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Market around MCP Hybrid RAG

An MCP server and FastAPI service for hybrid retrieval over SEC 10-K filings, combining BM25, dense vectors, reciprocal rank fusion, and cross-encoder reranking with source and page citations.

Visit github.com ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
MCP Hybrid RAG · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
MCP Hybrid RAG doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
85th pctile
555 competing vendors
Comparable listings · 30d
—
MCP servers · Pro median
$39.99/mo
13 priced · $20–$80 mid 50%
Price spectrum · Pro plans · 10 of 12 providers priced · log scale · $9.99 → $99.9/mo
MCP servers◻ shaded = middle 50% · line = median (all types)MCP Hybrid RAG has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches MCP Hybrid RAG'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
MCP Hybrid RAGthis listing
● OTHER
no public price
Qianxv Search MCP
● OTHER76% similar
no public price
jupsearch-mcp
● OTHER76% similar
no public price
MMCP servers46Ranked by similarity
alphacreek_mcp
● MCP83% similar
$9.99/mo Pro
-75% vs Pro median
Stock Bloc
● MCP82% similar
no public price
search-gateway
● MCP81% similar
no public price
RAG as MCP
● MCP81% similar
no public price
Space Frontiers
● MCP80% similar
$20/mo Pro
-50% vs Pro median
KE
ken
● MCP79% similar
no public price
alpha_sense_developer
● MCP79% similar
no public price
daedra
● MCP79% similar
no public price
SearchMesh
● MCP78% similar
no public price
codesearch
● MCP78% similar
no public price
SM
smry_public_reader
● MCP78% similar
$80/mo Pro
+100% vs Pro median
wigolo_2026
● MCP78% similar
no public price
LEANN .NET
● MCP78% similar
no public price
finsec
● MCP78% similar
no public price
open_websearch
● MCP78% similar
no public price
mcp_local_rag
● MCP78% similar
no public price
answerpool
● MCP78% similar
no Pro plan
entry $1/mo
neurobird_search
● MCP78% similar
no public price
finlight
● MCP78% similar
$29/mo Pro
-27% vs Pro median
APIFinance
● MCP77% similar
$99.9/mo Pro
+150% vs Pro median
web_search_mcp
● MCP77% similar
no public price
blockrun_mcp
● MCP77% similar
no public price
web_search
● MCP77% similar
no public price
Quarry
● MCP77% similar
no public price
DE
DevDrops
● MCP77% similar
no public price
CrawlEyes
● MCP77% similar
no public price
agent_systems
● MCP77% similar
no public price
RE
Refetch
● MCP77% similar
no public price
pluck
● MCP77% similar
no public price
Marginalia MCP
● MCP77% similar
no public price
search1api_mcp
● MCP76% similar
$99/mo Pro
+148% vs Pro median
Scrapling MCP
● MCP76% similar
no public price
JobDataLake
● MCP76% similar
no Pro plan
entry $50/mo
Sofya
● MCP76% similar
no public price
SEC 13F, Congress trades & insider buying
● MCP76% similar
no public price
agent_fusion
● MCP76% similar
no public price
web_scraping_mcp
● MCP76% similar
no public price
crawlora
● MCP76% similar
$79/mo Pro
+98% vs Pro median
pplx_custom_mcp
● MCP76% similar
no public price
anylens
● MCP76% similar
no public price
Sugra MCP
● MCP76% similar
$25/mo Pro
-37% vs Pro median
searchpipe
● MCP76% similar
$19.99/mo Pro
-50% vs Pro median
filing-intelligence
● MCP76% similar
$20/mo Pro
-50% vs Pro median
SE
sec-edgar-mcp
● MCP76% similar
no public price
Gnosis MCP
● MCP76% similar
no public price
nexqual
● MCP75% similar
no public price
PPlatforms1Ranked by similarity
KnowVault
● PLATFORM78% 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.