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Market around RAG3

Open-source Windows document indexing and retrieval system with a desktop UI, shared HTTP backend, hybrid semantic/BM25 search, Qdrant storage, and MCP tools for Codex and ChatGPT.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
RAG3 · Pro
No Pro plan
—
Pro-MCP server median
$62.5
across 7 priced MCP servers
vs Pro MCP servers
No comparison
RAG3 doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
73rd pctile
375 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$62.5/mo
7 priced · $39.5–$91 mid 50%
Price spectrum · Pro plans · 7 of 8 providers priced · log scale · $25 → $500/mo
MCP servers◻ shaded = middle 50% · line = median (all types)RAG3 has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches RAG3's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.

MMCP servers48Ranked by similarity
RAG3this listing
● MCP
no public price
RAG as MCP
● MCP79% similar
no public price
Agent Fusion
● MCP78% similar
no public price
MCP Documentation
● MCP77% similar
no public price
Cowork Semantic Search
● MCP77% similar
no public price
OPL Docs MCP Server
● MCP77% similar
no public price
Catalog
● MCP77% similar
no public price
Daedra
● MCP77% similar
no public price
Gnosis MCP
● MCP77% similar
no public price
Alpha Sense Developer
● MCP76% similar
no public price
bettergrep
● MCP76% similar
no public price
Sarvcrawl
● MCP76% similar
no Pro plan
entry $10/mo
Synorive
● MCP76% similar
no public price
Ragie
● MCP76% similar
$500/mo Pro
+700% vs Pro median
Pageindex
● MCP76% similar
no public price
SuperAIDB
● MCP76% similar
no public price
Knowledge Raven
● MCP75% similar
$29/mo Pro
-54% vs Pro median
Mcp Toolkit 2026
● MCP75% similar
no public price
Trove
● MCP75% similar
no public price
AI Assistant
● MCP75% similar
no public price
Scry MCP Server
● MCP75% similar
no public price
PrismSearch
● MCP75% similar
no public price
KE
Ken
● MCP75% similar
no public price
DocBase
● MCP75% similar
no public price
Mu
● MCP75% similar
no public price
MCP Hybrid RAG
● MCP75% similar
no public price
SIMOSphere AI
● MCP74% similar
no public price
PaperOffice MCP Server
● MCP74% similar
no public price
Semlith
● MCP74% similar
$50/mo Pro
-20% vs Pro median
Vexicon
● MCP74% similar
no public price
Toolbelt
● MCP74% similar
$29/mo Pro
-54% vs Pro median
Marrine RAG MCP Server
● MCP74% similar
no public price
Search Memory MCP
● MCP74% similar
no public price
MCP My Site
● MCP74% similar
no public price
Web
● MCP74% similar
no public price
Gemina
● MCP74% similar
$25/mo Pro
-60% vs Pro median
Ai Business
● MCP74% similar
no public price
Documentize
● MCP74% similar
no public price
free-search-mcp-ts
● MCP74% similar
no public price
LocalGate
● MCP73% similar
no public price
Searchstack
● MCP73% similar
$99/mo Pro
+58% vs Pro median
Company Brain
● MCP73% similar
no public price
Agent Web Combo
● MCP73% similar
no public price
Keenable
● MCP73% similar
no public price
crawlforge-mcp
● MCP73% similar
$83/mo Pro
+33% vs Pro median
MCP Toolserver
● MCP73% similar
no public price
Sofya
● MCP73% similar
no public price
Books MCP
● MCP73% similar
no public price
PPlatforms1Ranked by similarity
KnowVault
● PLATFORM76% similar
no public price
OOther1Ranked by similarity
MCAI Knowledge
● OTHER74% 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.