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Market around Aqueduct

Open-source data engineering agent framework that turns requirement documents into standardized deliverables including DDL, ETL SQL, data quality tests, field-level lineage, design documents, and reports.

Visit github.com ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Aqueduct · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
Aqueduct doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
11th pctile
5 strong substitutes
Price momentum · 30d
-16.7%
Agents · Pro median
$250/mo
1 priced · $250–$250 mid 50%
MCP servers · Pro median
$47.92/mo
4 priced · $27.25–$162 mid 50%
Platforms · Pro median
$40/mo
3 priced · $30–$70 mid 50%
Frameworks · Pro median
$1292/mo
2 priced · $896–$1688 mid 50%

Agents cost 5.2× MCP servers at the Pro tier.

Price spectrum · Pro plans · 7 of 17 providers priced · log scale · $19 → $2083/mo
Agents MCP servers Platforms Frameworks◻ shaded = middle 50% · line = median (all types)Aqueduct has no comparable Pro price — not plotted

Products in this market

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

OOther5Ranked by relevance
Aqueductthis listing
● OTHER · relevance 100%
no public price
vibe_coding_prd
● OTHER · relevance 68%
no public price
repo_template
● OTHER · relevance 64%
no public price
latentmachine
● OTHER · relevance 64%
no public price
cc_spec_driven
● OTHER · relevance 63%
no public price
MMCP servers19Ranked by relevance
talonic-mcp
● MCP · relevance 72%
no Pro plan
entry $12/mo
DA
Data Converter
● MCP · relevance 71%
no Pro plan
entry $10/mo
Prompt2db
● MCP · relevance 70%
$19/mo Pro
-60% vs Pro median
MI
Mifactory
● MCP · relevance 68%
no Pro plan
entry $10/mo
myriade
● MCP · relevance 67%
$65.83/mo Pro
+37% vs Pro median
oda_mcp_servers
● MCP · relevance 66%
no Pro plan
entry $625/mo
Iteration Layer
● MCP · relevance 65%
no public price
Model Context Protocol Server
● MCP · relevance 65%
no Pro plan
entry $10/mo
DE
Developer Utilities
● MCP · relevance 65%
no Pro plan
entry $10/mo
DE
Developer Utilities
● MCP · relevance 64%
no Pro plan
entry $10/mo
architect_to_product
● MCP · relevance 64%
no public price
DA
data-converter
● MCP · relevance 64%
no public price
flexorch_mcp
● MCP · relevance 63%
$30/mo Pro
-37% vs Pro median
productnow
● MCP · relevance 63%
no public price
spec_coding_mcp_2
● MCP · relevance 63%
no public price
DA
DataGen
● MCP · relevance 63%
no Pro plan
entry $10/mo
bwvi_design
● MCP · relevance 62%
no public price
ST
Structured Output MCP Agent
● MCP · relevance 62%
no public price
Well
● MCP · relevance 62%
no Pro plan
entry $12/mo
AAgents16Ranked by relevance
context_clue
● AGENT · relevance 69%
no public price
Agentic data engineering
● AGENT · relevance 68%
no public price
Enterprise-ready AI Data Agents
● AGENT · relevance 66%
no public price
V7 Go Data Extraction Agent
● AGENT · relevance 66%
no public price
withrovr
● AGENT · relevance 66%
no public price
PerfectParser
● AGENT · relevance 65%
$99 one-time Pro
not monthly-comparable
spec2case
● AGENT · relevance 65%
no public price
etlzero
● AGENT · relevance 64%
no public price
upstage_document_intelligence
● AGENT · relevance 64%
no public price
unsiloed_ai
● AGENT · relevance 64%
$250/mo Pro
edapro
● AGENT · relevance 64%
no public price
req-scout
● AGENT · relevance 63%
no public price
ai_architect_webapp
● AGENT · relevance 63%
no public price
adsp
● AGENT · relevance 63%
no public price
loom
● AGENT · relevance 62%
no public price
Prescient Technologies
● AGENT · relevance 62%
no public price
FFrameworks7Ranked by relevance
Atomicwork AI Workflow Engine
● FRAMEWORK · relevance 66%
$2083/mo Pro
+61% vs Pro median
docetl
● FRAMEWORK · relevance 65%
no public price
LlamaParse
● FRAMEWORK · relevance 65%
$500/mo Pro
-61% vs Pro median
visual_spec
● FRAMEWORK · relevance 64%
no public price
iac_spec_kit
● FRAMEWORK · relevance 63%
no public price
openspec
● FRAMEWORK · relevance 63%
no public price
takt_sdd
● FRAMEWORK · relevance 62%
no public price
PPlatforms3Ranked by relevance
Kiro
● PLATFORM · relevance 65%
$20/mo Pro
-50% vs Pro median
joget_ai_composer
● PLATFORM · relevance 63%
no public price
Ducklab
● PLATFORM · relevance 63%
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.