HelloRuru

HelloRuru / claude-memory-engine

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Claude Code 的記憶系統 | A memory system built with hooks + markdown. Zero dependencies.

ai ai-agents ai-memory ai-tools anthropic
74
19
100% credibility
Found Mar 12, 2026 at 49 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
JavaScript
AI Summary

A collection of scripts and notes that make an AI coding assistant remember past sessions, learn from mistakes, organize insights, and sync memories across devices using simple text files.

How It Works

1
😩 AI forgets everything

Every new chat with your AI helper starts from scratch, repeating old mistakes and losing project details.

2
🔍 Discover Memory Engine

You find a simple tool that teaches your AI to remember chats, learn from errors, and grow smarter like a student.

3
📁 Add the helper files

Copy a handful of ready files into your AI's personal folder to get started.

4
⚙️ Activate remembering

Update a settings note so your AI automatically saves notes and checks for mistakes during every chat.

5
💬 Work with your AI

Chat about your projects as always; now it takes notes, links ideas, and reminds itself of past fixes.

6
📚 Run a learning review

Ask it to reflect on recent notes, and it organizes lessons, spots patterns, and gets even better.

7
☁️ Share across devices

Link a private online folder to carry your AI's memories to any computer with one quick command.

🎉 A growing AI partner

Your AI now remembers your preferences, avoids old pitfalls, switches projects smoothly, and feels like a true teammate.

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Star Growth

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AI-Generated Review

What is claude-memory-engine?

Claude-memory-engine is a JavaScript-based memory system for Claude Code CLI users, built with hooks and markdown files to give your AI persistent recall across sessions. It solves Claude's amnesia problem—starting fresh every chat, forgetting mistakes, and losing project context—by auto-saving summaries, detecting pitfalls like repeated errors, and loading relevant memories based on your working directory. Commands like /reflect refine learnings over time, while /backup and /sync handle GitHub integration for cross-device use, all with zero dependencies.

Why is it gaining traction?

Unlike basic memory tools or claude github plugins that just store text, this stands out with a "student loop" that auto-learns from failures (retries, corrections) and suggests permanent rules, plus smart context switching without config. Developers dig the transparency—no databases or black boxes—and bilingual commands (English/Chinese) for global teams. It boosts claude code skills beyond one-offs, making sessions feel continuous even after claude code down or reinstalls.

Who should use this?

Claude Code power users juggling multiple repos, like full-stack devs switching between frontend/backend projects or indie hackers prototyping tools. Ideal for those frustrated with re-explaining rules each time, especially if you pair it with claude github integration for code review workflows or claude github actions automation. Skip if you're just dipping into claude code install or prefer codex-style simplicity.

Verdict

Grab it if you're deep in Claude Code—quick claude code download and setup pays off for smarter, stateful AI coding. With 38 stars and 1.0% credibility score, it's early-stage (solid multilingual docs, no tests visible), so test in a side project first; maturity lags but the hooks deliver real value now.

(198 words)

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