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Market around armature

Product analytics for MCP servers, Claude Connectors, ChatGPT Apps, and other agent-facing products. Captures and replays user sessions, groups use cases, scores outcomes, and identifies agent failures with PII and secret redaction.

Visit armature.tech ↗Pricing page ↗
Pricing (1 buyer tier · 3 plans)
Free plan available Free
As parsed from armature.tech/ on 2026-08-24.

Explore the market

Prices and medians update for the tier you select.

Compare at
armature · Pro
No Pro plan
—
Pro-agent median
$59
across 3 priced agents
vs Pro agents
No comparison
armature doesn't sell Pro
ⓘ Comparisons are same provider type (agent) and same buyer tier (Pro). Never across tiers.
Market density
65th pctile
147 strong substitutes
Price momentum · 31d
Flat
Agents · Pro median
$59/mo
3 priced · $44–$79 mid 50%
MCP servers · Pro median
$20/mo
5 priced · $19–$49 mid 50%
APIs · Pro median
$50/mo
1 priced · $50–$50 mid 50%
Platforms · Pro median
$94.5/mo
4 priced · $77.25–$199 mid 50%
Other · Pro median
$80/mo
1 priced · $80–$80 mid 50%

Agents cost 3× MCP servers at the Pro tier.

Price spectrum · Pro plans · 12 of 20 providers priced · log scale · $0.67 → $499/mo
Agents MCP servers APIs Platforms Other◻ shaded = middle 50% · line = median (all types)armature has no comparable Pro price — not plotted

Products in this market

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

AAgents12Ranked by relevance
armaturethis listing
● AGENT · relevance 100%
no public price
mitzu
● AGENT · relevance 77%
no Pro plan
entry $149/mo
voiceops
● AGENT · relevance 75%
no public price
400860 x402 Growth and Safety Catalog
● AGENT · relevance 74%
no public price
discomcp
● AGENT · relevance 73%
no public price
kyligence_zen
● AGENT · relevance 72%
no public price
Tellumen Data Management Agent
● AGENT · relevance 72%
no public price
golf
● AGENT · relevance 72%
no public price
rectify
● AGENT · relevance 72%
$29/mo Pro
-51% vs Pro median
Agent Rescue Desk Production Triage Agent
● AGENT · relevance 71%
no public price
hamming_ai_enterprise_voice_ag
● AGENT · relevance 71%
no public price
fabi
● AGENT · relevance 71%
no public price
PPlatforms10Ranked by relevance
agentcat
● PLATFORM · relevance 79%
$90/mo Pro
-5% vs Pro median
agentwatch_2
● PLATFORM · relevance 77%
no Pro plan
entry $49/mo
kayba
● PLATFORM · relevance 75%
no public price
Traccia
● PLATFORM · relevance 73%
$99/mo Pro
+5% vs Pro median
pond_2
● PLATFORM · relevance 73%
no public price
agnost_ai
● PLATFORM · relevance 73%
$499/mo Pro
+428% vs Pro median
monte_carlo_agent_observabilit
● PLATFORM · relevance 72%
no public price
langsmith
● PLATFORM · relevance 72%
$39/mo Pro
-59% vs Pro median
security_copilot_agents
● PLATFORM · relevance 71%
no public price
manufact_2
● PLATFORM · relevance 71%
no Pro plan
entry $25/mo
MMCP servers22Ranked by relevance
lodd_analytics
● MCP · relevance 76%
no Pro plan
entry $12/mo
aptabase_mcp
● MCP · relevance 76%
no public price
singchat
● MCP · relevance 75%
$20/mo Pro
0% vs Pro median
Agent Observability
● MCP · relevance 75%
$50/mo Pro
+150% vs Pro median
DA
Data Observability
● MCP · relevance 74%
no public price
Gnat
● MCP · relevance 74%
no public price
DO
dominion-observatory
● MCP · relevance 74%
$29 one-time Pro
not monthly-comparable
WorkerLane
● MCP · relevance 73%
no public price
Open Analytics
● MCP · relevance 73%
$49/mo Pro
+145% vs Pro median
gizmoanalytics
● MCP · relevance 73%
no Pro plan
entry $9/mo
Delx MCP Server
● MCP · relevance 73%
no public price
SaSame Research
● MCP · relevance 73%
no Pro plan
entry $11/mo
monte_carlo
● MCP · relevance 72%
no public price
Canvas Agent
● MCP · relevance 72%
no public price
dynatrace_mcp_server
● MCP · relevance 71%
no public price
Pond
● MCP · relevance 71%
no public price
myhours
● MCP · relevance 71%
$0.67/mo Pro
-97% vs Pro median
evalgate_mcp
● MCP · relevance 71%
no public price
powhttp_mcp
● MCP · relevance 71%
no public price
Squad
● MCP · relevance 71%
no public price
clamp_analytics
● MCP · relevance 71%
$19/mo Pro
-5% vs Pro median
CC Code MCP
● MCP · relevance 71%
no public price
OOther5Ranked by relevance
entro_mcp_audit
● OTHER · relevance 76%
no public price
voker
● OTHER · relevance 75%
$80/mo Pro
tuneloop
● OTHER · relevance 74%
no public price
kalytera
● OTHER · relevance 73%
no Pro plan
entry $49/mo
dsh-hud
● OTHER · relevance 72%
no public price
AAPIs1Ranked by relevance
Agent Observability
● API · relevance 72%
$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.