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Market around Defrost AI

Open-source local memory and hybrid retrieval for Claude Code and MCP clients. Indexes documentation and source code, returns cited answers with file and line references, and supports MCP, CLI, HTTP, and Python interfaces.

Visit github.com ↗Pricing page ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
Defrost AI · Pro
No Pro plan
—
Pro-MCP server median
—
insufficient comparable pricing
vs Pro MCP servers
No comparison
Defrost AI doesn't sell Pro
ⓘ Comparisons are same provider type (MCP server) and same buyer tier (Pro). Never across tiers.
Market density
60th pctile
148 competing vendors
Comparable listings · 30d
—
Price spectrum · Pro plans · 3 of 4 providers priced · log scale · $19 → $50/mo
MCP servers◻ shaded = middle 50% · line = median (all types)Defrost AI has no comparable Pro price — not plotted

Products in this market

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

MMCP servers46Ranked by similarity
Defrost AIthis listing
● MCP
no public price
Claude Brain
● MCP81% similar
no public price
Knowledge Rag
● MCP81% similar
no public price
Zai Web Search
● MCP78% similar
no Pro plan
entry $18/mo
Synapse
● MCP76% similar
no public price
trace-mcp
● MCP76% similar
no public price
Claude KB
● MCP75% similar
no public price
Basic MCP Server
● MCP75% similar
no public price
OPL Docs MCP Server
● MCP75% similar
no public price
CommandCode MCP Server
● MCP75% similar
no public price
Local RAG
● MCP75% similar
no public price
Sherpa MCP
● MCP75% similar
no public price
Research Oyster
● MCP74% similar
no public price
MCP for Agents
● MCP74% similar
no public price
Cyxj Groksearch
● MCP74% similar
no public price
ClaudeBase
● MCP74% similar
no public price
stash
● MCP74% similar
no public price
Cody MCP
● MCP74% similar
no public price
Synorive
● MCP74% similar
no public price
DRACO
● MCP74% similar
$50/mo Pro
Trinity Entra MCP
● MCP74% similar
no public price
apple-docs-mcp
● MCP74% similar
no public price
Agent Review MCP
● MCP74% similar
no public price
A2asearch
● MCP73% similar
no public price
VeloxRAG
● MCP73% similar
no public price
Claudemon
● MCP73% similar
no public price
AgentSearch MCP
● MCP73% similar
no public price
Local Mcp Crm
● MCP73% similar
no public price
agent-hub
● MCP73% similar
no public price
Pseudolife
● MCP73% similar
no public price
Serper Dev
● MCP73% similar
no public price
RootRelay
● MCP72% similar
no public price
mcp-docs-ask
● MCP72% similar
no public price
Free Database MCP Server
● MCP72% similar
no public price
Codegraff
● MCP72% similar
no public price
CC Code MCP
● MCP72% similar
no public price
MCP Servers Pro
● MCP72% similar
$19/mo Pro
CrawlCove MCP
● MCP72% similar
no public price
Claude Code Session
● MCP72% similar
no public price
Codebase Copilot
● MCP72% similar
no public price
Mcp Perplexity
● MCP72% similar
no public price
Mcp Server Development
● MCP72% similar
no public price
Askline
● MCP72% similar
$35/mo Pro
EduPage MCP Server
● MCP72% similar
no public price
mcp-win-stdio
● MCP71% similar
no public price
OpenSwarm
● MCP71% similar
no public price
OOther2Ranked by similarity
Verinoda Symbiosis
● OTHER79% similar
no public price
mcp-vet
● OTHER71% similar
no public price
PPlatforms2Ranked by similarity
KyttoMCP
● PLATFORM73% similar
no public price
Muster
● PLATFORM72% 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.