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Market around vector_knowledge_base

Semantic search engine that transforms documents into an intelligent, searchable knowledge base using vector embeddings, clustering, and natural language queries.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Vector Knowledge Base · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
Vector Knowledge Base doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
30th pctile
25 strong substitutes
Price momentum · 30d
Flat
Agents · Pro median
$99/mo
1 priced · $99–$99 mid 50%
MCP servers · Pro median
$49/mo
1 priced · $49–$49 mid 50%
APIs · Pro median
$499/mo
3 priced · $274–$1000 mid 50%
Platforms · Pro median
$52/mo
2 priced · $38.5–$65.5 mid 50%

Agents cost 2× MCP servers at the Pro tier.

Price spectrum · Pro plans · 4 of 8 providers priced · log scale · $49 → $99/mo
Agents MCP servers APIs Platforms◻ shaded = middle 50% · line = median (all types)Vector Knowledge Base has no comparable Pro price — not plotted

Products in this market

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

OOther6Ranked by relevance
vector_knowledge_basethis listing
● OTHER · relevance 100%
no public price
QMD
● OTHER · relevance 67%
no public price
knowledge_graph_skill
● OTHER · relevance 67%
no public price
bkmr
● OTHER · relevance 66%
no public price
Agentic RAG
● OTHER · relevance 65%
no public price
dsh-doc
● OTHER · relevance 65%
no public price
FFrameworks4Ranked by relevance
kappa_graph
● FRAMEWORK · relevance 81%
no public price
flexible_graphrag_2
● FRAMEWORK · relevance 72%
no public price
unch
● FRAMEWORK · relevance 69%
no public price
chunkhound
● FRAMEWORK · relevance 66%
no public price
MMCP servers27Ranked by relevance
mcp_local_rag_2
● MCP · relevance 75%
no public price
sunbeam_memory
● MCP · relevance 75%
no public price
KnowDrive MCP
● MCP · relevance 74%
no public price
doc4d
● MCP · relevance 73%
no public price
KN
knowledge_base_mcp_server
● MCP · relevance 72%
no Pro plan
entry $10/mo
cowork_semantic_search
● MCP · relevance 72%
no public price
MCP RAG Server
● MCP · relevance 70%
no public price
Personal Knowledge-Base MCP Server
● MCP · relevance 70%
no public price
talonic-mcp
● MCP · relevance 70%
no Pro plan
entry $12/mo
mcp_documentation_server
● MCP · relevance 69%
no public price
ontomics
● MCP · relevance 69%
no public price
semantic_code_mcp
● MCP · relevance 69%
no public price
Ragora
● MCP · relevance 69%
no public price
SuperAIDB
● MCP · relevance 68%
no public price
BrainTube
● MCP · relevance 68%
no Pro plan
entry $10/mo
agent_fusion
● MCP · relevance 68%
no public price
code_memory
● MCP · relevance 68%
no public price
mcp_raganything
● MCP · relevance 68%
no public price
ken
● MCP · relevance 68%
no public price
dock-ai
● MCP · relevance 67%
no public price
Jina AI
● MCP · relevance 67%
no public price
webdocs_mcp
● MCP · relevance 67%
no public price
OpenCode Document RAG MCP
● MCP · relevance 67%
no public price
Marrine RAG MCP Server
● MCP · relevance 66%
no public price
directory_indexer
● MCP · relevance 66%
no public price
Corpus
● MCP · relevance 66%
no public price
llmtomd
● MCP · relevance 66%
$49/mo Pro
AAgents9Ranked by relevance
wrenai
● AGENT · relevance 71%
no public price
archive_agent
● AGENT · relevance 70%
no public price
root_kg
● AGENT · relevance 70%
no public price
context_clue
● AGENT · relevance 69%
no public price
januslm
● AGENT · relevance 68%
no public price
intrafind_iassistant
● AGENT · relevance 68%
no public price
Box Agent
● AGENT · relevance 66%
no public price
embedai_knowledge_search
● AGENT · relevance 65%
$99/mo Pro
mykg
● AGENT · relevance 65%
no public price
AAPIs2Ranked by relevance
moss
● API · relevance 71%
no Pro plan
entry $30/mo
coresignal_agentic_search
● API · relevance 67%
$49/mo Pro
-90% vs Pro median
PPlatforms2Ranked by relevance
sitespeak_ai
● PLATFORM · relevance 67%
$79/mo Pro
+52% vs Pro median
erpnext_ai_agent
● PLATFORM · relevance 65%
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.