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Market around Iris

Open-source, self-hosted MCP server for evaluating AI agent traces, output quality, PII exposure, prompt injection, hallucination markers, tool errors, and cost thresholds.

Visit iris-eval.com ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Iris · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
Iris doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
71st pctile
237 competing vendors
Comparable listings · 30d
—
Platforms · Pro median
$69.99/mo
9 priced · $29–$99 mid 50%
Price spectrum · Pro plans · 12 of 19 providers priced · log scale · $19 → $400/mo
Agents MCP servers APIs Platforms Other◻ shaded = middle 50% · line = median (all types)Iris has no comparable Pro price — not plotted

Products in this market

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

OOther10Ranked by similarity
Iristhis listing
● OTHER
no public price
agentevals_via_github
● OTHER83% similar
no public price
ContextIQ
● OTHER81% similar
no public price
kalytera
● OTHER79% similar
no Pro plan
entry $49/mo
productresearchskill
● OTHER76% similar
no public price
tuneloop
● OTHER75% similar
no public price
agentpulse
● OTHER75% similar
no public price
voker
● OTHER74% similar
$80/mo Pro
Aileron
● OTHER74% similar
no public price
AgentPoints
● OTHER73% similar
no public price
AAgents7Ranked by similarity
The Context Company
● AGENT85% similar
$400/mo Pro
Alibi
● AGENT84% similar
no public price
failstep
● AGENT78% similar
no public price
natterbox_ai_advisor
● AGENT76% similar
no public price
inkog
● AGENT75% similar
$99/mo Pro
agentmetry_2
● AGENT74% similar
no public price
cekura
● AGENT74% similar
no Pro plan
entry $500/mo
PPlatforms20Ranked by similarity
Papaya
● PLATFORM82% similar
no Pro plan
entry $500/mo
litefuse
● PLATFORM82% similar
$199/mo Pro
+184% vs Pro median
monte_carlo_agent_observabilit
● PLATFORM81% similar
no public price
Agentic Evaluation Platform
● PLATFORM81% similar
no public price
agentwatch_2
● PLATFORM80% similar
no Pro plan
entry $49/mo
kayba
● PLATFORM79% similar
no public price
CodeSentry
● PLATFORM79% similar
no public price
Traccia
● PLATFORM79% similar
$99/mo Pro
+41% vs Pro median
agentsproof
● PLATFORM78% similar
$24.17/mo Pro
-65% vs Pro median
langsmith
● PLATFORM77% similar
$39/mo Pro
-44% vs Pro median
agentleak
● PLATFORM76% similar
no public price
bottrade
● PLATFORM76% similar
$19.99/mo Pro
-71% vs Pro median
tracely
● PLATFORM76% similar
no public price
vasari
● PLATFORM75% similar
no public price
agnys
● PLATFORM75% similar
no Pro plan
entry $49/mo
Pome
● PLATFORM74% similar
no Pro plan
entry $500/mo
Scorecard
● PLATFORM74% similar
no public price
future_agi
● PLATFORM74% similar
no public price
agentcat
● PLATFORM74% similar
$90/mo Pro
+29% vs Pro median
retrace
● PLATFORM73% similar
$99/mo Pro
+41% vs Pro median
AAPIs1Ranked by similarity
Agent Observability
● API81% similar
$50/mo Pro
MMCP servers7Ranked by similarity
ALPNAI
● MCP80% similar
$19/mo Pro
AIM Guard
● MCP74% similar
no public price
RAIL Score MCP Server
● MCP74% similar
no public price
Game Debug MCP
● MCP74% similar
no public price
AI Deployment Readiness Protocol
● MCP74% similar
no public price
tree_sitter_analyzer
● MCP73% similar
no public price
evalgate_mcp
● MCP73% similar
no public price
FFrameworks5Ranked by similarity
langwatch
● FRAMEWORK76% similar
no Pro plan
entry $33/mo
bound
● FRAMEWORK75% similar
no public price
niceeval
● FRAMEWORK75% similar
no public price
agentrx_systematic_debugging_f
● FRAMEWORK74% similar
no public price
agentspec
● FRAMEWORK74% 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.