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Market around 文渊

An open-source RAG service for learning from official technical documentation and private notes. It provides cited answers, reproducible retrieval evaluation, an HTTP API, and seven MCP tools for the Koyo learning agent.

Visit github.com ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
文渊 · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
文渊 doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
63rd pctile
256 competing vendors
Comparable listings · 30d
—
Agents · Pro median
$62/mo
4 priced · —–— mid 50%
MCP servers · Pro median
$29/mo
5 priced · $29–$49 mid 50%

Agents cost 2.1× MCP servers at the Pro tier.

Price spectrum · Pro plans · 9 of 10 providers priced · log scale · $12.99 → $140/mo
Agents MCP servers◻ shaded = middle 50% · line = median (all types)文渊 has no comparable Pro price — not plotted

Products in this market

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

OOther3Ranked by similarity
文渊this listing
● OTHER
no public price
AskDocs
● OTHER77% similar
no public price
mcp-ragdocs
● OTHER72% similar
no public price
MMCP servers33Ranked by similarity
Evidra RAG
● MCP78% similar
no public price
Archon-KB
● MCP77% similar
no public price
Wiki RAG MCP
● MCP77% similar
no public price
NBLM MCP
● MCP75% similar
no public price
Perplexity Search
● MCP74% similar
no public price
Docfork
● MCP74% similar
no public price
Staan-MCP
● MCP74% similar
no public price
DeepBrain
● MCP73% similar
no public price
research-scope-mcp
● MCP73% similar
no public price
Ragora
● MCP73% similar
no public price
DonSeTch
● MCP73% similar
no public price
Byteaskai
● MCP73% similar
no public price
SERA
● MCP73% similar
no public price
Developer Toolkit MCP
● MCP73% similar
no public price
Local RAG
● MCP73% similar
no public price
Liminal
● MCP73% similar
$50 usage Pro
not monthly-comparable
Zhihu MCP
● MCP72% similar
no public price
AG
Agentreliability Agentreliabil
● MCP72% similar
no public price
Official-Docs Ops Agent
● MCP72% similar
no public price
man-mcp
● MCP72% similar
no public price
Docimprint
● MCP72% similar
$29/mo Pro
0% vs Pro median
Ref
● MCP72% similar
$50/mo Pro
+72% vs Pro median
DeepResearch MCP Server
● MCP72% similar
no public price
Agentready
● MCP72% similar
$49/mo Pro
+69% vs Pro median
TrustDesk
● MCP72% similar
no public price
KC-MCP
● MCP72% similar
no public price
Research
● MCP72% similar
no public price
Deepwiki
● MCP72% similar
no public price
Liminary
● MCP72% similar
$29/mo Pro
0% vs Pro median
Knowledge For Agents
● MCP72% similar
no public price
Dibri
● MCP72% similar
$29/mo Pro
0% vs Pro median
RepoSage
● MCP71% similar
no public price
Brave Answers MCP
● MCP71% similar
no public price
AAgents11Ranked by similarity
GPT Researcher
● AGENT76% similar
$140/mo Pro
+126% vs Pro median
Techdocs Agent
● AGENT75% similar
no public price
AI Research Agent
● AGENT74% similar
$25/mo Pro
-60% vs Pro median
KnowledgeAgent
● AGENT73% similar
no public price
Examples
● AGENT73% similar
no public price
RAG Tutor
● AGENT73% similar
no public price
DeepSearch Research Agent
● AGENT73% similar
no public price
RAG-Enhanced Knowledge Base Agent
● AGENT73% similar
no public price
Telomi
● AGENT72% similar
no public price
Aiagentdocs
● AGENT72% similar
$12.99/mo Pro
-79% vs Pro median
Embedai Knowledge Search
● AGENT72% similar
$99/mo Pro
+60% vs Pro median
PPlatforms2Ranked by similarity
Kapa
● PLATFORM72% similar
no public price
notebook
● PLATFORM71% similar
no public price
AAPIs1Ranked by similarity
A2ABench
● API72% 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.