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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
89th pctile
1053 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$73.13/mo
6 priced · $53.57–$94.75 mid 50%
Price spectrum · Pro plans · 9 of 13 providers priced · log scale · $5 → $199/mo
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.

OOther8Ranked by similarity
Project Airframe Operationsthis listing
● OTHER
no public price
mcpspan
● OTHER80% similar
no public price
Mcpulse
● OTHER79% similar
$49/mo Pro
Dominion Observatory
● OTHER77% similar
$29 one-time Pro
not monthly-comparable
MCPGod
● OTHER77% similar
no public price
TrackMCP
● OTHER77% similar
no public price
Пакунок
● OTHER77% similar
no public price
Mcp Observatory
● OTHER76% similar
no public price
PPlatforms15Ranked by similarity
Manufact 2
● PLATFORM81% similar
$250 usage Pro
not monthly-comparable
XuanShu Agent
● PLATFORM79% similar
no public price
Honeybadger
● PLATFORM78% similar
no Pro plan
entry $26/mo
Flightdeck
● PLATFORM77% similar
no public price
Exemplar
● PLATFORM77% similar
no public price
MCP Platform
● PLATFORM77% similar
no public price
agentwares
● PLATFORM76% similar
$49/mo Pro
mcp-context-forge
● PLATFORM76% similar
no public price
Tensorblock
● PLATFORM76% similar
no public price
Bailinghub
● PLATFORM76% similar
no public price
HALOWERK agentenwerk
● PLATFORM76% similar
no public price
DevAssist
● PLATFORM76% similar
no public price
Pyntra
● PLATFORM76% similar
no public price
Agent Hub
● PLATFORM76% similar
no public price
Spring Ai Playground
● PLATFORM76% similar
no public price
MMCP servers25Ranked by similarity
Better Stack
● MCP80% similar
no public price
Uptimebolt
● MCP80% similar
$79/mo Pro
+8% vs Pro median
Ops MCP
● MCP80% similar
no public price
B Board
● MCP78% similar
$8.25/mo Pro
-89% vs Pro median
Flowlines
● MCP78% similar
$199/mo Pro
+172% vs Pro median
SuperAgenticMCP
● MCP78% similar
no public price
T3 Watch
● MCP78% similar
no public price
Kanera
● MCP77% similar
$5/mo Pro
-93% vs Pro median
Muster
● MCP77% similar
no public price
oec.sh MCP Server
● MCP77% similar
no public price
openstatus
● MCP77% similar
$100/mo Pro
+37% vs Pro median
Gate22
● MCP77% similar
no public price
MCP Node Zig
● MCP77% similar
no public price
GV
Gvrn Incorporation
● MCP76% similar
no public price
Instapods
● MCP76% similar
$49/mo Pro
-33% vs Pro median
Lastping
● MCP76% similar
no public price
FleetQ
● MCP76% similar
$59/mo Pro
-19% vs Pro median
ZeroSOC MCP Servers
● MCP76% similar
no public price
AI Numbers MCP Apps
● MCP76% similar
no public price
Unofficial Farma
● MCP76% similar
no public price
Planetscale
● MCP76% similar
no public price
Orquestra Core MCP
● MCP76% similar
no public price
Warmplane
● MCP76% similar
no public price
APE
● MCP76% similar
no public price
Kubemetes Introducing
● MCP76% similar
no Pro plan
entry $200/mo
AAgents1Ranked by similarity
Ops Workflow Lab
● AGENT76% similar
no public price
FFrameworks1Ranked by similarity
MCP Workflow Adapter
● FRAMEWORK76% 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.