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Market around Ragstar

Open-source AI data analyst for dbt projects. It builds a knowledge base from dbt model documentation and answers data questions in natural language through a web dashboard or Slack, using LLMs and a remote MCP server.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Ragstar · Pro
No Pro plan
—
Pro-agent median
$76.5
across 4 priced agents
vs Pro agents
No comparison
Ragstar doesn't sell Pro
ⓘ Comparisons are same provider type (agent) and same buyer tier (Pro). Never across tiers.
Market density
22nd pctile
20 competing vendors
Comparable listings · 30d
—
Agents · Pro median
$76.5/mo
4 priced · —–— mid 50%
Price spectrum · Pro plans · 9 of 16 providers priced · log scale · $16.58 → $500/mo
Agents MCP servers Platforms◻ shaded = middle 50% · line = median (all types)Ragstar has no comparable Pro price — not plotted

Products in this market

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

AAgents9Ranked by similarity
Ragstarthis listing
● AGENT
no public price
Embedai Knowledge Search
● AGENT76% similar
$99/mo Pro
+29% vs Pro median
Talktodata
● AGENT75% similar
no public price
OM
Omniagent Ai Data Analyst
● AGENT74% similar
no public price
Julius Slack Agent
● AGENT72% similar
no public price
Lium
● AGENT72% similar
no Pro plan
entry $19/mo
Datost
● AGENT71% similar
no public price
Mahogany Chat
● AGENT71% similar
$29/mo Pro
-62% vs Pro median
PrivateGPT
● AGENT70% similar
no public price
MMCP servers3Ranked by similarity
Dbt Doctor
● MCP82% similar
no public price
Dbt
● MCP79% similar
no public price
Dbt Core
● MCP71% similar
no public price
FFrameworks1Ranked by similarity
Spec-Lock-Diff
● FRAMEWORK70% 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.