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Market around Why Won't AI Mention My Product

An AI visibility analysis service and remote MCP server that scans websites as major AI and search crawlers, checks robots.txt access, evaluates AI discoverability, and reports SEO, AEO, and GEO issues.

Visit github.com ↗Pricing page ↗
Pricing (0 buyer tiers · 1 plan)
Free plan available Free
As parsed from github.com/mitchkj25/why-wont-ai on 2026-11-13.

Explore the market

Prices and medians update for the tier you select.

Compare at
Why Won't AI Mention My Product · Pro
No Pro plan
—
Pro-MCP server median
$39
across 7 priced MCP servers
vs Pro MCP servers
No comparison
Why Won't AI Mention My Product doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
70th pctile
415 competing vendors
Comparable listings · 30d
—
Agents · Pro median
$19/mo
5 priced · $5–$36.48 mid 50%
MCP servers · Pro median
$39/mo
7 priced · $34–$49.5 mid 50%

Agents cost 0.5× MCP servers at the Pro tier.

Price spectrum · Pro plans · 17 of 22 providers priced · log scale · $5 → $129/mo
Agents MCP servers Platforms Other◻ shaded = middle 50% · line = median (all types)Why Won't AI Mention My Product has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches Why Won't AI Mention My Product's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.

MMCP servers33Ranked by similarity
Why Won't AI Mention My Productthis listing
● MCP
no public price
Therankingfactory Site Check
● MCP83% similar
$49/mo Pro
+26% vs Pro median
Rankcli
● MCP82% similar
no public price
Crawlie
● MCP82% similar
$29/mo Pro
-26% vs Pro median
Answer Checkup
● MCP82% similar
no public price
AEO Scanner
● MCP81% similar
no public price
Open For Agents Website
● MCP80% similar
no public price
Site Search Opener MCP
● MCP80% similar
no public price
GEO Optimizer MCP
● MCP80% similar
no public price
Agentbuilt MCP
● MCP80% similar
no public price
scandiary
● MCP80% similar
no public price
Bot Appétit
● MCP80% similar
no public price
geoscore
● MCP80% similar
no public price
Seo Geo
● MCP80% similar
no public price
Molavi Web Intelligence Engine (MWIE)
● MCP80% similar
no public price
AEO Graph Engine
● MCP80% similar
no public price
EthosTron Live MCP Server
● MCP79% similar
no public price
SI
Site Scorer
● MCP79% similar
no public price
Aio Geo
● MCP79% similar
$49/mo Pro
+26% vs Pro median
aeogeo
● MCP79% similar
$29/mo Pro
-26% vs Pro median
Agent Ready Kit
● MCP79% similar
$99 one-time Pro
not monthly-comparable
Growth
● MCP79% similar
no public price
AI
Ai Crawler Readiness
● MCP79% similar
no public price
BACKLNK
● MCP79% similar
no public price
Auditme
● MCP78% similar
$25 one-time Pro
not monthly-comparable
seo-scanner
● MCP78% similar
no public price
GEO Tool MCP Server
● MCP78% similar
no public price
Citerank
● MCP78% similar
$49.99/mo Pro
+28% vs Pro median
ActableSite MCP
● MCP78% similar
$39/mo Pro
0% vs Pro median
Kashif
● MCP78% similar
no public price
Crawl Readiness MCP Server
● MCP78% similar
$39/mo Pro
0% vs Pro median
Postbuild MCP Server
● MCP78% similar
no public price
Aeotool
● MCP78% similar
$79/mo Pro
+103% vs Pro median
AAgents10Ranked by similarity
Lordevo
● AGENT82% similar
$32/mo Pro
+68% vs Pro median
Scanly
● AGENT81% similar
no Pro plan
entry $10/mo
AI
Aiscan
● AGENT80% similar
no public price
Frase
● AGENT80% similar
$129/mo Pro
+579% vs Pro median
AEO Auditor
● AGENT80% similar
$5/mo Pro
-74% vs Pro median
Arda
● AGENT80% similar
no public price
Growtics
● AGENT80% similar
$5/mo Pro
-74% vs Pro median
BotVisibility
● AGENT79% similar
no public price
AgentGEOScore
● AGENT79% similar
no public price
AgentReady
● AGENT78% similar
$19/mo Pro
0% vs Pro median
PPlatforms2Ranked by similarity
Faro
● PLATFORM82% similar
$9/mo Pro
AI Web Signals
● PLATFORM78% similar
$49/mo Pro
AAPIs2Ranked by similarity
Citewren by CyberMax
● API81% similar
no Pro plan
entry $8/mo
Pa1m SEO
● API80% similar
no public price
OOther3Ranked by similarity
IDAEO
● OTHER80% similar
no Pro plan
entry $20/mo
3webs
● OTHER80% similar
$29/mo Pro
GEO Check
● OTHER78% 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.