AAgents6Ranked by relevance
ai_agent_risk_manager_knowbe4
● AGENT · relevance 77%
no public price
hyperprobe
● AGENT · relevance 76%
$99/mo Pro
+55% vs Pro median
fleethelp_support
● AGENT · relevance 75%
$99/mo Pro
+55% vs Pro median
vm0
● AGENT · relevance 75%
$20/mo Pro
-69% vs Pro median
hamming_ai_enterprise_voice_ag
● AGENT · relevance 74%
no public price
ai_agents_compliance_automate_
● AGENT · relevance 74%
no public price
FFrameworks3Ranked by relevance
access_github
● FRAMEWORK · relevance 76%
no public price
daemon8
● FRAMEWORK · relevance 75%
no public price
failproof_ai
● FRAMEWORK · relevance 74%
no Pro plan
entry $99/mo

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.