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Market around rag-starter

Open-source local RAG service that indexes PDFs, Markdown, and text into ChromaDB, returning traceable citations. Exposes MCP tools for Claude and other hosts plus a FastAPI HTTP API.

Visit github.com ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
rag-starter · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
rag-starter doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
45th pctile
69 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$49/mo
3 priced · $34.5–$64.5 mid 50%
Price spectrum · Pro plans · 3 of 4 providers priced · log scale · $20 → $80/mo
MCP servers◻ shaded = middle 50% · line = median (all types)rag-starter has no comparable Pro price — not plotted

Products in this market

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

OOther2Ranked by similarity
rag-starterthis listing
● OTHER
no public price
QMD
● OTHER71% similar
no public price
MMCP servers34Ranked by similarity
OpenCode Document RAG MCP
● MCP84% similar
no public price
MCP Documentation
● MCP80% similar
no public price
MCP RAG Server
● MCP79% similar
no public price
Papyrus
● MCP77% similar
no public price
DocSift
● MCP77% similar
no public price
Marrine RAG MCP Server
● MCP76% similar
no public price
Keepygaga RAG
● MCP76% similar
no public price
mcp_documentation_server
● MCP75% similar
no public price
Gnosis MCP
● MCP75% similar
no public price
Local Research Library MCP
● MCP74% similar
no public price
LittleLibrary
● MCP74% similar
no public price
Local RAG MCP
● MCP74% similar
no public price
PennyOCR MCP
● MCP73% similar
no public price
agent_fusion
● MCP73% similar
no public price
Space Frontiers
● MCP73% similar
$20/mo Pro
-59% vs Pro median
MintPDF
● MCP73% similar
no Pro plan
entry $19/mo
markdown-memory
● MCP73% similar
no public price
kb
● MCP73% similar
no public price
Markdown Locker
● MCP73% similar
no public price
Knowledge Base
● MCP73% similar
no public price
SM
smry_public_reader
● MCP73% similar
$80/mo Pro
+63% vs Pro median
ytpMD
● MCP72% similar
no public price
Docs Search MCP
● MCP71% similar
no public price
Synapse Vault
● MCP71% similar
no public price
Paper Reader MCP
● MCP71% similar
no public price
Farr Cite
● MCP71% similar
no public price
zotseek
● MCP71% similar
no public price
llmtomd
● MCP71% similar
$49/mo Pro
0% vs Pro median
Personal Knowledge-Base MCP Server
● MCP71% similar
no public price
cowork_semantic_search
● MCP70% similar
no public price
research-agent
● MCP70% similar
no public price
DO
Documentation Context Provider
● MCP70% similar
no public price
MCP RAGdown
● MCP70% similar
no public price
DO
docpull
● MCP70% similar
no public price
AAgents4Ranked by similarity
citelocal_agent
● AGENT73% similar
no public price
semquery
● AGENT71% similar
no public price
Techdocs Agent
● AGENT71% similar
no public price
document_compliance_ai_agent
● AGENT70% 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.