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mcp-knowledge-graph by shaneholloman

#1469 of 4710 by shaneholloman
45 score

An improved implementation of persistent memory using a local knowledge graph with a customizable --memory-path. This lets Claude remember information about the user across chats.

Ranked #1469 out of 4710 indexed tools.
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Signal Breakdown

Installs 372
Freshness 3mo ago
Issue Health 100%
Stars 833
Platform Breadth 1 platform
Contributors 1
Description Detailed

How to Improve

Freshness high impact

Last commit was 97 days ago — a recent commit would boost your freshness score

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Platforms medium impact

Only 1 platform listed — publishing to more platforms improves your score

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Supported Platforms

MCP

From the README

# MCP Knowledge Graph

**Persistent memory for AI models through a local knowledge graph.**

Store and retrieve information across conversations using entities, relations, and observations. Works with Claude Code/Desktop and any MCP-compatible AI platform.

## Why ".aim" and "aim_" prefixes?

AIM stands for **AI Memory** - the core concept of this system. The three AIM elements provide clear organization and safety:

- **`.aim` directories**: Keep AI memory files organized and easily identifiable
- **`aim_` tool prefixes**: Group related memory functions together in multi-tool setups
- **`_aim` safety markers**: Each memory file starts with `{"type":"_aim","source":"mcp-knowledge-graph"}` to prevent accidental overwrites of unrelated JSONL files

This consistent AIM naming makes it obvious which directories, tools, and files belong to the AI memory system.

## CRITICAL: Understanding `.aim` dir vs `_aim` file marker

**Two different things with similar names:**

- `.aim` = **Project-lo
Read full README on GitHub →