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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. Caution: thin market — treat statistics as indicative.

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
63rd pctile
221 competing vendors
Comparable listings · 30d
—

No providers in this market have a Pro-tier plan — try another tier.

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 servers48Ranked by similarity
Defrost AIthis listing
● MCP
no public price
RAGBox Core
● MCP84% similar
no public price
Claude Brain
● MCP81% similar
no public price
Knowledge Rag
● MCP81% similar
no public price
okbase
● MCP80% similar
no public price
Pensieve
● MCP79% similar
no public price
Verinoda Symbiosis
● MCP79% similar
no public price
Zai Web Search
● MCP78% similar
no Pro plan
entry $18/mo
Augments MCP Server
● MCP77% similar
no public price
Synapse
● MCP76% similar
no public price
Free Search MCP
● MCP76% similar
no public price
trace-mcp
● MCP76% similar
no public price
Cactus MCP
● MCP76% similar
no public price
Claude KB
● MCP75% similar
no public price
Basic MCP Server
● MCP75% similar
no public price
Claude Context Hub
● 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
claude-remote
● MCP74% similar
no public price
Cody MCP
● MCP74% similar
no public price
Synorive
● MCP74% similar
no public price
DRACO
● MCP74% similar
no public price
Trinity Entra MCP
● MCP74% similar
no public price
apple-docs-mcp
● MCP74% similar
no public price
dfine Semantic MCP
● MCP74% similar
no public price
Agent Review MCP
● MCP74% similar
no public price
ProjectRecall
● MCP74% similar
no public price
MCP My Site
● MCP74% similar
no public price
Agent Chat Search
● MCP74% similar
no public price
A2asearch
● MCP73% similar
no public price
VeloxRAG
● MCP73% similar
no public price
AI Worlds Knowledge MCP
● MCP73% similar
no public price
Patent API MCP
● 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
MCP OnDemand
● MCP73% similar
no public price
agent-hub
● MCP73% similar
no public price
Pseudolife
● MCP73% similar
no public price
Sonar
● MCP73% similar
no public price
Serper Dev
● MCP73% similar
no public price
PPlatforms1Ranked by similarity
KyttoMCP
● PLATFORM73% similar
no public price
OOther1Ranked by similarity
Untapped Plugins
● OTHER73% similar
no public price

Thin market — few comparable priced products; treat statistics as indicative.