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Market around Problems

Observability and support tooling for MCP servers and CLIs. Captures agent tool failures, groups recurring errors, publishes agent status pages, and provides known fixes.

Visit problems.dev ↗Pricing page ↗
Pricing (3 buyer tiers · 3 plans)
As parsed from problems.dev/pricing on 2026-10-15.

Explore the market

Prices and medians update for the tier you select.

Compare at
Problems · Pro
$30/mo
Startup plan
Pro-provider median
$30
across 3 priced providers
vs Pro providers
0% at par
at par with Pro providers
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
78th pctile
437 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$79/mo
7 priced · $29–$94.5 mid 50%
Other · Pro median
$30/mo
3 priced · —–— mid 50%
Price spectrum · Pro plans · 10 of 14 providers priced · log scale · $9 → $199/mo
MCP servers Other◻ shaded = middle 50% · line = median (all types)large ringed dot = Problems ($30/mo)

Products in this market

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

OOther12Ranked by similarity
Problemsthis listing
● OTHER
$30/mo Pro
0% vs Pro median
Small Print
● OTHER79% similar
$9/mo Pro
-70% vs Pro median
Mcp Observatory
● OTHER78% similar
no public price
Mcpulse
● OTHER77% similar
$49/mo Pro
+63% vs Pro median
mcp-flightcheck
● OTHER77% similar
no public price
MC
Mcp Tester
● OTHER77% similar
no public price
Tollgate
● OTHER76% similar
no public price
mcpspan
● OTHER76% similar
no public price
Dominion Observatory
● OTHER76% similar
$29 one-time Pro
not monthly-comparable
SeriouslySimpleAnalytics
● OTHER76% similar
no public price
Project Airframe Operations
● OTHER75% similar
no public price
AI Workflow Advisor
● OTHER74% similar
no public price
AAgents6Ranked by similarity
mcp-wtf
● AGENT82% similar
no public price
fixmcp
● AGENT78% similar
no public price
toolfence
● AGENT77% similar
no public price
Authprobe
● AGENT75% similar
no public price
AgentScore
● AGENT74% similar
no public price
mcpock
● AGENT74% similar
no public price
MMCP servers26Ranked by similarity
MCP Triage
● MCP81% similar
$89/mo Pro
+13% vs Pro median
MT
Mthoburn Preflight
● MCP81% similar
no public price
Uptime Monitoring
● MCP80% similar
no public price
Lastping
● MCP79% similar
no public price
Forecall Kb
● MCP79% similar
$29/mo Pro
-63% vs Pro median
MC
Mcpindex
● MCP79% similar
no public price
openstatus
● MCP79% similar
$100/mo Pro
+27% vs Pro median
Jev Observatory
● MCP78% similar
no public price
Tickstem
● MCP77% similar
$29/mo Pro
-63% vs Pro median
NotWorking
● MCP77% similar
no public price
Uptimebolt
● MCP77% similar
$79/mo Pro
0% vs Pro median
Flowlines
● MCP76% similar
$199/mo Pro
+152% vs Pro median
MCP Node Zig
● MCP76% similar
no public price
Mcp Server Cli Dify
● MCP76% similar
no public price
Canhelpto
● MCP76% similar
no public price
Toolrank
● MCP76% similar
$29/mo Pro
-63% vs Pro median
WorkerLane
● MCP76% similar
no public price
Agent Observability
● MCP76% similar
no public price
Authmcp Gateway
● MCP76% similar
no public price
DO
dominion-observatory
● MCP75% similar
$29 one-time Pro
not monthly-comparable
Pioneer
● MCP75% similar
no public price
Kuvasz Uptime
● MCP75% similar
no public price
Askpod
● MCP75% similar
no public price
owl24 MCP
● MCP75% similar
no public price
AI Engineering Assistant
● MCP75% similar
no public price
MCP Server Inspector
● MCP75% similar
no public price
PPlatforms4Ranked by similarity
Honeybadger
● PLATFORM81% similar
no Pro plan
entry $26/mo
Manufact 2
● PLATFORM78% similar
no Pro plan
entry $30/mo
Mcp Playground 2
● PLATFORM75% similar
no public price
Kayba
● PLATFORM75% similar
no public price
AAPIs1Ranked by similarity
MCP Server Quality Corpus
● API75% similar
no public price
FFrameworks1Ranked by similarity
Capa
● FRAMEWORK75% 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.