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Market around scholar-rag-mcp

An MCP server for building academic paper knowledge bases from PDF folders, with parsing, metadata extraction, semantic search, document retrieval, section reading, and chat through 11 stdio tools.

Visit pypi.org ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
scholar-rag-mcp · Pro
No Pro plan
—
Pro-MCP server median
$29
across 7 priced MCP servers
vs Pro MCP servers
No comparison
scholar-rag-mcp doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
39th pctile
7 competing vendors
Comparable listings · 30d
Flat
limited data · 1 priced comparable
Agents · Pro median
$14.99/mo
1 priced · $14.99–$14.99 mid 50%
MCP servers · Pro median
$29/mo
7 priced · $24.5–$55 mid 50%
APIs · Pro median
$99/mo
1 priced · $99–$99 mid 50%

Agents cost 0.5× MCP servers at the Pro tier.

Price spectrum · Pro plans · 8 of 11 providers priced · log scale · $3.69 → $99/mo
Agents MCP servers APIs◻ shaded = middle 50% · line = median (all types)scholar-rag-mcp has no comparable Pro price — not plotted

Products in this market

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

MMCP servers44Ranked by relevance
scholar-rag-mcpthis listing
● MCP · relevance 100%
no public price
AI
AI Research Assistant
● MCP · relevance 76%
no public price
AI Research Assistant MCP
● MCP · relevance 74%
no public price
arXiv
● MCP · relevance 73%
no Pro plan
entry $10/mo
scholar_search_mcp
● MCP · relevance 72%
no public price
KN
knowledge_base_mcp_server
● MCP · relevance 72%
no Pro plan
entry $10/mo
paperclip_2
● MCP · relevance 72%
no public price
zotseek
● MCP · relevance 72%
no public price
PaperPilot
● MCP · relevance 70%
no public price
paper_search_mcp
● MCP · relevance 70%
no public price
Infobroker
● MCP · relevance 70%
no public price
pdf_mcp_2
● MCP · relevance 70%
no public price
pubmed_search_mcp_2
● MCP · relevance 70%
no public price
Noodle Biomedical Literature Discovery MCP
● MCP · relevance 70%
no public price
scopus_mcp
● MCP · relevance 70%
no public price
arxiv_reader_mcp
● MCP · relevance 70%
no public price
find_research_papers_mcp
● MCP · relevance 70%
no public price
dock-ai
● MCP · relevance 69%
no public price
knowledge
● MCP · relevance 69%
no public price
rival_search_mcp
● MCP · relevance 69%
no public price
openpapers_mcp
● MCP · relevance 69%
no public price
burn_mcp_server
● MCP · relevance 69%
no public price
jina_mcp_server
● MCP · relevance 69%
no public price
songofhawk_doco
● MCP · relevance 69%
no public price
Marrine RAG MCP Server
● MCP · relevance 69%
no public price
context_awesome
● MCP · relevance 69%
no public price
llm_wiki_kit
● MCP · relevance 69%
no public price
ForgeMesh Library
● MCP · relevance 68%
no public price
docimprint
● MCP · relevance 68%
$29/mo Pro
0% vs Pro median
pdf_mcp
● MCP · relevance 68%
no public price
WI
wikidata_mcp_server
● MCP · relevance 68%
no public price
citeme
● MCP · relevance 68%
$3.69/mo Pro
-87% vs Pro median
web_researcher_mcp
● MCP · relevance 68%
no public price
Space Frontiers
● MCP · relevance 68%
$20/mo Pro
-31% vs Pro median
SM
smry_public_reader
● MCP · relevance 68%
$80/mo Pro
+176% vs Pro median
autosearch
● MCP · relevance 68%
$29/mo Pro
0% vs Pro median
Local Research Library MCP
● MCP · relevance 68%
no public price
MCP Toolserver
● MCP · relevance 67%
no public price
bgpt_mcp
● MCP · relevance 67%
no public price
AL
alexandria
● MCP · relevance 67%
no public price
Papyrus
● MCP · relevance 67%
no public price
CR
crw
● MCP · relevance 67%
no Pro plan
entry $10/mo
flexorch_mcp
● MCP · relevance 67%
$30/mo Pro
+3% vs Pro median
Iteration Layer
● MCP · relevance 67%
no public price
FFrameworks1Ranked by relevance
scholaraio
● FRAMEWORK · relevance 74%
no public price
AAgents2Ranked by relevance
KnowledgeAgent
● AGENT · relevance 70%
no public price
pdfpeer
● AGENT · relevance 67%
$14.99/mo Pro
AAPIs2Ranked by relevance
AgentQL
● API · relevance 67%
$99/mo Pro
Semantic Scholar
● API · relevance 67%
no public price
PPlatforms1Ranked by relevance
sciatlas
● PLATFORM · relevance 67%
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.