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Market around Sci RAG Kit

An extensible GraphRAG toolkit for scientific literature. It ingests documents, builds a provenance-aware knowledge graph, combines five retrieval methods, generates cited answers, supports evaluations, and exposes REST and MCP endpoints.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Sci RAG Kit · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
Sci RAG Kit doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
10th pctile
5 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$29/mo
1 priced · $29–$29 mid 50%
Platforms · Pro median
$28/mo
3 priced · $24–$47 mid 50%
Price spectrum · Pro plans · 2 of 4 providers priced · log scale · $20 → $29/mo
MCP servers Platforms◻ shaded = middle 50% · line = median (all types)Sci RAG Kit has no comparable Pro price — not plotted

Products in this market

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

FFrameworks7Ranked by relevance
Sci RAG Kitthis listing
● FRAMEWORK · relevance 100%
no public price
kappa_graph
● FRAMEWORK · relevance 67%
no public price
research_hub_pipeline
● FRAMEWORK · relevance 66%
no public price
engram_2
● FRAMEWORK · relevance 65%
no public price
kgagent_an_efficient_autonomou
● FRAMEWORK · relevance 65%
no public price
flexible_graphrag_2
● FRAMEWORK · relevance 64%
no public price
flexible_graphrag
● FRAMEWORK · relevance 62%
no public price
AAPIs3Ranked by relevance
Semantic Scholar
● API · relevance 73%
no public price
OpenAI Deep Research API
● API · relevance 67%
no public price
Deep Research Max
● API · relevance 62%
no public price
PPlatforms5Ranked by relevance
sciatlas
● PLATFORM · relevance 72%
no public price
neo4j_aura_agent
● PLATFORM · relevance 63%
no public price
openscience
● PLATFORM · relevance 63%
no public price
papersflow
● PLATFORM · relevance 62%
$20/mo Pro
-29% vs Pro median
SciForge
● PLATFORM · relevance 62%
no public price
MMCP servers18Ranked by relevance
growmos
● MCP · relevance 71%
no public price
autosearch
● MCP · relevance 67%
$29/mo Pro
VO
voidfeed
● MCP · relevance 65%
no public price
mentu-navigator
● MCP · relevance 65%
no public price
RepoSage
● MCP · relevance 64%
no public price
Enterprise Context Retrieval
● MCP · relevance 64%
no public price
browseai_dev
● MCP · relevance 64%
no public price
forge_mcp
● MCP · relevance 64%
no public price
knowledge
● MCP · relevance 63%
no public price
SciWeave MCP Server
● MCP · relevance 63%
no public price
Kin
● MCP · relevance 63%
no public price
zetesis
● MCP · relevance 63%
no public price
docfork
● MCP · relevance 63%
no Pro plan
entry $10/mo
Noodle Biomedical Literature Discovery MCP
● MCP · relevance 62%
no public price
deepwiki_mcp
● MCP · relevance 62%
no public price
synaptic
● MCP · relevance 62%
no public price
mcp_raganything
● MCP · relevance 62%
no public price
codeprism
● MCP · relevance 62%
no public price
OOther6Ranked by relevance
ScientistOS
● OTHER · relevance 70%
no public price
cockroach_crawler
● OTHER · relevance 69%
no public price
knowledge_graph_skill
● OTHER · relevance 67%
no public price
research_evidence_agent
● OTHER · relevance 65%
no public price
attunegraph
● OTHER · relevance 62%
no public price
grainulator
● OTHER · relevance 62%
no public price
AAgents11Ranked by relevance
atroposhealth_agent
● AGENT · relevance 65%
no public price
AnswerThis
● AGENT · relevance 65%
no public price
KnowledgeAgent
● AGENT · relevance 64%
no public price
gitnexus
● AGENT · relevance 64%
no public price
Research Assistant
● AGENT · relevance 64%
no public price
root_kg
● AGENT · relevance 64%
no public price
research_workflow_assistant
● AGENT · relevance 64%
no public price
mykg
● AGENT · relevance 63%
no public price
AR
ARIA
● AGENT · relevance 63%
no Pro plan
entry $15/mo
Feynman
● AGENT · relevance 63%
no public price
research_assistant
● AGENT · relevance 62%
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.