keshavsuki

5-layer memory system for Claude Code: rules, session state, git context, behavioral learning, knowledge base

16
2
100% credibility
Found Mar 22, 2026 at 16 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
Shell
AI Summary

Recall Stack is a memory enhancement system for Claude Code that automatically provides persistent context across sessions via rules, project state, git changes, behavioral learning, and a knowledge base.

How It Works

1
🔍 Discover Recall Stack

You find this helpful tool because your AI coding assistant keeps forgetting what you did in past sessions, making work frustrating.

2
🚀 Run Easy Setup

With one simple command, you install the memory layers that make your AI remember rules, project progress, changes, and tips automatically.

3
📝 Link Your Notes

Optionally connect your personal notes folder so your AI can pull in all your knowledge and ideas instantly.

4
💬 Start AI Sessions

Open your project and chat with the AI – it greets you with the latest project status, recent changes, and smart suggestions from before.

5
🧠 AI Learns Over Time

As you work and complete tasks, the AI updates its memory with next steps and learns better ways from your corrections.

🎉 Smarter Workflow

Now every session feels continuous – your AI remembers everything, saves time, and helps you build faster without repeating yourself.

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AI-Generated Review

What is recall-stack?

Recall-stack builds a 5-layer memory system for Claude Code, stacking rules, session state, git context, behavioral learning, and a knowledge base to give your AI agent persistent recall across sessions. Instead of forgetting yesterday's fixes or repo changes, it auto-injects everything via shell hooks before you type—think CLAUDE.md rules as the base layer, git diffs for context, Hindsight for learning patterns, and Obsidian vaults for notes. Written in Shell, it hooks into Claude Code's lifecycle with one bash setup command, plus optional Docker for the behavioral layer.

Why is it gaining traction?

It stands out by automating what devs hack manually: fresh git status on launch, auto-updating project primers after tasks, and AI-driven behavioral recall that adapts without you feeding prompts. The ninja stack recall hooks fire silently, pulling Hindsight patterns like "avoid that regex bug from last week," making sessions feel continuous. No more repeating context—developers try it for the recall AI tech stack boost in long-running projects.

Who should use this?

Claude Code power users iterating on mid-sized repos, like backend devs debugging git-heavy workflows or solo founders building prototypes over weeks. Ideal if you're tired of re-explaining blockers or repo state each session, especially with Obsidian for knowledge layer 5 github notes.

Verdict

Early alpha with 16 stars and 1.0% credibility score—solid README and setup.sh make it dead simple to test, but lacks tests or broad adoption. Grab it if you're deep in Claude Code and want 5-layer memory without wiring; skip for production until more battle scars. (187 words)

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