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Market around Project Airframe Operations

An open-source operations project combining telemetry pipelines, dashboards, alerts, on-call workflows, operational jobs, skills, agents, and a catalog MCP server.

Visit gitlab.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Project Airframe Operations · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
Project Airframe Operations doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
87th pctile
515 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$79/mo
5 priced · $59–$100 mid 50%
Price spectrum · Pro plans · 9 of 17 providers priced · log scale · $29 → $199/mo
Agents MCP servers Platforms Other◻ shaded = middle 50% · line = median (all types)Project Airframe Operations has no comparable Pro price — not plotted

Products in this market

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

OOther6Ranked by similarity
Project Airframe Operationsthis listing
● OTHER
no public price
mcpulse
● OTHER79% similar
$49/mo Pro
mcp_observatory
● OTHER76% similar
no public price
minibridge
● OTHER75% similar
no public price
mcp-telemetry
● OTHER75% similar
no public price
Jev Observatory
● OTHER75% similar
no public price
PPlatforms12Ranked by similarity
manufact_2
● PLATFORM81% similar
no Pro plan
entry $30/mo
XuanShu Agent
● PLATFORM79% similar
no public price
exemplar
● PLATFORM77% similar
no public price
agentwares
● PLATFORM76% similar
$29/mo Pro
tensorblock
● PLATFORM76% similar
no public price
bailinghub
● PLATFORM76% similar
no public price
agent_hub
● PLATFORM76% similar
no public price
spring_ai_playground
● PLATFORM76% similar
no public price
Rayrun
● PLATFORM76% similar
no Pro plan
entry $1500/mo
Hospital AI agent
● PLATFORM75% similar
$99/mo Pro
agentswarms
● PLATFORM75% similar
no public price
kiro_discord_bot
● PLATFORM75% similar
no public price
MMCP servers29Ranked by similarity
Better Stack
● MCP80% similar
no Pro plan
entry $10/mo
uptimebolt_mcp_server
● MCP80% similar
$79/mo Pro
0% vs Pro median
Ops MCP
● MCP80% similar
no public price
flowlines
● MCP78% similar
$199/mo Pro
+152% vs Pro median
SuperAgenticMCP
● MCP78% similar
no public price
kanera
● MCP77% similar
no public price
muster
● MCP77% similar
no public price
openstatus
● MCP77% similar
$100/mo Pro
+27% vs Pro median
GV
gvrn_incorporation
● MCP76% similar
no Pro plan
entry $10/mo
instapods
● MCP76% similar
$49/mo Pro
-38% vs Pro median
lastping
● MCP76% similar
no public price
FleetQ
● MCP76% similar
$59/mo Pro
-25% vs Pro median
ZeroSOC MCP Servers
● MCP76% similar
no public price
Unofficial Farma
● MCP76% similar
no public price
planetscale
● MCP76% similar
no public price
Warmplane
● MCP76% similar
no public price
APE
● MCP76% similar
no public price
kubemetes_introducing_headlamp
● MCP76% similar
no Pro plan
entry $150/mo
WorkerLane
● MCP76% similar
no public price
context_studios_mcp
● MCP75% similar
no Pro plan
entry $2296/mo
uptime_monitoring
● MCP75% similar
no public price
warden_3
● MCP75% similar
no public price
LO
Logaflow
● MCP75% similar
no Pro plan
entry $10/mo
NinjaOne MCP Server
● MCP75% similar
no public price
DradisMCP
● MCP75% similar
no public price
toolhive
● MCP75% similar
no public price
yashwantsandey2000_engram
● MCP75% similar
no Pro plan
entry $20/mo
MCP LODLP
● MCP75% similar
no public price
Delx MCP Server
● MCP75% similar
no public price
FFrameworks2Ranked by similarity
aai_gateway
● FRAMEWORK75% similar
no public price
capa
● FRAMEWORK75% similar
no public price
AAgents1Ranked by similarity
On-call Management Agent
● AGENT75% similar
$29/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.