superlocalmemory — security grade SAFE, quality 67/100

Security audit verdict: SAFE · quality 67/100

No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

by qualixar · MCP Server · ★ 226

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

🔒 Is superlocalmemory safe to install? View the security audit →

About superlocalmemory

SuperLocalMemory V3.6 Save up to 90% on every LLM API call. Cache. Compress. Remember.The only local-first memory system that SKIPS repeat calls (100% saved), SHRINKS prompts 60-95%, and REMEMBERS everything — locally, for free. For Claude Code, Cursor, Windsurf, and any AI client. v3.6.0 "Optimize" — Cache & Compress & Align. Save up to 90% on every LLM API call — locally. One command: slm wrap claudeAlso includes v3.5 Scale-Ready: 6-channel recall &lt;1s, CozoDB + LanceDB, Core Memory Block. Your database auto-migrates. Backed by 3 published research papers (arXiv preprints + Zenodo-archived) · arXiv:2603.02240 · arXiv:2603.14588 · arXiv:2604.04514 Saves up to 90% on LLM API costs &nbsp;·&nbsp; +10.6pp vs Mem0 zero-LLM &nbsp;·&nbsp; 85% Open-Domain (best zero-LLM score) &nbsp;·&nbsp; EU AI Act Ready <img src="https://img.shields.io/badge/arXiv-2603.14588-b31b1b?style=for-the-badge&logo=arxi

agent-memoryagent-reliabilityai-agentsclaude-codecursorknowledge-graphllm-memorylocal-firstmcpmcp-server

Quick Facts

Stars226
Forks35
LanguagePython
CategoryMCP Server
LicenseAGPL-3.0
Quality Score67.1937083090551/100
Open Issues5
Last Updated2026-09-12
Created2026-02-05
Platformsclaude-code, mcp, python
Est. Tokens~25k

Compatible Skills

These tools work well together with superlocalmemory for enhanced workflows:

  • mengram — semantic(0.28)+complementary+same_lang+similar_pop+shared_platform (60%)
  • memcord — semantic(0.25)+complementary+rare_topics+same_lang+similar_pop+shared_platform (58%)
  • code-review-graph — semantic(0.22)+complementary+rare_topics+same_lang+similar_pop+shared_platform (57%)
  • omega-memory — semantic(0.35)+complementary+same_lang+similar_pop+shared_platform (57%)

superlocalmemory alternative? Top 6 similar tools

Looking for a superlocalmemory alternative? If you're comparing superlocalmemory with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • Ori-Mnemos by aayoawoyemi · ⭐ 324

    Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.

  • omega-memory by omega-memory · ⭐ 218

    Persistent memory for AI coding agents

  • memorix by AVIDS2 · ⭐ 797

    Open-source cross-agent memory layer for coding agents via MCP. Compatible with Claude Code, Codex, Cursor, Wi

  • octocode by Muvon · ⭐ 475

    Structural code intelligence for AI agents — semantic search, knowledge graphs, and a built-in MCP server in o

  • Zikkaron by amanhij · ⭐ 62

    Biologically-inspired persistent memory engine for Claude Code. 26 cognitive subsystems, Hopfield networks, pr

  • vestige by samvallad33 · ⭐ 628

    Cognitive Deterministic Memory Security OS for Agentic AI. Deterministic root-cause retrieval that reaches bac

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Frequently Asked Questions

What is superlocalmemory?

superlocalmemory is Open-source governed, local-first memory control plane for AI agents and teams. arXiv:2608.08253. It is categorized as a MCP Server with 226 GitHub stars.

What programming language is superlocalmemory written in?

superlocalmemory is primarily written in Python. It covers topics such as agent-memory, agent-reliability, ai-agents.

How do I install or use superlocalmemory?

You can find installation instructions and usage details in the superlocalmemory GitHub repository at github.com/qualixar/superlocalmemory. The project has 226 stars and 35 forks, indicating an active community.

What license does superlocalmemory use?

superlocalmemory is released under the AGPL-3.0 license, making it free to use and modify according to the license terms.

What are the best alternatives to superlocalmemory?

The top alternatives to superlocalmemory on Agent Skills Hub include Ori-Mnemos, omega-memory, memorix. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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