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Market around AI Data Refinery

An open-source Cloudflare-based data refinery that ingests web content, extracts schema-validated structured data with AI, computes semantic diffs, and serves refined results to AI agents through MCP.

Visit github.com ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
AI Data Refinery · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
AI Data Refinery doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
84th pctile
384 strong substitutes
Price momentum · 30d
Flat
MCP servers · Pro median
$99/mo
13 priced · $29–$99 mid 50%
Platforms · Pro median
$19/mo
1 priced · $19–$19 mid 50%
Price spectrum · Pro plans · 11 of 17 providers priced · log scale · $9.92 → $250/mo
MCP servers Platforms◻ shaded = middle 50% · line = median (all types)AI Data Refinery has no comparable Pro price — not plotted

Products in this market

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

OOther1Ranked by relevance
AI Data Refinerythis listing
● OTHER · relevance 100%
no public price
FFrameworks1Ranked by relevance
AgenticSchema
● FRAMEWORK · relevance 81%
no public price
MMCP servers47Ranked by relevance
Scrapezy MCP Server
● MCP · relevance 81%
no public price
rukuma_dev
● MCP · relevance 80%
no public price
hydrafetch
● MCP · relevance 80%
$25/mo Pro
-75% vs Pro median
RE
Refetch
● MCP · relevance 79%
no public price
Skrape MCP Server
● MCP · relevance 79%
$250/mo Pro
+153% vs Pro median
crawlforge-mcp
● MCP · relevance 79%
$99/mo Pro
0% vs Pro median
daedra
● MCP · relevance 78%
no public price
ninelayer
● MCP · relevance 78%
no public price
AG
AgentScrape
● MCP · relevance 77%
no public price
mcp_x402
● MCP · relevance 77%
no Pro plan
entry $10/mo
web_scraping_mcp
● MCP · relevance 77%
no public price
0mod_mcp_server
● MCP · relevance 76%
no public price
dompruner
● MCP · relevance 76%
no public price
AP
apix420mcp1
● MCP · relevance 76%
no Pro plan
entry $10/mo
DI
discoveryagent
● MCP · relevance 76%
no Pro plan
entry $10/mo
crawlora
● MCP · relevance 76%
no Pro plan
entry $9/mo
Ceramic AI Search
● MCP · relevance 76%
no public price
search1api_mcp
● MCP · relevance 76%
$99/mo Pro
0% vs Pro median
mu
● MCP · relevance 76%
no public price
Nimble MCP Server
● MCP · relevance 76%
no public price
HasData MCP Server
● MCP · relevance 76%
no public price
Hyperbrowser
● MCP · relevance 76%
no public price
web_search
● MCP · relevance 76%
no public price
ghostapi
● MCP · relevance 75%
no public price
Toolbelt
● MCP · relevance 75%
$29/mo Pro
-71% vs Pro median
DE
DevDrops
● MCP · relevance 75%
no public price
snipget
● MCP · relevance 75%
no Pro plan
entry $19/mo
agentready
● MCP · relevance 75%
$49/mo Pro
-51% vs Pro median
domainspecific_mcp_servers
● MCP · relevance 75%
no public price
lodd_analytics
● MCP · relevance 75%
no Pro plan
entry $12/mo
inhalt
● MCP · relevance 75%
no public price
surfaceable_mcp_seo
● MCP · relevance 75%
$9.92/mo Pro
-90% vs Pro median
Sofya
● MCP · relevance 75%
no public price
olostep_mcp
● MCP · relevance 75%
$99/mo Pro
0% vs Pro median
alpha_sense_developer
● MCP · relevance 75%
no public price
PyScrappy
● MCP · relevance 75%
no public price
Instant Domain Search
● MCP · relevance 75%
no public price
wigolo_2026
● MCP · relevance 74%
no public price
URL Shortener, Link Safety Scanner, QR Code Generator & Link Preview Metadata
● MCP · relevance 74%
no public price
agent_web_interface
● MCP · relevance 74%
no public price
Desearch AI
● MCP · relevance 74%
no public price
MC
mcp-forge
● MCP · relevance 74%
no public price
web_mcp
● MCP · relevance 74%
no public price
ZeroCrawl MCP
● MCP · relevance 74%
no public price
Dumpling AI MCP Server
● MCP · relevance 74%
$124/mo Pro
+25% vs Pro median
entity_enricher_mcp
● MCP · relevance 74%
$99/mo Pro
0% vs Pro median
agent_fusion
● MCP · relevance 74%
no public price
PPlatforms1Ranked by relevance
AgentReady
● PLATFORM · relevance 74%
$19/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.