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Varun Pratap Bhardwaj edited this page Feb 26, 2026 · 38 revisions

SuperLocalMemory

SuperLocalMemory

Your AI Finally Remembers You
The only free, local-first AI memory system with universal architecture

🌐 Official Website⭐ Star on GitHub☕ Buy Me a Coffee💸 PayPal


Visual Overview

SuperLocalMemory Features All SuperLocalMemory features at a glance: Dashboard, CLI, Live Events, Agents, Knowledge Graph


🆕 What's New in v2.8


NEW: v2.7.4 — Your AI Learns You

SuperLocalMemory now learns your patterns and personalizes recall — all 100% locally. Adaptive ML ranking, workflow detection, and GDPR-compliant behavioral learning.

12 MCP tools | 7 skills | 6 resources | 2 prompts


v2.6.0 — Security Hardening & Performance

SuperLocalMemory is now production-hardened with trust enforcement, rate limiting, and accelerated graph building.

Feature Benefit
Trust Enforcement Agents with trust < 0.3 blocked from write/delete operations
Profile Isolation Full sandboxing — no cross-profile data leakage
Rate Limiting Protects against memory flooding from misbehaving agents
SSRF Protection Webhook dispatcher validates URLs to prevent SSRF attacks
HNSW-Accelerated Graphs Faster knowledge graph construction at scale
Hybrid Search Engine Combined semantic + FTS5 + graph retrieval

v2.5 included: Real-time event stream, WAL-mode concurrent writes, agent tracking, memory provenance, 28 API endpoints.

Upgrade: npm install -g superlocalmemory@latest

Universal Architecture | Roadmap | Full Changelog


🎯 What is SuperLocalMemory?

SuperLocalMemory is an intelligent ai memory system that makes AI assistants like Claude, Cursor, and other mcp-server compatible tools remember everything about you and your projects. Created by Varun Pratap Bhardwaj, this local-first memory solution is the perfect alternative to Mem0 and Zep. Unlike cloud-based alternatives like Mem0 (50ドル+/mo) or Zep (50ドル/mo), SuperLocalMemory is:

  • 100% Local — Your data never leaves your machine
  • 100% Free — No usage limits, no credit systems, forever
  • 100% Private — GDPR/HIPAA compliant by default
  • Works Everywhere — 17+ IDEs including Claude Desktop, Cursor IDE, Windsurf, VS Code, and more
  • MCP Protocol — Native Model Context Protocol integration for 17+ IDEs

Key Features in Action

🎯 Real-Time Memory Operations

Live Events

🔍 Intelligent Search

Hybrid Search

🕸️ Knowledge Graph

Interactive Graph

💻 Simple CLI

CLI Demo


Video Walkthroughs


📚 Documentation

Getting Started

Guide Description
Installation 5-minute setup for Mac, Linux, Windows
Quick-Start-Tutorial Your first memory in 2 minutes
CLI-Cheatsheet Copy-paste command reference

Core Concepts

Guide Description
Universal-Architecture Universal architecture with MCP integration
MCP-Integration Model Context Protocol support for 17+ IDEs
Universal-Skills 7 agent skills and slash-commands system
Knowledge-Graph-Guide Auto-discovery of relationships
Pattern-Learning-Explained How it learns your coding style
Multi-Profile-Workflows Separate contexts for work/personal/clients

Reference

Guide Description
CLI-Cheatsheet Quick command reference
Python-API Programmatic access
Configuration Customization options
CHANGELOG Version history and release notes

Comparisons

Guide Description
Comparison-Deep-Dive Detailed comparison with Mem0, Zep, Personal.AI
Why-Local-Matters Privacy, GDPR, and local-first benefits

Community

Guide Description
FAQ Frequently asked questions
Roadmap Version history and planned features
Troubleshooting Common issues and solutions
Contributing How to contribute
Issues Report bugs or request features

🏆 Why SuperLocalMemory?

The Problem

Every Claude session:

You: "Remember that auth bug we fixed?"
Claude: "I don't have access to previous conversations..."
You: *sighs and re-explains everything*

The Solution

# Save once
superlocalmemoryv2:remember "Fixed auth bug - JWT tokens expiring too fast"
# Recall forever
superlocalmemoryv2:recall "auth bug"
# ✓ Found: "Fixed auth bug - JWT tokens expiring too fast"

🆚 Alternative to Mem0 and Zep

Feature Mem0 Zep Personal.AI SuperLocalMemory
Price Usage-based 50ドル/mo 33ドル/mo 0ドル forever
Local-First ❌ Cloud ❌ Cloud ❌ Cloud ✅ 100%
IDE Support Limited 1-2 None ✅ 17+ IDEs
Universal Architecture ✅ MCP + Skills + CLI
MCP Integration ✅ Native
Pattern Learning Partial ✅ Full
Knowledge Graphs ✅ Leiden Clustering
Zero Setup ✅ 5-min install

SuperLocalMemory is the ONLY solution with universal IDE support, full local operation, and zero cost. Created by Varun Pratap Bhardwaj as an open-source alternative to expensive cloud services.


🚀 Quick Install

# Mac/Linux
git clone https://github.com/varun369/SuperLocalMemoryV2.git
cd SuperLocalMemoryV2 && ./install.sh
# Windows
git clone https://github.com/varun369/SuperLocalMemoryV2.git
cd SuperLocalMemoryV2; .\install.ps1

That's it. No Docker. No API keys. No cloud accounts.

Full installation guide →


🔬 Built on Research

SuperLocalMemory implements cutting-edge 2026 research:

Research Source Implementation
PageIndex VectifyAI (Zhang et al., Sep 2025) Hierarchical memory indexing
GraphRAG Microsoft (Edge et al., 2024, arXiv:2404.16130) Knowledge graph clustering
MemoryBank Zhong et al., AAAI 2024 (arXiv:2305.10250) Long-term memory for LLM agents
MACLA Forouzandeh et al., Dec 2025 (arXiv:2512.18950) Multi-agent collaborative learning
Hindsight Latimer et al., Dec 2025 (arXiv:2512.12818) Retrospective identity pattern learning
A-RAG arXiv:2602.03442 Multi-level retrieval

Note: PageIndex attribution corrected from "Meta AI" to VectifyAI (Mingtian Zhang et al., Sep 2025). "xMemory (Stanford)" was a non-existent paper reference and has been replaced with three published research papers: MemoryBank, MACLA, and Hindsight.

The only open-source implementation combining all these research approaches.


👨‍💻 Creator

Created by Varun Pratap Bhardwaj — Solution Architect & Original Creator

GitHub

Building open-source tools that make AI assistants actually useful for developers. SuperLocalMemory v2.3.0 brings universal integration to 17+ IDEs while maintaining 100% local-first privacy.


💖 Support the Project

If SuperLocalMemory saves you time:


100% local. 100% private. 100% yours.
Created by Varun Pratap Bhardwaj


🌐 Official Website: superlocalmemory.com 📦 NPM Package: npmjs.com/package/superlocalmemory 📖 Documentation: GitHub Wiki 💬 Support: GitHub Issues

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