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memory-cloud
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memory-cloud

Active·★ 12·Apache-2.0·Updated 2026-10-22

Kagura Memory Cloud is a self-hosted MCP server that gives AI agents and teams adaptive memory. It combines hybrid search with a neural memory graph that learns which memories belong together, and works with Claude, ChatGPT, Gemini and any MCP-compatible client.

#adaptive-memory#agent-memory#ai-agents#claude#fastapi#hybrid-search#knowledge-base
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Guides
#llm
$ Install
$ git clone https://github.com/kagura-ai/memory-cloud.git
↗ Visit site★ GitHub
01

Features

01Hybrid search plus a neural memory graph
02Python SDK with REST clients and a file ingestor
03Self-hosted with an LLM knowledge base pattern
02

Compatibility

Claude Code
Client
Verified via docs
Claude Desktop
Client
Verified via docs
Ollama
Local Runtime
Verified via docs
Docker
Container
Verified via docs
Python
Runtime
Verified via docs
Node.js
Runtime
Verified via docs
03

Quick start

1
$ git clone https://github.com/kagura-ai/memory-cloud.git
04

Use cases

↳Give AI agents memory that persists across conversations
↳Share a team knowledge base with several AI clients
05

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kagura-ai /
memory-cloud
↗

Adaptive memory for AI agents & teams — beyond RAG. Self-hosted MCP server that gets smarter every time you search: hybrid search + a neural memory graph that learns. Works with Claude, ChatGPT & any MCP client.

12Apache-2.0
Last commit1d ago
StatusActive
CategoryMCP Servers
Links
Documentation↗Discussion↗Issues↗Releases↗
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